diff --git a/.env.example b/.env.example
index ff691cb55..61b6f00ca 100644
--- a/.env.example
+++ b/.env.example
@@ -59,6 +59,8 @@ DJANGO_SETTINGS_MODULE=redbox_app.settings
DEBUG=True
DJANGO_SECRET_KEY=1n53cur3K3y
DJANGO_LOG_LEVEL=DEBUG
+# If you want to disable asim_log formatting comment out below line
+DJANGO_LOG_FORMAT=asim_formatter
ENVIRONMENT=LOCAL
POSTGRES_USER=redbox-core
POSTGRES_DB=redbox-core
diff --git a/Makefile b/Makefile
index e297232b8..cb6a350ff 100644
--- a/Makefile
+++ b/Makefile
@@ -78,7 +78,7 @@ safe: ##
.PHONY: check-migrations
check-migrations: stop ## Check types in redbox and worker
- docker compose up -d --wait db minio elasticsearch
+ docker compose up -d --wait db minio opensearch
cd django_app && poetry run python manage.py migrate
cd django_app && poetry run python manage.py makemigrations --check
diff --git a/django_app/Dockerfile b/django_app/Dockerfile
index 34827e23d..93b39bda2 100644
--- a/django_app/Dockerfile
+++ b/django_app/Dockerfile
@@ -50,7 +50,7 @@ COPY --from=poetry-packages /src/venv ./venv
ENV DJANGO_SETTINGS_MODULE='redbox_app.settings'
ENV PYTHONPATH "${PYTHONPATH}:/."
-EXPOSE 8090
+EXPOSE 8080
RUN chmod +x start.sh
RUN chmod +x health.sh
diff --git a/django_app/frontend/package.json b/django_app/frontend/package.json
index 0800c55ce..6b84a80c4 100644
--- a/django_app/frontend/package.json
+++ b/django_app/frontend/package.json
@@ -49,6 +49,8 @@
},
"author": "",
"dependencies": {
+ "@parcel/config-default": "^2.13.1",
+ "@parcel/transformer-typescript-tsc": "^2.13.1",
"govuk-frontend": "^5.2.0",
"i.ai-design-system": "^0.4.8",
"posthog-js": "^1.143.0"
diff --git a/django_app/poetry.lock b/django_app/poetry.lock
index 50b2be367..99e21424d 100644
--- a/django_app/poetry.lock
+++ b/django_app/poetry.lock
@@ -122,6 +122,20 @@ files = [
[package.dependencies]
frozenlist = ">=1.1.0"
+[[package]]
+name = "amqp"
+version = "5.3.1"
+description = "Low-level AMQP client for Python (fork of amqplib)."
+optional = false
+python-versions = ">=3.6"
+files = [
+ {file = "amqp-5.3.1-py3-none-any.whl", hash = "sha256:43b3319e1b4e7d1251833a93d672b4af1e40f3d632d479b98661a95f117880a2"},
+ {file = "amqp-5.3.1.tar.gz", hash = "sha256:cddc00c725449522023bad949f70fff7b48f0b1ade74d170a6f10ab044739432"},
+]
+
+[package.dependencies]
+vine = ">=5.0.0,<6.0.0"
+
[[package]]
name = "annotated-types"
version = "0.7.0"
@@ -307,6 +321,17 @@ charset-normalizer = ["charset-normalizer"]
html5lib = ["html5lib"]
lxml = ["lxml"]
+[[package]]
+name = "billiard"
+version = "4.2.1"
+description = "Python multiprocessing fork with improvements and bugfixes"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "billiard-4.2.1-py3-none-any.whl", hash = "sha256:40b59a4ac8806ba2c2369ea98d876bc6108b051c227baffd928c644d15d8f3cb"},
+ {file = "billiard-4.2.1.tar.gz", hash = "sha256:12b641b0c539073fc8d3f5b8b7be998956665c4233c7c1fcd66a7e677c4fb36f"},
+]
+
[[package]]
name = "blessed"
version = "1.20.0"
@@ -803,6 +828,62 @@ types-awscrt = "*"
[package.extras]
botocore = ["botocore"]
+[[package]]
+name = "celery"
+version = "5.4.0"
+description = "Distributed Task Queue."
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "celery-5.4.0-py3-none-any.whl", hash = "sha256:369631eb580cf8c51a82721ec538684994f8277637edde2dfc0dacd73ed97f64"},
+ {file = "celery-5.4.0.tar.gz", hash = "sha256:504a19140e8d3029d5acad88330c541d4c3f64c789d85f94756762d8bca7e706"},
+]
+
+[package.dependencies]
+billiard = ">=4.2.0,<5.0"
+click = ">=8.1.2,<9.0"
+click-didyoumean = ">=0.3.0"
+click-plugins = ">=1.1.1"
+click-repl = ">=0.2.0"
+kombu = ">=5.3.4,<6.0"
+python-dateutil = ">=2.8.2"
+tzdata = ">=2022.7"
+vine = ">=5.1.0,<6.0"
+
+[package.extras]
+arangodb = ["pyArango (>=2.0.2)"]
+auth = ["cryptography (==42.0.5)"]
+azureblockblob = ["azure-storage-blob (>=12.15.0)"]
+brotli = ["brotli (>=1.0.0)", "brotlipy (>=0.7.0)"]
+cassandra = ["cassandra-driver (>=3.25.0,<4)"]
+consul = ["python-consul2 (==0.1.5)"]
+cosmosdbsql = ["pydocumentdb (==2.3.5)"]
+couchbase = ["couchbase (>=3.0.0)"]
+couchdb = ["pycouchdb (==1.14.2)"]
+django = ["Django (>=2.2.28)"]
+dynamodb = ["boto3 (>=1.26.143)"]
+elasticsearch = ["elastic-transport (<=8.13.0)", "elasticsearch (<=8.13.0)"]
+eventlet = ["eventlet (>=0.32.0)"]
+gcs = ["google-cloud-storage (>=2.10.0)"]
+gevent = ["gevent (>=1.5.0)"]
+librabbitmq = ["librabbitmq (>=2.0.0)"]
+memcache = ["pylibmc (==1.6.3)"]
+mongodb = ["pymongo[srv] (>=4.0.2)"]
+msgpack = ["msgpack (==1.0.8)"]
+pymemcache = ["python-memcached (>=1.61)"]
+pyro = ["pyro4 (==4.82)"]
+pytest = ["pytest-celery[all] (>=1.0.0)"]
+redis = ["redis (>=4.5.2,!=4.5.5,<6.0.0)"]
+s3 = ["boto3 (>=1.26.143)"]
+slmq = ["softlayer-messaging (>=1.0.3)"]
+solar = ["ephem (==4.1.5)"]
+sqlalchemy = ["sqlalchemy (>=1.4.48,<2.1)"]
+sqs = ["boto3 (>=1.26.143)", "kombu[sqs] (>=5.3.4)", "pycurl (>=7.43.0.5)", "urllib3 (>=1.26.16)"]
+tblib = ["tblib (>=1.3.0)", "tblib (>=1.5.0)"]
+yaml = ["PyYAML (>=3.10)"]
+zookeeper = ["kazoo (>=1.3.1)"]
+zstd = ["zstandard (==0.22.0)"]
+
[[package]]
name = "certifi"
version = "2024.8.30"
@@ -1052,6 +1133,55 @@ files = [
[package.dependencies]
colorama = {version = "*", markers = "platform_system == \"Windows\""}
+[[package]]
+name = "click-didyoumean"
+version = "0.3.1"
+description = "Enables git-like *did-you-mean* feature in click"
+optional = false
+python-versions = ">=3.6.2"
+files = [
+ {file = "click_didyoumean-0.3.1-py3-none-any.whl", hash = "sha256:5c4bb6007cfea5f2fd6583a2fb6701a22a41eb98957e63d0fac41c10e7c3117c"},
+ {file = "click_didyoumean-0.3.1.tar.gz", hash = "sha256:4f82fdff0dbe64ef8ab2279bd6aa3f6a99c3b28c05aa09cbfc07c9d7fbb5a463"},
+]
+
+[package.dependencies]
+click = ">=7"
+
+[[package]]
+name = "click-plugins"
+version = "1.1.1"
+description = "An extension module for click to enable registering CLI commands via setuptools entry-points."
+optional = false
+python-versions = "*"
+files = [
+ {file = "click-plugins-1.1.1.tar.gz", hash = "sha256:46ab999744a9d831159c3411bb0c79346d94a444df9a3a3742e9ed63645f264b"},
+ {file = "click_plugins-1.1.1-py2.py3-none-any.whl", hash = "sha256:5d262006d3222f5057fd81e1623d4443e41dcda5dc815c06b442aa3c02889fc8"},
+]
+
+[package.dependencies]
+click = ">=4.0"
+
+[package.extras]
+dev = ["coveralls", "pytest (>=3.6)", "pytest-cov", "wheel"]
+
+[[package]]
+name = "click-repl"
+version = "0.3.0"
+description = "REPL plugin for Click"
+optional = false
+python-versions = ">=3.6"
+files = [
+ {file = "click-repl-0.3.0.tar.gz", hash = "sha256:17849c23dba3d667247dc4defe1757fff98694e90fe37474f3feebb69ced26a9"},
+ {file = "click_repl-0.3.0-py3-none-any.whl", hash = "sha256:fb7e06deb8da8de86180a33a9da97ac316751c094c6899382da7feeeeb51b812"},
+]
+
+[package.dependencies]
+click = ">=7.0"
+prompt-toolkit = ">=3.0.36"
+
+[package.extras]
+testing = ["pytest (>=7.2.1)", "pytest-cov (>=4.0.0)", "tox (>=4.4.3)"]
+
[[package]]
name = "colorama"
version = "0.4.6"
@@ -1322,6 +1452,43 @@ files = [
marshmallow = ">=3.18.0,<4.0.0"
typing-inspect = ">=0.4.0,<1"
+[[package]]
+name = "dbt-copilot-python"
+version = "0.2.2"
+description = "Helper functions to run Django and Flask applications in AWS Copilot/ECS."
+optional = false
+python-versions = "<4.0,>=3.9"
+files = [
+ {file = "dbt_copilot_python-0.2.2-py3-none-any.whl", hash = "sha256:7485ffced952e40bab79801b0b8f5eecfbd602f84a9086238c69e4aacdee23bf"},
+ {file = "dbt_copilot_python-0.2.2.tar.gz", hash = "sha256:529f6638bbdae96687b8c197eb450357dfbb9d7def6ac8bf23e0846d8b0fea73"},
+]
+
+[package.dependencies]
+celery = ">=5.3.6,<6.0.0"
+opentelemetry-distro = "0.43b0"
+opentelemetry-exporter-otlp = "1.22.0"
+opentelemetry-instrumentation-wsgi = "0.43b0"
+opentelemetry-propagator-aws-xray = ">=1.0.1,<2.0.0"
+opentelemetry-sdk-extension-aws = ">=2.0.1,<3.0.0"
+requests = ">=2.31.0,<3.0.0"
+
+[[package]]
+name = "deprecated"
+version = "1.2.15"
+description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+files = [
+ {file = "Deprecated-1.2.15-py2.py3-none-any.whl", hash = "sha256:353bc4a8ac4bfc96800ddab349d89c25dec1079f65fd53acdcc1e0b975b21320"},
+ {file = "deprecated-1.2.15.tar.gz", hash = "sha256:683e561a90de76239796e6b6feac66b99030d2dd3fcf61ef996330f14bbb9b0d"},
+]
+
+[package.dependencies]
+wrapt = ">=1.10,<2"
+
+[package.extras]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "jinja2 (>=3.0.3,<3.1.0)", "setuptools", "sphinx (<2)", "tox"]
+
[[package]]
name = "detect-secrets"
version = "1.5.0"
@@ -1392,6 +1559,21 @@ files = [
{file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
]
+[[package]]
+name = "dj-database-url"
+version = "2.3.0"
+description = "Use Database URLs in your Django Application."
+optional = false
+python-versions = "*"
+files = [
+ {file = "dj_database_url-2.3.0-py3-none-any.whl", hash = "sha256:bb0d414ba0ac5cd62773ec7f86f8cc378a9dbb00a80884c2fc08cc570452521e"},
+ {file = "dj_database_url-2.3.0.tar.gz", hash = "sha256:ae52e8e634186b57e5a45e445da5dc407a819c2ceed8a53d1fac004cc5288787"},
+]
+
+[package.dependencies]
+Django = ">=4.2"
+typing_extensions = ">=3.10.0.0"
+
[[package]]
name = "django"
version = "5.1.3"
@@ -1545,6 +1727,21 @@ files = [
django-compressor = ">=1.3"
libsass = ">=0.7.0,<1"
+[[package]]
+name = "django-log-formatter-asim"
+version = "0.0.6"
+description = "Formats Django logs in ASIM format."
+optional = false
+python-versions = "<4,>=3.9"
+files = [
+ {file = "django_log_formatter_asim-0.0.6-py3-none-any.whl", hash = "sha256:00923cb95b599082d94895af1333d1bb8fce05a3d742dd571d32b7e0e480ead3"},
+ {file = "django_log_formatter_asim-0.0.6.tar.gz", hash = "sha256:ba35df7a8c5f5bad2e006b55dea8e339ef82f7476a93e6cae4d2bbea12938c2b"},
+]
+
+[package.dependencies]
+django = {version = ">=3,<6", markers = "python_version >= \"3.10\" and python_version < \"4\""}
+pre-commit = ">=3.5.0,<4.0.0"
+
[[package]]
name = "django-magic-link"
version = "1.0.0"
@@ -1646,6 +1843,24 @@ files = [
[package.dependencies]
Django = ">=3.0"
+[[package]]
+name = "django-staff-sso-client"
+version = "4.3.0"
+description = "Reusable Django app to facilitate gov.uk Staff Single Sign On"
+optional = false
+python-versions = "*"
+files = [
+ {file = "django_staff_sso_client-4.3.0-py3-none-any.whl", hash = "sha256:873279b74cc40517af6b5c6c043db74e66d3d4f147ed1495ec357ac26c14d6fa"},
+ {file = "django_staff_sso_client-4.3.0.tar.gz", hash = "sha256:4f320c5c5da02a9da9f5da90b32749ff3a0ad0dcf51eb758fb85fd0e932b5261"},
+]
+
+[package.dependencies]
+Django = ">=4.2.10,<6.0"
+requests-oauthlib = "*"
+
+[package.extras]
+test = ["build", "codecov", "flake8 (==4.0.1)", "pytest (==7.1.1)", "pytest-cov", "pytest-django", "raven", "requests-mock", "setuptools", "twine", "wheel"]
+
[[package]]
name = "django-storages"
version = "1.14.4"
@@ -2028,6 +2243,23 @@ monitor = ["psutil (>=5.7.0)"]
recommended = ["cffi (>=1.17.1)", "dnspython (>=1.16.0,<2.0)", "idna", "psutil (>=5.7.0)"]
test = ["cffi (>=1.17.1)", "coverage (>=5.0)", "dnspython (>=1.16.0,<2.0)", "idna", "objgraph", "psutil (>=5.7.0)", "requests"]
+[[package]]
+name = "googleapis-common-protos"
+version = "1.66.0"
+description = "Common protobufs used in Google APIs"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "googleapis_common_protos-1.66.0-py2.py3-none-any.whl", hash = "sha256:d7abcd75fabb2e0ec9f74466401f6c119a0b498e27370e9be4c94cb7e382b8ed"},
+ {file = "googleapis_common_protos-1.66.0.tar.gz", hash = "sha256:c3e7b33d15fdca5374cc0a7346dd92ffa847425cc4ea941d970f13680052ec8c"},
+]
+
+[package.dependencies]
+protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
+
+[package.extras]
+grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
+
[[package]]
name = "greenlet"
version = "3.1.1"
@@ -2114,6 +2346,73 @@ files = [
docs = ["Sphinx", "furo"]
test = ["objgraph", "psutil"]
+[[package]]
+name = "grpcio"
+version = "1.68.0"
+description = "HTTP/2-based RPC framework"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "grpcio-1.68.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:619b5d0f29f4f5351440e9343224c3e19912c21aeda44e0c49d0d147a8d01544"},
+ {file = "grpcio-1.68.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:a59f5822f9459bed098ffbceb2713abbf7c6fd13f2b9243461da5c338d0cd6c3"},
+ {file = "grpcio-1.68.0-cp310-cp310-manylinux_2_17_aarch64.whl", hash = "sha256:c03d89df516128febc5a7e760d675b478ba25802447624edf7aa13b1e7b11e2a"},
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+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "opentelemetry_sdk_extension_aws-2.0.2-py3-none-any.whl", hash = "sha256:4c6e4b9fec01a4a9cfeac5272ce5aae6bc80e080a6bae1e52098746f53a7b32d"},
+ {file = "opentelemetry_sdk_extension_aws-2.0.2.tar.gz", hash = "sha256:9faa9bdf480d1c5c53151dabee75735c94dbde09e4762c68ff5c7bd4aa3408f3"},
+]
+
+[package.dependencies]
+opentelemetry-sdk = ">=1.12,<2.0"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.43b0"
+description = "OpenTelemetry Semantic Conventions"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "opentelemetry_semantic_conventions-0.43b0-py3-none-any.whl", hash = "sha256:291284d7c1bf15fdaddf309b3bd6d3b7ce12a253cec6d27144439819a15d8445"},
+ {file = "opentelemetry_semantic_conventions-0.43b0.tar.gz", hash = "sha256:b9576fb890df479626fa624e88dde42d3d60b8b6c8ae1152ad157a8b97358635"},
+]
+
+[[package]]
+name = "opentelemetry-util-http"
+version = "0.43b0"
+description = "Web util for OpenTelemetry"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "opentelemetry_util_http-0.43b0-py3-none-any.whl", hash = "sha256:f25a820784b030f6cb86b3d76e5676c769b75ed3f55a210bcdae0a5e175ebadb"},
+ {file = "opentelemetry_util_http-0.43b0.tar.gz", hash = "sha256:3ff6ab361dbe99fc81200d625603c0fb890c055c6e416a3e6d661ddf47a6c7f7"},
+]
+
[[package]]
name = "orjson"
version = "3.10.11"
@@ -3385,6 +3980,20 @@ nodeenv = ">=0.11.1"
pyyaml = ">=5.1"
virtualenv = ">=20.10.0"
+[[package]]
+name = "prompt-toolkit"
+version = "3.0.48"
+description = "Library for building powerful interactive command lines in Python"
+optional = false
+python-versions = ">=3.7.0"
+files = [
+ {file = "prompt_toolkit-3.0.48-py3-none-any.whl", hash = "sha256:f49a827f90062e411f1ce1f854f2aedb3c23353244f8108b89283587397ac10e"},
+ {file = "prompt_toolkit-3.0.48.tar.gz", hash = "sha256:d6623ab0477a80df74e646bdbc93621143f5caf104206aa29294d53de1a03d90"},
+]
+
+[package.dependencies]
+wcwidth = "*"
+
[[package]]
name = "propcache"
version = "0.2.0"
@@ -3492,6 +4101,26 @@ files = [
{file = "propcache-0.2.0.tar.gz", hash = "sha256:df81779732feb9d01e5d513fad0122efb3d53bbc75f61b2a4f29a020bc985e70"},
]
+[[package]]
+name = "protobuf"
+version = "4.25.5"
+description = ""
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "protobuf-4.25.5-cp310-abi3-win32.whl", hash = "sha256:5e61fd921603f58d2f5acb2806a929b4675f8874ff5f330b7d6f7e2e784bbcd8"},
+ {file = "protobuf-4.25.5-cp310-abi3-win_amd64.whl", hash = "sha256:4be0571adcbe712b282a330c6e89eae24281344429ae95c6d85e79e84780f5ea"},
+ {file = "protobuf-4.25.5-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:b2fde3d805354df675ea4c7c6338c1aecd254dfc9925e88c6d31a2bcb97eb173"},
+ {file = "protobuf-4.25.5-cp37-abi3-manylinux2014_aarch64.whl", hash = "sha256:919ad92d9b0310070f8356c24b855c98df2b8bd207ebc1c0c6fcc9ab1e007f3d"},
+ {file = "protobuf-4.25.5-cp37-abi3-manylinux2014_x86_64.whl", hash = "sha256:fe14e16c22be926d3abfcb500e60cab068baf10b542b8c858fa27e098123e331"},
+ {file = "protobuf-4.25.5-cp38-cp38-win32.whl", hash = "sha256:98d8d8aa50de6a2747efd9cceba361c9034050ecce3e09136f90de37ddba66e1"},
+ {file = "protobuf-4.25.5-cp38-cp38-win_amd64.whl", hash = "sha256:b0234dd5a03049e4ddd94b93400b67803c823cfc405689688f59b34e0742381a"},
+ {file = "protobuf-4.25.5-cp39-cp39-win32.whl", hash = "sha256:abe32aad8561aa7cc94fc7ba4fdef646e576983edb94a73381b03c53728a626f"},
+ {file = "protobuf-4.25.5-cp39-cp39-win_amd64.whl", hash = "sha256:7a183f592dc80aa7c8da7ad9e55091c4ffc9497b3054452d629bb85fa27c2a45"},
+ {file = "protobuf-4.25.5-py3-none-any.whl", hash = "sha256:0aebecb809cae990f8129ada5ca273d9d670b76d9bfc9b1809f0a9c02b7dbf41"},
+ {file = "protobuf-4.25.5.tar.gz", hash = "sha256:7f8249476b4a9473645db7f8ab42b02fe1488cbe5fb72fddd445e0665afd8584"},
+]
+
[[package]]
name = "psycopg2-binary"
version = "2.9.10"
@@ -4271,6 +4900,24 @@ requests = ">=2.22,<3"
[package.extras]
fixture = ["fixtures"]
+[[package]]
+name = "requests-oauthlib"
+version = "2.0.0"
+description = "OAuthlib authentication support for Requests."
+optional = false
+python-versions = ">=3.4"
+files = [
+ {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
+ {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
+]
+
+[package.dependencies]
+oauthlib = ">=3.0.0"
+requests = ">=2.0.0"
+
+[package.extras]
+rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
+
[[package]]
name = "requests-toolbelt"
version = "1.0.0"
@@ -5180,6 +5827,17 @@ h2 = ["h2 (>=4,<5)"]
socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
zstd = ["zstandard (>=0.18.0)"]
+[[package]]
+name = "vine"
+version = "5.1.0"
+description = "Python promises."
+optional = false
+python-versions = ">=3.6"
+files = [
+ {file = "vine-5.1.0-py3-none-any.whl", hash = "sha256:40fdf3c48b2cfe1c38a49e9ae2da6fda88e4794c810050a728bd7413811fb1dc"},
+ {file = "vine-5.1.0.tar.gz", hash = "sha256:8b62e981d35c41049211cf62a0a1242d8c1ee9bd15bb196ce38aefd6799e61e0"},
+]
+
[[package]]
name = "virtualenv"
version = "20.27.1"
@@ -5562,6 +6220,25 @@ idna = ">=2.0"
multidict = ">=4.0"
propcache = ">=0.2.0"
+[[package]]
+name = "zipp"
+version = "3.21.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.9"
+files = [
+ {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+ {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
[[package]]
name = "zope-event"
version = "5.0"
@@ -5637,4 +6314,4 @@ testing = ["coverage[toml]", "zope.event", "zope.testing"]
[metadata]
lock-version = "2.0"
python-versions = ">=3.12,<3.13"
-content-hash = "8d4609dca19fbed4cafdbefd3bd83768b5156d9dc765a807a33ce21be31c08b3"
+content-hash = "88988127b70f28820042586a4d537cd14d5d33375552238051a41e37f5883c79"
diff --git a/django_app/pyproject.toml b/django_app/pyproject.toml
index 46172d6f0..f82c45773 100644
--- a/django_app/pyproject.toml
+++ b/django_app/pyproject.toml
@@ -45,6 +45,10 @@ pandas = "^2.2.2"
django-waffle = "^4.1.0"
opensearch-py = "^2.7.1"
scikit-learn = "^1.5.2"
+django-staff-sso-client = "^4.3.0"
+dj-database-url = "^2.3.0"
+dbt-copilot-python = "^0.2.2"
+django-log-formatter-asim = "^0.0.6"
[tool.poetry.group.dev.dependencies]
pytest = "^8.3.2"
diff --git a/django_app/redbox_app/redbox_core/migrations/0057_citation_text_in_answer.py b/django_app/redbox_app/redbox_core/migrations/0057_citation_text_in_answer.py
index f5d9f3604..100915894 100644
--- a/django_app/redbox_app/redbox_core/migrations/0057_citation_text_in_answer.py
+++ b/django_app/redbox_app/redbox_core/migrations/0057_citation_text_in_answer.py
@@ -10,9 +10,9 @@ class Migration(migrations.Migration):
]
operations = [
- migrations.AddField(
- model_name='citation',
- name='text_in_answer',
- field=models.TextField(blank=True, null=True),
- ),
+ # migrations.AddField(
+ # model_name='citation',
+ # name='text_in_answer',
+ # field=models.TextField(blank=True, null=True),
+ # ),
]
diff --git a/django_app/redbox_app/redbox_core/migrations/0061_alter_citation_text_in_answer.py b/django_app/redbox_app/redbox_core/migrations/0061_alter_citation_text_in_answer.py
index b0b35c263..50304fada 100644
--- a/django_app/redbox_app/redbox_core/migrations/0061_alter_citation_text_in_answer.py
+++ b/django_app/redbox_app/redbox_core/migrations/0061_alter_citation_text_in_answer.py
@@ -10,9 +10,9 @@ class Migration(migrations.Migration):
]
operations = [
- migrations.AlterField(
- model_name='citation',
- name='text_in_answer',
- field=models.TextField(blank=True, help_text='the part of the answer the citation refers too - useful for adding in footnotes', null=True),
- ),
+ # migrations.AlterField(
+ # model_name='citation',
+ # name='text_in_answer',
+ # field=models.TextField(blank=True, help_text='the part of the answer the citation refers too - useful for adding in footnotes', null=True),
+ # ),
]
diff --git a/django_app/redbox_app/redbox_core/migrations/0070_alter_user_options_alter_user_managers_and_more.py b/django_app/redbox_app/redbox_core/migrations/0070_alter_user_options_alter_user_managers_and_more.py
new file mode 100644
index 000000000..5f5ab8952
--- /dev/null
+++ b/django_app/redbox_app/redbox_core/migrations/0070_alter_user_options_alter_user_managers_and_more.py
@@ -0,0 +1,26 @@
+# Generated by Django 5.1.3 on 2024-11-26 14:01
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+ dependencies = [
+ ("redbox_core", "0069_alter_citation_source"),
+ ]
+
+ operations = [
+ migrations.AlterModelOptions(
+ name="user",
+ options={"verbose_name": "user", "verbose_name_plural": "users"},
+ ),
+ migrations.AlterModelManagers(
+ name="user",
+ managers=[],
+ ),
+ migrations.AlterField(
+ model_name="user",
+ name="email",
+ field=models.EmailField(max_length=254, unique=True),
+ ),
+ ]
diff --git a/django_app/redbox_app/redbox_core/migrations/0071_create_username_field.py b/django_app/redbox_app/redbox_core/migrations/0071_create_username_field.py
new file mode 100644
index 000000000..177792cb3
--- /dev/null
+++ b/django_app/redbox_app/redbox_core/migrations/0071_create_username_field.py
@@ -0,0 +1,21 @@
+# Custom generated migration will need to be amended for contribution back to i.ai
+
+import redbox_app.redbox_core.models
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+ dependencies = [
+ ("redbox_core", "0070_alter_user_options_alter_user_managers_and_more"),
+ ]
+
+ operations = [
+ migrations.AddField(
+ model_name="user",
+ name="username",
+ field=models.EmailField(
+ max_length=254, null=True
+ ),
+ ),
+ ]
diff --git a/django_app/redbox_app/redbox_core/migrations/0072_populate_username_values.py b/django_app/redbox_app/redbox_core/migrations/0072_populate_username_values.py
new file mode 100644
index 000000000..ab354925a
--- /dev/null
+++ b/django_app/redbox_app/redbox_core/migrations/0072_populate_username_values.py
@@ -0,0 +1,28 @@
+# Custom generated migration will need to be amended for contribution back to i.ai
+
+import redbox_app.redbox_core.models
+from django.db import migrations, models
+
+
+# Custom generated migration will need to be amended for contribution back to i.ai
+
+import logging
+logger = logging.getLogger(__name__)
+
+
+def populate_existing_users_username(apps, schema_editor):
+ users = redbox_app.redbox_core.models.User.objects.all()
+
+ for user in users:
+ user.username = user.email
+ user.save(update_fields=["username"])
+
+class Migration(migrations.Migration):
+
+ dependencies = [
+ ("redbox_core", "0071_create_username_field"),
+ ]
+
+ operations = [
+ migrations.RunPython(populate_existing_users_username, reverse_code=migrations.RunPython.noop),
+ ]
diff --git a/django_app/redbox_app/redbox_core/migrations/0073_alter_user_options_alter_user_managers_and_more.py b/django_app/redbox_app/redbox_core/migrations/0073_alter_user_options_alter_user_managers_and_more.py
new file mode 100644
index 000000000..6a5b4b920
--- /dev/null
+++ b/django_app/redbox_app/redbox_core/migrations/0073_alter_user_options_alter_user_managers_and_more.py
@@ -0,0 +1,79 @@
+# Generated by Django 5.1.3 on 2024-11-27 11:09
+
+import redbox_app.redbox_core.models
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+ dependencies = [
+ ("auth", "0012_alter_user_first_name_max_length"),
+ ("redbox_core", "0072_populate_username_values"),
+ ]
+
+ operations = [
+ migrations.AlterField(
+ model_name="user",
+ name="username",
+ field=models.EmailField(
+ max_length=254, unique=True, default="default@default.com"
+ ),
+ ),
+ migrations.AlterModelOptions(
+ name="user",
+ options={},
+ ),
+ migrations.AlterModelManagers(
+ name="user",
+ managers=[
+ ("objects", redbox_app.redbox_core.models.SSOUserManager()),
+ ],
+ ),
+ migrations.RemoveField(
+ model_name="user",
+ name="date_joined",
+ ),
+ migrations.RemoveField(
+ model_name="user",
+ name="first_name",
+ ),
+ migrations.RemoveField(
+ model_name="user",
+ name="last_name",
+ ),
+ migrations.AlterField(
+ model_name="user",
+ name="groups",
+ field=models.ManyToManyField(
+ blank=True,
+ related_name="sso_user_set",
+ to="auth.group",
+ verbose_name="groups",
+ ),
+ ),
+ migrations.AlterField(
+ model_name="user",
+ name="is_active",
+ field=models.BooleanField(default=True),
+ ),
+ migrations.AlterField(
+ model_name="user",
+ name="is_staff",
+ field=models.BooleanField(default=False),
+ ),
+ migrations.AlterField(
+ model_name="user",
+ name="is_superuser",
+ field=models.BooleanField(default=False),
+ ),
+ migrations.AlterField(
+ model_name="user",
+ name="user_permissions",
+ field=models.ManyToManyField(
+ blank=True,
+ related_name="sso_user_set",
+ to="auth.permission",
+ verbose_name="user permissions",
+ ),
+ ),
+ ]
diff --git a/django_app/redbox_app/redbox_core/migrations/0074_citation_text_in_answer_user_first_name_and_more.py b/django_app/redbox_app/redbox_core/migrations/0074_citation_text_in_answer_user_first_name_and_more.py
new file mode 100644
index 000000000..a307071ed
--- /dev/null
+++ b/django_app/redbox_app/redbox_core/migrations/0074_citation_text_in_answer_user_first_name_and_more.py
@@ -0,0 +1,25 @@
+# Generated by Django 5.1.3 on 2024-11-27 13:58
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+ dependencies = [
+ ("redbox_core", "0073_alter_user_options_alter_user_managers_and_more"),
+ ]
+
+ operations = [
+ migrations.AddField(
+ model_name="user",
+ name="first_name",
+ field=models.CharField(default="default", max_length=48),
+ preserve_default=False,
+ ),
+ migrations.AddField(
+ model_name="user",
+ name="last_name",
+ field=models.CharField(default="default", max_length=48),
+ preserve_default=False,
+ ),
+ ]
diff --git a/django_app/redbox_app/redbox_core/models.py b/django_app/redbox_app/redbox_core/models.py
index 176adc1fe..515a0a978 100644
--- a/django_app/redbox_app/redbox_core/models.py
+++ b/django_app/redbox_app/redbox_core/models.py
@@ -15,7 +15,8 @@
from django.db.models import Max, Min, Prefetch, UniqueConstraint
from django.utils import timezone
from django.utils.translation import gettext_lazy as _
-from django_use_email_as_username.models import BaseUser, BaseUserManager
+# from django_use_email_as_username.models import BaseUser, BaseUserManager
+from django.contrib.auth.models import AbstractBaseUser, Group, PermissionsMixin
from yarl import URL
from redbox.models.settings import get_settings
@@ -185,17 +186,16 @@ def __str__(self) -> str:
class SSOUserManager(BaseSSOUserManager):
use_in_migrations = True
-
def _create_user(self, username, password, **extra_fields):
"""Create and save a User with the given email and password."""
if not username:
- msg = "The given email must be set."
- raise ValueError(msg)
- user = self.model(email=username, **extra_fields)
- user.set_password(password)
- user.save(using=self._db)
+ raise ValueError("The given email must be set")
+ # email = self.normalize_email(email)
+ User = self.model(email=username, **extra_fields)
+ User.set_password(password)
+ User.save(using=self._db)
return User
-
+
def create_user(self, username, password=None, **extra_fields):
"""Create and save a regular User with the given email and password."""
extra_fields.setdefault("is_staff", False)
@@ -208,16 +208,14 @@ def create_superuser(self, username, password=None, **extra_fields):
extra_fields.setdefault("is_superuser", True)
if extra_fields.get("is_staff") is not True:
- msg = "Superuser must have is_staff=True."
- raise ValueError(msg)
+ raise ValueError("Superuser must have is_staff=True.")
if extra_fields.get("is_superuser") is not True:
- msg = "Superuser must have is_superuser=True."
- raise ValueError(msg)
+ raise ValueError("Superuser must have is_superuser=True.")
return self._create_user(username, password, **extra_fields)
-class User(BaseUser, UUIDPrimaryKeyBase):
+class User(AbstractBaseUser, PermissionsMixin, UUIDPrimaryKeyBase):
class UserGrade(models.TextChoices):
AA = "AA", _("AA")
AO = "AO", _("AO")
@@ -435,11 +433,17 @@ class DurationTasks(models.TextChoices):
MORE_THAN_2_DAYS = "More than 2 days", _("More than 2 days")
MORE_THAN_1_WEEK = "More than a week", _("More than a week")
- username = None
+ username = models.EmailField(unique=True, default="default@default.com")
+ email = models.EmailField(unique=True)
password = models.CharField("password", max_length=128, blank=True, null=True)
+ first_name = models.CharField(max_length=48)
+ last_name = models.CharField(max_length=48)
business_unit = models.CharField(null=True, blank=True, max_length=64, choices=BusinessUnit)
grade = models.CharField(null=True, blank=True, max_length=3, choices=UserGrade)
name = models.CharField(null=True, blank=True)
+ is_staff = models.BooleanField(default=False)
+ is_active = models.BooleanField(default=True)
+ is_superuser = models.BooleanField(default=False)
ai_experience = models.CharField(null=True, blank=True, max_length=25, choices=AIExperienceLevel)
profession = models.CharField(null=True, blank=True, max_length=4, choices=Profession)
info_about_user = models.CharField(null=True, blank=True, help_text="user entered info from profile overlay")
@@ -506,7 +510,21 @@ class DurationTasks(models.TextChoices):
consent_understand = models.BooleanField(null=True, blank=True, default=False)
consent_agreement = models.BooleanField(null=True, blank=True, default=False)
- objects = BaseUserManager()
+ user_permissions = models.ManyToManyField(
+ "auth.Permission",
+ verbose_name="user permissions",
+ blank=True,
+ related_name="sso_user_set",
+ )
+ groups = models.ManyToManyField(
+ Group, verbose_name="groups", blank=True, related_name="sso_user_set"
+ )
+
+ USERNAME_FIELD = 'username'
+
+ REQUIRED_FIELDS = []
+
+ objects = SSOUserManager()
def __str__(self) -> str: # pragma: no cover
return f"{self.email}"
@@ -880,7 +898,7 @@ def log(self):
es_client.create(
index=env.elastic_chat_mesage_index,
id=uuid.uuid4(),
- document=elastic_log_msg,
+ body=elastic_log_msg,
)
def unique_citation_uris(self) -> list[tuple[str, str]]:
diff --git a/django_app/redbox_app/redbox_core/views/signup_views.py b/django_app/redbox_app/redbox_core/views/signup_views.py
index fdff0aad0..f87d739d4 100644
--- a/django_app/redbox_app/redbox_core/views/signup_views.py
+++ b/django_app/redbox_app/redbox_core/views/signup_views.py
@@ -104,7 +104,7 @@ def post(self, request: HttpRequest) -> HttpResponse:
form.add_error(field, "You must give consent in order to sign up to Redbox")
if form.is_valid():
- user = User.objects.create_user(email=request.session["sign_up_data"]["email"])
+ user = User.objects.create_user(username=request.session["sign_up_data"]["email"]) #change arg from email to username
for field_name, field_value in form.cleaned_data.items():
setattr(user, field_name, field_value)
user.save()
diff --git a/django_app/redbox_app/setting_enums.py b/django_app/redbox_app/setting_enums.py
index 7b7b2d129..6bc271329 100644
--- a/django_app/redbox_app/setting_enums.py
+++ b/django_app/redbox_app/setting_enums.py
@@ -23,7 +23,7 @@ def uses_minio(self) -> bool:
LOCAL = ("LOCAL", True, [*LOCAL_HOSTS, *ADDITIONAL_HOSTS]) # nosec: B104: Not in prod
INTEGRATION = ("INTEGRATION", True, [*LOCAL_HOSTS, *ADDITIONAL_HOSTS]) # nosec: B104: Not in prod
- DEV = ("DEV", False, ["redbox-dev.ai.cabinetoffice.gov.uk", *ADDITIONAL_HOSTS])
+ DEV = ("DEV", False, ["dev.redbox.uktrade.digital", *ADDITIONAL_HOSTS])
PREPROD = ("PREPROD", False, ["redbox-preprod.ai.cabinetoffice.gov.uk", *ADDITIONAL_HOSTS])
PROD = ("PROD", False, ["redbox.ai.cabinetoffice.gov.uk", *ADDITIONAL_HOSTS])
diff --git a/django_app/redbox_app/settings.py b/django_app/redbox_app/settings.py
index cad964356..db6fd5af1 100644
--- a/django_app/redbox_app/settings.py
+++ b/django_app/redbox_app/settings.py
@@ -1,13 +1,16 @@
# mypy: ignore-errors
import logging
import os
+import json
import socket
from pathlib import Path
from urllib.parse import urlparse
import environ
import sentry_sdk
+from dbt_copilot_python.database import database_from_env
from django.urls import reverse_lazy
+from django_log_formatter_asim import ASIMFormatter
from dotenv import load_dotenv
from import_export.formats.base_formats import CSV
from sentry_sdk.integrations.django import DjangoIntegration
@@ -161,6 +164,7 @@
ACCOUNT_EMAIL_VERIFICATION = "none"
if LOGIN_METHOD == "sso":
+ # os.environ['OAUTHLIB_INSECURE_TRANSPORT'] = '1' #TO REMOVE
AUTHBROKER_URL = env.str("AUTHBROKER_URL")
AUTHBROKER_CLIENT_ID = env.str("AUTHBROKER_CLIENT_ID")
AUTHBROKER_CLIENT_SECRET = env.str("AUTHBROKER_CLIENT_SECRET")
@@ -187,6 +191,7 @@
"plausible.io",
"eu.i.posthog.com",
"eu-assets.i.posthog.com",
+ "'sha256-qmCu1kQifDfCnUd+L49nusp7+PeRl23639pzN5QF2WA='",
)
CSP_OBJECT_SRC = ("'none'",)
CSP_REQUIRE_TRUSTED_TYPES_FOR = ("'script'",)
@@ -275,7 +280,7 @@
ALLOWED_HOSTS = ENVIRONMENT.hosts
else:
LOCALHOST = socket.gethostbyname(socket.gethostname())
- ALLOWED_HOSTS = [LOCALHOST, *ENVIRONMENT.hosts]
+ ALLOWED_HOSTS = ["*"]
if not ENVIRONMENT.is_local:
@@ -302,28 +307,40 @@ def filter_transactions(event):
)
SENTRY_REPORT_TO_ENDPOINT = URL(env.str("SENTRY_REPORT_TO_ENDPOINT", "")) or None
-DATABASES = {
- "default": {
- "ENGINE": "django.db.backends.postgresql",
- "NAME": env.str("POSTGRES_DB"),
- "USER": env.str("POSTGRES_USER"),
- "PASSWORD": env.str("POSTGRES_PASSWORD"),
- "HOST": env.str("POSTGRES_HOST"),
- "PORT": "5432",
+database_credentials = os.getenv("DATABASE_CREDENTIALS")
+if database_credentials:
+ DATABASES = database_from_env("DATABASE_CREDENTIALS")
+ DATABASES["default"]["ENGINE"] = "django.db.backends.postgresql"
+
+else:
+ DATABASES = {
+ "default": {
+ "ENGINE": "django.db.backends.postgresql",
+ "NAME": env.str("POSTGRES_DB"),
+ "USER": env.str("POSTGRES_USER"),
+ "PASSWORD": env.str("POSTGRES_PASSWORD"),
+ "HOST": env.str("POSTGRES_HOST"),
+ "PORT": "5432",
+ }
}
-}
LOG_LEVEL = env.str("DJANGO_LOG_LEVEL", "WARNING")
+LOG_FORMAT = env.str("DJANGO_LOG_FORMAT", "verbose")
LOGGING = {
"version": 1,
"disable_existing_loggers": False,
- "formatters": {"verbose": {"format": "%(asctime)s %(levelname)s %(module)s: %(message)s"}},
+ "formatters": {
+ "verbose": {"format": "%(asctime)s %(levelname)s %(module)s: %(message)s"},
+ "asim_formatter": {
+ "()": ASIMFormatter,
+ },
+ },
"handlers": {
"console": {
"level": LOG_LEVEL,
"class": "logging.StreamHandler",
- "formatter": "verbose",
- },
+ "formatter": LOG_FORMAT,
+ }
},
"root": {"handlers": ["console"], "level": LOG_LEVEL},
"loggers": {
@@ -392,3 +409,4 @@ def filter_transactions(event):
GOOGLE_ANALYTICS_TAG = env.str("GOOGLE_ANALYTICS_TAG", " ")
GOOGLE_ANALYTICS_LINK = env.str("GOOGLE_ANALYTICS_LINK", " ")
+# TEST_SSO_PROVIDER_SET_RETURNED_ACCESS_TOKEN = 'someCode'
diff --git a/django_app/redbox_app/templates/base.html b/django_app/redbox_app/templates/base.html
index 9a6fc2efb..c5519fc18 100644
--- a/django_app/redbox_app/templates/base.html
+++ b/django_app/redbox_app/templates/base.html
@@ -20,10 +20,10 @@
{% if environment | lower in ["dev", "preprod"] %}
+ data-domain="dev.redbox.uktrade.digital" src="https://plausible.io/js/script.pageview-props.tagged-events.outbound-links.file-downloads.local.js">
{% elif environment | lower == "prod" %}
+ data-domain="dev.redbox.uktrade.digital" src="https://plausible.io/js/script.pageview-props.tagged-events.outbound-links.file-downloads.js">
{% endif %}
{% if environment | lower == "prod" and waffle_flag(request, 'uktrade') %}
@@ -48,7 +48,11 @@
-
+
+
Skip to main content
{% if environment | lower != "prod" %}
diff --git a/django_app/redbox_app/templates/documents.html b/django_app/redbox_app/templates/documents.html
index 8e8b603f4..193a72603 100644
--- a/django_app/redbox_app/templates/documents.html
+++ b/django_app/redbox_app/templates/documents.html
@@ -73,7 +73,7 @@ Processing
- You have documents that failed to process. Please try again, and if the problem persists contact redbox-support@cabinetoffice.gov.uk with details.
+ You have documents that failed to process. Please try again, and if the problem persists contact redbox@businessandtrade.gov.uk with details.
diff --git a/django_app/redbox_app/templates/homepage.html b/django_app/redbox_app/templates/homepage.html
index f447f1539..20301c8f9 100644
--- a/django_app/redbox_app/templates/homepage.html
+++ b/django_app/redbox_app/templates/homepage.html
@@ -60,4 +60,195 @@ Secure
+
+
+
+
+
Frequently Asked Questions
+
Responses to these FAQs about Redbox were generated using Redbox.
+
+
+
+
+
+
+
+ Redbox is a new kind of tool for civil servants which uses Large Language Models (LLMs) to process text-based information.
+ Redbox is currently only available to a small number of DBT staff as the department assesses its usefulness.
+
+
+ What makes Redbox particularly useful is that it can look at any documents you upload and work with you on them.
+
+
+
+
+
+
+
+ Generative AI is a fairly new kind of algorithmic machine learning based on 'neural architecture' This architecture allows
+ machine learning models (called large language models in this case) to be trained on large amounts of information, and then
+ be able to converse with a user by 'generating' answers to questions or assisting with text-based processing tasks.
+
+
+
+
+
+
+
+ Not at all, the interface for Redbox comprises a document upload feature and a chat feature. No technical skills are required,
+ but an understanding of what large language models are and what they can do makes an enormous different to users when interacting
+ with them. The principal skill to use Redbox well comes down to a skill called 'prompt engineering', which is just natural language
+ you type in and get the tool to respond. There are some great Gov.uk short courses on generative AI you may consider taking:
+ See the courses here .
+
+
+
+
+
+
+
+ For the moment, you can share text and documents up to the {{ security }} classification level. Take care to check before sharing
+ text or documents with Redbox that they do not exceed this designation.
+
+
+ Alongside this, do not share Personal Data with Redbox, for more information on what constitutes personal data, watch this short
+ video . If
+ you are unsure whether you are processing personal data, you should contact the Data Protection Team
+ to check.
+
+
+
+
+
+
+
+ In the context of LLMs, a hallucination refers to the generation of information that is incorrect, nonsensical, or entirely fabricated, despite
+ being presented in a credible manner. This can happen when the model produces details, facts, or asserts that are not grounded in reality or the
+ data it was trained on, potentialliy leading to misinformation or misunderstanding.
+
+
+
+
+
+
+
+ Redbox allows you to chat to a LLM, summarise and interact with documents (up to around 140 pages), and even search within documents. Here are some
+ helpful insights into those:
+
+
Chat
+
+ By using @chat at the beginning of any message you send, you will speak directly with the LLM, gaining access to its 'world model', which is everything
+ it was trained on.
+
+
+
+ Top tip: when you chat with the LLM, all the contents of your current chat are considered by the LLM, and you can switch between chat and other interaction
+ types (more below) in the same chat.
+
+
+
Summarise
+
+ By using @summarise at the beginning of any message you send, and ensuring that a document is selected in the left hand panel, you can get the LLM to
+ look at an entire document and summarise it for you.
+
+
+
+ Top tip: like using @chat, using the @summarise feature is very flexible, and you can instruct the LLM to summarise from a particular point of view, or
+ follow a particular kind of format in its response. Here's an example prompt - imagine you have selected an HR Policy document on taking leave at DBT:
+ @summarise this HR policy from the perspective of a line manager, as my line report has asked to take extended leave and I want to know what steps I need to take.
+ In this example, Redbox will take those instructions into account and generate a response that best fits your requirements.
+
+
+
Search
+
+ By using @search at the beginning of any message you send, with any number of documents selected in the side panel, Redbox will search within them
+ for results that relate to the question or instruction given.
+
+
+
+ Top tip: Search is great at finding exact parts of documents which relate to a given theme or topic, and the results will also show you the exact
+ text it found from the documents os you can be sure of accuracy.
+
+
+
+
+
+
+
+
+ Redbox is limited to its own training data and document processing, as it cannot currently search the internet, making it inadequate for getting reliable real-time information.
+
+
+ Redbox is not well-suited for tasks that involve precise numerical calculations, counting, or data tabulation, such as those often required in spreadsheets or financial analyses. They
+ may generate incorrect numerical results or misinterpret mathematical expressions, leading to unrealiable outputs. Additionally, Redbox struggles with organising and
+ manipulating structured data effectively, as it is primarily designed for language generation rather than data processing.
+
+
+ This can make Redbox inadequate for tasks requiring accurate data comparison, aggregation, and spreadsheet functions, where human oversight and intervention remain essential
+ for ensuring accuracy and reliability.
+
+
+
+
+
+
+
+ Redbox can get things wrong for several reasons, primarily due to its reliance on patterns found in the training data of the LLM rather than true understanding or
+ reasoning. Redbox may generate inaccurate information because they lack context awareness, leading to misinterpretations, especially in complex or nuanced scenarios.
+ Additionally, biases inherent in the LLM training data can result in the propagation of errors, stereotypes, or nonsensical outputs, further compromising the accuracy of Redbox' responses.
+ For more information, read the FAQ section on 'hallucinations' above.
+
+
+
+
+
+
{% endblock %}
diff --git a/django_app/redbox_app/templates/privacy-notice.html b/django_app/redbox_app/templates/privacy-notice.html
index 46023ab06..ac2584e4f 100644
--- a/django_app/redbox_app/templates/privacy-notice.html
+++ b/django_app/redbox_app/templates/privacy-notice.html
@@ -24,20 +24,21 @@ Privacy notice for Redbox
Your data
Purpose
The purposes for which we are processing your personal data are:
-
+
enabling login to the platform
- information will be aggregated and used for anonymous further analysis
+ chat history and log information will be anonymised and analysis of this will be used to improve the service
The data
We will process the following personal data:
-
+
organisational email address
+ chat history
Legal basis of processing
The legal basis for processing your personal data is:
-
+
@@ -65,7 +66,7 @@ Complaints
Contact details
The data controller for your personal data is the {{ departmental_owner }}. The contact details for the data controller are: {{ department_address | safe }}.
- The contact details for the data controller's Data Protection Officer are: dpo@cabinetoffice.gov.uk .
+ The contact details for the data controller's Data Protection Officer are: redbox@businessandtrade.gov.uk .
The Data Protection Officer provides independent advice and monitoring of {{ departmental_owner }}'s use of personal information.
Changes to this notice
diff --git a/django_app/redbox_app/templates/sign-up-page-6.html b/django_app/redbox_app/templates/sign-up-page-6.html
index d7977fc0b..ab0efdf48 100644
--- a/django_app/redbox_app/templates/sign-up-page-6.html
+++ b/django_app/redbox_app/templates/sign-up-page-6.html
@@ -29,9 +29,9 @@ Research consent
-
This information page tells you about who we are, the research we’re doing, and how we use the information you give us. Please read this information carefully before agreeing to take part. If you have questions about taking part that aren’t answered here, you can contact i-dot-ai-enquiries@cabinetoffice.gov.uk. If you’d like this information in a different format, please let us know.
+
This information page tells you about who we are, the research we’re doing, and how we use the information you give us. Please read this information carefully before agreeing to take part. If you have questions about taking part that aren’t answered here, you can contact redbox@businessandtrade.gov.uk. If you’d like this information in a different format, please let us know.
Who are we, and what are we doing?
-
You are being invited to take part in research carried out by the Incubator for Artificial Intelligence (i.AI) in the Cabinet Office. Together we are carrying out research to learn what our users need from Redbox. By taking part, you’ll help us to understand how Redbox works well for people like you.
+
You are being invited to take part in research carried out by the Incubator for Artificial Intelligence (i.AI) in the Department for Business and Trade. Together we are carrying out research to learn what our users need from Redbox. By taking part, you’ll help us to understand how Redbox works well for people like you.
What is involved in taking part?
You may
@@ -40,18 +40,18 @@ What is involved in taking part?
complete surveys to capture your feedback and thoughts on the product
your usage monitored for analysis, research and moderation purposes
-
You don't have to provide any information you don't want to, and can stop taking part at any time by telling i.AI by emailing redbox-copilot@cabinetoffice.gov.uk. You have the right to withdraw at any time during beta phase.
+
You don't have to provide any information you don't want to, and can stop taking part at any time by telling i.AI by emailing redbox@businessandtrade.gov.uk. You have the right to withdraw at any time during beta phase.
How do we use your information?
During research we gather information from different people. We’ll ask your permission to record your feedback and carry out analysis. We'll also ask your permission to share your feedback with people we work with, including other government organisations we work alongside. Sometimes this will be in the form of a presentation. We'll never share what you have said to us in your feedback without your consent and we’ll never use your real name.
We always keep your contact information secure within the Cabinet Office. Your information is archived and then destroyed after two years, in line with our retention policy.
Feedback or withdrawing from research
-
If you have any questions about this research, please contact redbox-copilot@cabinetoffice.gov.uk
+
If you have any questions about this research, please contact redbox@businessandtrade.gov.uk
Your rights
A list of your rights under the General Data Protection Regulation, the Data Protection Act 2018 (DPA 2018), can be seen on the information commissioner’s website.
Right to withdraw
-
If you decide to withdraw from the process, any personal data relating to the withdrawn person will be removed from all documentation and records in accordance with data protection laws. If you wish to withdraw, please contact redbox-copilot@cabinetoffice.gov.uk
+
If you decide to withdraw from the process, any personal data relating to the withdrawn person will be removed from all documentation and records in accordance with data protection laws. If you wish to withdraw, please contact redbox@businessandtrade.gov.uk
To complain to Cabinet Office
-
Please email subject.access@cabinetoffice.gov.uk with your complaint.
+
Please email redbox@businessandtrade.gov.uk with your complaint.
To complain to the regulator
You have the right to lodge a complaint with the Information Commissioner’s Office (supervisory authority) at any time. Should you wish to exercise that right full details are available on their website.
diff --git a/django_app/start.sh b/django_app/start.sh
index 9c1d086f8..736df3df1 100644
--- a/django_app/start.sh
+++ b/django_app/start.sh
@@ -4,4 +4,6 @@ venv/bin/django-admin migrate
venv/bin/django-admin collectstatic --noinput
venv/bin/django-admin create_admin_user
-venv/bin/daphne -b 0.0.0.0 -p 8090 redbox_app.asgi:application
\ No newline at end of file
+venv/bin/django-admin qcluster &
+
+venv/bin/daphne -b 0.0.0.0 -p 8080 redbox_app.asgi:application
\ No newline at end of file
diff --git a/docker-compose.yml b/docker-compose.yml
index 2a95ccc06..08ea34934 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -15,7 +15,7 @@ services:
condition: service_healthy
minio:
condition: service_healthy
- elasticsearch:
+ opensearch:
condition: service_healthy
networks:
- redbox-app-network
@@ -27,10 +27,11 @@ services:
volumes:
- /app/django_app/frontend/node_modules
- ./django_app:/app/django_app/
+ - .aws:/root/.aws
ports:
- - "8090:8090"
+ - "8080:8080"
healthcheck:
- test: curl --fail http://localhost:8090/health/ || exit 1
+ test: curl --fail http://localhost:8080/health/ || exit 1
interval: 5s
timeout: 30s
retries: 24
@@ -44,7 +45,7 @@ services:
networks:
- redbox-app-network
ports:
- - "3000:3000"
+ - "3001:3001"
restart: unless-stopped
env_file:
- path: .env
@@ -85,17 +86,17 @@ services:
required: false
- path: .env
required: false
+ volumes:
+ - .aws:/root/.aws
depends_on:
unstructured:
condition: service_started
- elasticsearch:
+ opensearch:
condition: service_healthy
minio:
condition: service_healthy
django-app:
condition: service_healthy
- db:
- condition: service_healthy
networks:
- redbox-app-network
restart: unless-stopped
@@ -122,53 +123,46 @@ services:
timeout: 30s
retries: 24
start_period: 30s
- elasticsearch:
- image: elasticsearch:8.12.0
- volumes:
- - ./data/elastic/:/usr/share/elasticsearch/data:Z
- ports:
- - 9200:9200
- - 9300:9300
+
+ opensearch:
+ image: opensearchproject/opensearch:2.9.0
environment:
- # node.name: elasticsearch
- - ES_JAVA_OPTS=-Xms512m -Xmx512m
- # ELASTIC__PASSWORD: ${ELASTIC__PASSWORD:-}
- - bootstrap.memory_lock=true
- discovery.type=single-node
- - xpack.security.enabled=false
- - xpack.security.enrollment.enabled=false
- - cluster.routing.allocation.disk.threshold_enabled=false
+ - OPENSEARCH_JAVA_OPTS=-Xms512m -Xmx512m
+ - plugins.security.disabled=true # Disable security plugin for simplicity
+ volumes:
+ - opensearch-data:/usr/share/opensearch/data
+ ports:
+ - "9200:9200"
networks:
- redbox-app-network
- restart: unless-stopped
healthcheck:
test: curl --fail http://localhost:9200/_cluster/health || exit 1
interval: 5s
timeout: 30s
retries: 24
start_period: 60s
- kibana:
- image: kibana:8.12.0
- ports:
- - 5601:5601
+ restart: unless-stopped
+
+ opensearch-dashboards:
+ image: opensearchproject/opensearch-dashboards:2.9.0
environment:
- # KIBANA_SYSTEM_PASSWORD: ${KIBANA_SYSTEM_PASSWORD:-}
- # ELASTICSEARCH_PASSWORD: ${ELASTIC__PASSWORD:-}
- # ELASTICSEARCH_HOSTS: "http://elasticsearch:9200"
- # XPACK_SECURITY_ENABLED: "false"
- XPACK_ENCRYPTEDSAVEDOBJECTS_ENCRYPTIONKEY: 19264f57-b71d-46e1-8f20-33be19131a6c
+ - OPENSEARCH_HOSTS=https://opensearch:9200
+ ports:
+ - "5601:5601"
networks:
- redbox-app-network
depends_on:
- elasticsearch:
+ opensearch:
condition: service_healthy
restart: unless-stopped
+
embeddings:
image: localai/localai:v2.18.1-aio-cpu #localai/localai:v2.18.1 should allow use of sentencetransformers backend
expose:
- - "8080"
+ - "8090"
ports:
- - "8080:8080"
+ - "8090:8090"
environment:
- MODELS=/aio/cpu/embeddings.yaml #Use defaults embedding model for aio image. Only aio images available in ARM architecture
- MINIO_SECRET_KEY=minioadmin
@@ -180,7 +174,7 @@ services:
- ./data/embeddings/config:/config
restart: unless-stopped
healthcheck:
- test: [ "CMD", "curl", "-f", "http://localhost:8080/readyz" ]
+ test: [ "CMD", "curl", "-f", "http://localhost:8090/readyz" ]
interval: 1m
timeout: 20m
retries: 5
@@ -210,12 +204,11 @@ services:
- LANGFUSE_INIT_USER_EMAIL=${LANGFUSE_INIT_USER_EMAIL:-me@redbox.localhost}
- LANGFUSE_INIT_USER_NAME=${LANGFUSE_INIT_USER_NAME:-me}
- LANGFUSE_INIT_USER_PASSWORD=${LANGFUSE_INIT_USER_PASSWORD:-insecure-langfuse}
-
+
networks:
redbox-app-network:
driver: bridge
volumes:
- elasticsearch:
- redbox-app-data:
- local_postgres_data: {}
+ opensearch-data:
+ local_postgres_data: {}
\ No newline at end of file
diff --git a/notebooks/debug_RB_app.ipynb b/notebooks/debug_RB_app.ipynb
new file mode 100644
index 000000000..5fca182e3
--- /dev/null
+++ b/notebooks/debug_RB_app.ipynb
@@ -0,0 +1,85 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%load_ext dotenv\n",
+ "%dotenv .env"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from redbox.app import Redbox\n",
+ "from redbox.models.settings import Settings, get_settings\n",
+ "from redbox.models.chain import RedboxQuery, RedboxState, AISettings, ChatLLMBackend\n",
+ "from langfuse.callback import CallbackHandler\n",
+ "from uuid import uuid4"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def get_state(user_uuid, prompts, documents, ai_setting):\n",
+ " q = RedboxQuery(\n",
+ " question=f\"@gadget {prompts[-1]}\",\n",
+ " s3_keys=documents,\n",
+ " user_uuid=user_uuid,\n",
+ " chat_history=prompts[:-1],\n",
+ " ai_settings=ai_setting,\n",
+ " permitted_s3_keys=documents,\n",
+ " )\n",
+ "\n",
+ " return RedboxState(\n",
+ " request=q,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def run_app(app, state) -> RedboxState:\n",
+ " langfuse_handler = CallbackHandler()\n",
+ " return app.graph.invoke(state, config={\"callbacks\": [langfuse_handler]})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "env = get_settings()\n",
+ "ai_setting = AISettings(chat_backend=ChatLLMBackend(name=\"anthropic.claude-3-sonnet-20240229-v1:0\", provider=\"bedrock\"))\n",
+ "app = Redbox(debug=True, env=env)\n",
+ "x = get_state(uuid4(), prompts = ['What is the capital of France?'], documents = [], ai_setting = ai_setting)\n",
+ "run_app(app, x)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "redbox-root-In7wI2Lt-py3.12",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python",
+ "version": "3.12.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/read_local_opensearch.ipynb b/read_local_opensearch.ipynb
new file mode 100644
index 000000000..80716b02e
--- /dev/null
+++ b/read_local_opensearch.ipynb
@@ -0,0 +1,103415 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'took': 62, 'timed_out': False, '_shards': {'total': 1, 'successful': 1, 'skipped': 0, 'failed': 0}, 'hits': {'total': {'value': 76, 'relation': 'eq'}, 'max_score': 1.0, 'hits': [{'_index': 'redbox-data-integration-chunk', '_id': '48a3e7ca-dcc6-435a-be4f-153b35fa03ef', '_score': 1.0, '_source': {'vector_field': [0.7494029899264907, 1.064648473231657, -0.6228791115460954, 1.243739300476027, -0.1290491947278617, 0.4868424503462721, 0.2225847978241126, 0.2919677486469482, 0.3189872731502224, -0.5757658502455243, -0.6057205855448182, 0.06978802092549945, 1.7150303255496973, 0.28273454687452093, -0.2386734662167401, 0.39436782079135196, -1.7106265417798123, 0.5531512584920134, -1.540724445135374, 0.27572500763079605, 0.4328980472246904, -0.016091651361380892, -0.5103582056354139, 0.6559912890497357, -0.3128258629397837, 0.3607526500155498, -0.33297997903066445, 1.1598931270414876, 1.3887171964272855, 0.9297383268813869, 0.46991625036181217, 0.39683023137306367, -0.7219164258178032, 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-0.2433737516416719, -2.0164651214550156, -3.2808352865038746, -0.8539736284367335, -1.107213984535588, 0.2973151870309426, 0.2370067969262543, 0.468058430102694, 0.3519042638985362, -0.052214816138175094, 0.23963713223938662, -0.553359933019842, -0.08948326549443998, 0.07497173002758308, -0.6672894847559193, -2.1029011958558153, 0.7771461080213034, -1.3911346629233745, 0.5527995243791268, 1.36035176829402, -1.3442306358587222, -0.8106824082972133, 0.28861591461062486, -0.5174960921199931, 0.8762608007901228, -1.39824944915322, -2.0258643349237775, -0.6840230792826566, -0.6206886300062926, -1.2208177342974047, 0.8725411891590324, -0.9721611333211649, -1.0248710350365253, -0.48586019968571753, -0.07098151075790997, 0.10986368699144003, -0.8124071490373532, -0.11237979622072541, 0.417919345374134, -1.4223373940958832, 2.0946956565676227, -1.6348571211030942, -0.6473876483611302, 1.9313719410819525, 1.563089599039033, -0.851848378165493, 0.5655429406788123, -0.4491706327423632, 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0.7801588503962905, 0.8902749554752856, -0.6226335990645909, -0.287693270135688, -0.3456800526408259, -0.9088430245877017, 0.2369290473194283, 0.45763436055236273, -0.013283377943880303, -0.9822723015221274, -0.45518330155631653, -1.7920922754954958], 'text': 'JSP 418 Management of Environmental Protection in Defence\\n\\nPart 1: Directive\\n\\nJSP 418 Pt.1 (V1.0 Dec 14) JSP 507 Pt.1 (V6.0 Jan 14)\\n\\nForeword\\n\\nThe Secretary of State for Defence (SofS) through his Health, Safety & Environmental Protection (HS&EP) Policy Statement requires each Top Level Budget Holder or Trading Fund Agency Chief Executive to be the Senior Duty Holder for the safety of defence activities conducted in his/her area of responsibility in addition to his/her wider HS&EP responsibilities. They are required to set down and implement HS&EP management arrangements for activities in their area of responsibility. The policy statement also requires there to be organisational separation between those who conduct defence activities and those who provide regulation, so that the latter are independent whilst being part of the Department.\\n\\nIt is the responsibility of commanders and line managers at all levels to ensure that personnel, including contractors, involved in the management, supervision and conduct of defence activities are fully aware of their environmental protection responsibilities.\\n\\nJ C S Baker\\n\\nDirector Defence Safety & Environment Authority Defence Authority for Health Safety & Environmental Protection September 2014\\n\\ni\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nPreface\\n\\nHow to use this JSP\\n\\nJSP 418 is intended as the lead Departmental publication for the management of 1. environmental protection in defence. It is designed to be used by all staff. This JSP contains the policy and direction on environmental protection in defence and guidance on the processes involved and good practice to apply to ensure defence meets its’ regulatory obligations. This JSP will be reviewed at least annually.\\n\\n2.\\n\\nThe JSP is structured in two parts:\\n\\na. Part 1 - Directive, which provides the direction that must be followed in\\n\\naccordance with Statute, or Policy mandated by Defence or on Defence by Central Government.\\n\\nb. Part 2 - Guidance, which provides the guidance and best practice that will\\n\\nassist the user to comply with the Directive(s) detailed in Part 1.\\n\\nRelated JSPs JSP 815 JSP 375 JSP 392\\n\\nTitle Defence, Health, Safety & Environmental Protection Management of Health & Safety in Defence Management of Radiation Protection in Defence\\n\\nCoherence with other Defence Authority Policy and Guidance.\\n\\n3. Where applicable, this document contains links to other relevant JSPs, some of which may be published by different Defence Authorities. Where particular dependencies exist, these other Defence Authorities have been consulted in the formulation of the policy and guidance detailed in this publication. Training\\n\\n4. Details of relevant training and competence can be sourced from TLB/TFA Chief Environment and Safety Officers (CESO) Organisation or equivalents. Defence specific Environmental Protection training is also available through the Specialist Training School at RAF Halton1. Further Advice and Feedback- Contacts\\n\\n5. The owner of this JSP is DSEA-CPA. For further information on any aspect of this guide, or questions not answered within the subsequent sections, or to provide feedback on the content, contact:\\n\\nJob Title/E-mail DSEA-CPA- Safetyenquiries@mod.uk\\n\\nProject focus JSP 418 Authors\\n\\nPhone\\n\\n1 http://defenceintranet.diif.r.mil.uk/Organisations/Orgs/RAF/Organisations/Locations/Halton/Pages/STSTrgSupp.aspx\\n\\nii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nFMC-Cap- InfraPolEnvComplAH@mod.uk DESTECH-QSEPEnv@mod.uk\\n\\nTLB/TFA CESO organisation or equivalent Local environmental protection advisors\\n\\nLead for Part 2 Leaflet 3\\n\\nLead for Part 2 Leaflets 5, 6, & 7 TLB/TFA central health & safety function and advice. Site specific environmental protection advice.\\n\\niii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nContents\\n\\nForeword\\n\\ni\\n\\nPreface\\n\\nii\\n\\nHow to use this JSP\\n\\nii\\n\\nTraining\\n\\nii\\n\\nCoherence with other Defence Authority Policy and Guidance\\n\\nii\\n\\nFurther Advice and Feedback – Contacts\\n\\nii\\n\\nContents\\n\\niv\\n\\nChapter 1 - Introduction, Maintenance and Disclaimer\\n\\n1\\n\\nChapter 2 - The Legislative Framework and Formulation of\\n\\n3\\n\\nDepartmental Policy\\n\\nChapter 3 - Organisational Roles and Responsibilities\\n\\n6\\n\\nChapter 4 - Risk Management\\n\\n8\\n\\nChapter 5 - Regulatory Organisations\\n\\n10\\n\\nChapter 6 - Corporate Records, Notifications and Investigations\\n\\n13\\n\\niv\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n1\\n\\nIntroduction, Authority, Maintenance and Disclaimer\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement by the Secretary of State (SofS) for Defence for Health, Safety and Environmental Protection (HS&EP) in Defence2 has as a fundamental objective that those who deliver or conduct defence activities protect the environment when undertaking those activities. The Policy Statement applies to everyone and all organisations within Defence who conduct defence activities.\\n\\n2.\\n\\nThe Policy Statement states that authority is given to the Director General, Military Aviation Authority (DG MAA) and the Director, Defence Safety and Environment Authority (Director DSEA) for the regulation of HS&EP in Defence where there is a Departmental responsibility.\\n\\n3.\\n\\nJSP 815 amplifies the SofS’s Policy Statement and describes the arrangements for the management of HS&EP throughout Defence, provides strategic direction to TLB Holders and TFA Chief Executives responsible for conducting defence activities and provides an overview of the arrangements for the regulation of defence activities. JSP 815 defines the requirements of the Policy Statement in respect of Environmental Protection as being ‘based on the UK environmental legislative framework not encompassing sustainable development’. Therefore sustainable development requirements are not addressed within this JSP; Departmental policy for which is the responsibility of the Defence Infrastructure Organisation.\\n\\n4.\\n\\nJSP 418 is the corporate publication that provides guidance to Defence in meeting its’ Environmental Protection Policy and Regulatory obligations. JSP 418 has two parts. Part 1 Directive, which provides the direction that must be followed in accordance with Statute, or Policy mandated by Defence or on Defence by Central Government. Part 2 Guidance, which provides the guidance and best practice that will assist the user to comply with the Directive(s) detailed in Part 1. These leaflets provide guidance and Defence Codes of Practice (DCoP) on how TLB/TFAs and Commanding Officers / Heads of Establishment comply with regulatory or policy requirements. DCoPs set out rules to aid TLB/TFAs in complying with regulations and represent good practice for defence.\\n\\nAuthority\\n\\n5.\\n\\nJSP 418 is the lead Department publication for Corporate Environmental Protection under the SofS’s Policy Statement for HS&EP and JSP 815.\\n\\n6.\\n\\nJSP 418 is sponsored by Director DSEA, and is produced and maintained, in consultation with stakeholders, by DSEA Corporate Policy and assurance (CPA).\\n\\nAmendment Record\\n\\n7.\\n\\nAmendments will be staffed by DSEA-CPA together with lead areas, relevant subject matter experts and key stakeholders.\\n\\n2http://defenceintranet.diif.r.mil.uk/libraries/corporate/Ministry%20of%20Defence/20120920.1/20130601_SofS_HSEP_Policy_Statement _signed.pdf\\n\\n1\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n8.\\n\\nComments or proposed amendments to this JSP are to be made by e-mail to DSEA-CPA- Safety enquiries using the following format:\\n\\na. Senders reference b. Date c. Chapter/Leaflet/Page/Paragraph being addressed d. Comment\\n\\nAmd no.\\n\\nDate\\n\\nText Affected\\n\\nAuthority\\n\\nDisclaimer\\n\\n9.\\n\\nNothing contained within this JSP removes the requirement on anyone to comply with applicable legislation, Defence regulations and the Policy Statement.\\n\\nEquality & Diversity Impact Assessing Statement\\n\\nThis policy has been equality and diversity impact assessed in accordance with Departmental policy. This resulted in a Part 1 screening only completed (no direct discrimination or adverse impact identified). This policy is due for review in 2017.\\n\\n2\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n2 The Legislative Framework and\\n\\nFormulation of Departmental Policy\\n\\nIntroduction\\n\\n1.\\n\\nEnvironmental legislation provides the cornerstone for protecting both the environment and human health from harm. Within the UK, Defence is required to comply with all applicable environmental protection legislation (including legislation giving effect to the UK’s international obligations). Overseas, Defence will apply UK standards where reasonably practicable and, in addition, respond to host nations’ relevant environmental protection expectations.\\n\\n2.\\n\\nThere are a number of pieces of environmental protection legislation, international treaties or protocols which include exemptions (coverage excludes) or derogations (authority given to deviate) relevant to defence activities. Additionally, where legislation does apply, there maybe powers of specific dis-application granted to SofS which may be invoked in the interests of Defence and or national security. In these circumstances the Policy Statement requires the introduction of Departmental arrangements that produces outcomes which are, so far as reasonably practicable, at least as good as those required by legislation. In the few cases where applicable the guidance in Part 2 of this JSP outlines in detail the mandated processes through which an exemption, derogation or dis-application can be granted or utilised for certain defence activities.\\n\\n3.\\n\\nUnder customary international law, Visiting Forces have state immunity from domestic legislation and this is outlined in more detail JSP 815 Part 2. Interface arrangements have been agreed between the Environment Agency and United States Visiting forces (USVF) 3; these form an annex to the Ministry of Defence / Environment Agency Memorandum of Understanding.\\n\\nLegislation\\n\\n4.\\n\\nThere is a wide range of environmental legislation covering air, water, land, waste, natural resources, flora, fauna and human activity which have the potential to impact on Defence. Such requirements can often be complex both individually and collectively and because of the unique position of Defence and the need to maintain outputs including Operational Capability. Defence’s environmental protection obligations can be found throughout differing levels of legislation. Comprehensive lists of relevant environmental protection legislation are required as part of the Environmental Management System (EMS) covering the site; further information on EMS can be found in Chapter 4.\\n\\nInternational Treaties\\n\\n5.\\n\\nInternational treaties are usually signed by national governments (Westminster Parliament not Devolved Administrations) and they may or may not be binding legal requirements on signatories. As Defence operates across national boundaries we need to be aware of our international obligations and these include, amongst others, the Basel Convention on the Transboundary Movements of Hazardous Waste and Their Disposal and the Stockholm Convention on Persistent Organic Pollutants.\\n\\n3 In the UK, United States Visiting Forces (USVF) operate under the terms of the Agreement Between the Parties to the North Atlantic Treaty Regarding the Status of Their Forces (London 19 June 1951) (NATO SOFA). USVF implement management systems and processes which provide the same substantive protection as required by UK legislation and MOD environmental protection policy. When there is a variance between US and UK standards it is USVF policy to apply the more environmentally protective standard.\\n\\n3\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nEuropean Legislation\\n\\n6.\\n\\nThe majority of new UK environmental protection legislation now originates at the European level; the main legal instruments are EU directives and regulations. European legislation is transposed into national legislation by each member state. For example the Integrated Pollution Prevention and Control (IPPC) (EC 1996) was implemented in the UK by the Pollution Prevention and Control (PPC) Act (1999) and supporting statutory instruments such as the Environmental Permitting (England & Wales) Regulations (2010). European regulations tend to apply directly on a member state and do not necessarily need to be transposed through specific national legislation for example the Transfrontier Shipment of Waste Regulations (EC 1994).\\n\\nUnited Kingdom (UK) Legislation\\n\\n7.\\n\\nIn the UK legislation comprises Acts of Parliament and statutory instruments with the latter being referred to as regulations. Acts generally provide policy principles and broad requirements while statutory instruments (SIs) are specific and detailed. SIs can be updated to take account of changes at the operating level.\\n\\n8.\\n\\nIn the UK the primary piece of environmental protection legislation is the Environmental Protection (EPA) Act (1990). The EPA defines within England, Scotland and Wales the legal framework for duty of care for waste, contaminated land and statutory nuisance. One of the principal regulations in England and Wales is the Environmental Permitting Regulations (EPR) (2010). EPR provides a consolidated framework for environmental permits and exemptions covering industrial activities, waste operations and water discharge activities amongst others. EPR also sets out the powers, functions and duties of the regulators4. In Scotland and Northern Ireland the principle permitting regulations are the Pollution Prevention and Control (PPC) Regulations.\\n\\nDevolved Administrations\\n\\n9.\\n\\nUnlike Defence, which is a reserved matter, environment is a devolved power and the Devolved Administrations have the right to bring forward their own environmental protection legislation. Within the UK there are four differing regulatory regimes for environmental protection; the differences can be subtle but the impact of non-compliance maybe significant. Defence operates throughout the UK and needs to be aware of the differing requirements in each of the four UK territories to ensure we are compliant in meeting differing statutory requirements5.\\n\\nDefence Regulations\\n\\n10. Defence Regulators provide regulation of EP for Defence activities where this is a Departmental responsibility. Defence regulators are empowered by SofS by Charter (DG MAA) or via a delegation from PUS and Director DSEA (DSEA Regulators). Defence regulators operate regimes that are aligned, where reasonably practicable, with statutory equivalents or near equivalents. These defence regulations are contained in the regulators appropriate Level 2 documents. Further information on the role of Defence Regulators can be found in Chapter 5.\\n\\n4 The Environment Act (1995) established the regulatory bodies of the Environment Agency and Scottish Environment Protection Agency. 5 For example England, Wales and Northern Ireland brought in Hazardous Waste Regulations in 2005 to replace the Special Waste Regulations (1996); whereas Scotland took the decision to amend the Special Waste Regulations (1996) in 2004 rather than bring in new Hazardous Waste Regulations.\\n\\n4\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence Policy & Formulation\\n\\n11.\\n\\nIt is essential that Defence is aware of, and can appropriately influence, emerging EP legislation and consider the need for exemptions for Defence activities, should the potential consequence be a severe constraint on capability. DSEA-CPA co-ordinates processes aligned with HS&EP domains with TLBs, TFAs and Defence Regulators to track and influence legislation and exemptions. The granting of exemptions is a rare event in EP legislation and will only be considered where a significant impact on Defence activities has been identified. The Department is supportive of the principles underpinning environmental protection legislation including the principle that the polluter pays.\\n\\n12. As the majority of new EP legislation originates from Europe DSEA-CPA represents MOD in DEFNET (DEFence environmental NETwork) to ensure we are aware of upcoming European legislation that has the potential to impact Defence activities and, where appropriate, to influence its development through the established formal UK process. DEFNET is an informal, expert-level, forum which focuses on the environmental issues that through European legislation adversely affect, or could adversely affect, Member State’s defence activities and operational capabilities.\\n\\n13. The Defence Environment and Safety Committee (DESC) is the senior Departmental committee for HS&EP; it is chaired by the PUS and provides advice on high-level policy including JSP 815 from which this JSP takes its lead.\\n\\n14. There is no formal Defence Committee for JSP 418. DSEA-CPA, as its authors, will utilise the Department’s existing informal processes to consult on the development of the JSP with stakeholders and experts groups; these will include the TLB/TFA CESO organisations or equivalents and appropriate subject matter expert groups.\\n\\nDepartmental Publications\\n\\n15. The Department produces publications (typically in JSPs) on HS&EP in a hierarchy of four levels.\\n\\na. Level 1 – Departmental Policy (e.g. JSP 815)\\n\\nb. Level 2 – Defence Regulations owned by Defence Regulators\\n\\nc. Level 3 – Rules and guidance (including where appropriate Codes of Practice) provided by Defence Regulators on Legislation and Defence regulations; DSEA-CPA provides rules and guidance to Defence on corporate requirements and compliance with legislation (this JSP).\\n\\nd. Level 4 – procedures and arrangements, normally produced within TLBs and TFAs, containing more detailed advice for line management on how implementation of Levels 1-3 can be achieved.\\n\\n16. DSEA-CPA is to ensure that the contents of JSP 418 is consistent with the publications above it i.e. JSP 815. TLBs and TFAs are to ensure consistency with higher level documents including this JSP.\\n\\n5\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n3 Organisational Roles and\\n\\nResponsibilities\\n\\nCorporate Roles and Responsibilities\\n\\n1.\\n\\nAs part of their commitment to achieving and maintaining high HS&EP standards; SofS and the Defence Board regularly receive information on and consider HS&EP matters. This information includes interventions by Statutory and Defence regulators for environmental protection.\\n\\n2.\\n\\nThe PUS is responsible for ensuring that effective management arrangements are in place to deliver compliance with the Policy Statement. The term arrangements is used to encompass any set of ‘systems’ or ‘procedures’ that would be put in place to comply with the Policy Statement. For EP this includes the requirement that all MOD sites are covered by an appropriate Environmental Management System (EMS) based on the ISO 14001 standard. An EMS is an important tool in managing EP as it requires sites to identify, understand and keep a record of the regulatory requirements applicable to the activities conducted.\\n\\nCorporate Policy and Assurance\\n\\n3.\\n\\nDirector DSEA through DSEA-CPA is responsible for:\\n\\na. Drafting the SofS’s Policy Statement, JSP 815 and providing other corporate\\n\\nguidance including this JSP.\\n\\nb. Co-ordinating the tracking and influencing of legislation.\\n\\nc. Managing the Strategic relationship with HS&EP statutory regulators e.g. HSE, EA\\n\\nd. High level assurance processes including the compilation of the Departmental\\n\\nHS&EP Annual Assurance report.\\n\\ne. Providing the Secretariat for the DESC.\\n\\nf. Ministerial, Parliamentary and public information business relating to corporate\\n\\nenvironmental protection.\\n\\ng. Proposing corporate approaches to improve environmental protection performance.\\n\\nh. Maintaining a central record of environmental protection enforcement action and\\n\\nrisks referred to the SofS.\\n\\nEnvironmental Protection Management Duties\\n\\n4.\\n\\nThe Policy Statement requires that TLB holders and TFA Chief Executives are to set down and implement HS&EP management arrangements for activities in their areas of responsibility and that commanding officers and managers to whom they may delegate HS&EP authority are competent and have adequate resources at their disposal. TLB/TFA holders should ensure that their organisations have processes and systems in place to minimise adverse effects on the environment, to report, collate and record environmental incidents from their activities.\\n\\n6\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n5.\\n\\nEach establishment (Site) shall have in place processes and procedures to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the EMS covering the site. Commanding Officer / Heads of Establishments must ensure that the establishment has or is covered by an EMS.\\n\\n6.\\n\\nCommanding Officer / Heads of Establishments must make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site. Where there is imminent or actual threat of environmental damage6 occurring the relevant statutory regulator should be immediately informed.\\n\\n7.\\n\\nFor acquisition Delivery Team leaders must ensure that their project has or is covered by a Project Orientated Environmental Management System (POEMS)7.\\n\\n8.\\n\\nEmployees have duties under EP legislation and should be made aware of those through site procedures and systems.\\n\\nContractors and Partners\\n\\n9.\\n\\nTLB/TFAs routinely engage contractors and partners to undertake a wide range of defence activities. Contractors and partners must be competent to undertake the activities required and will comply with all relevant environmental legislation and the employing commanding officer or manager is to ensure that this is the case. TLB/TFAs will monitor that its contractors and partners hold appropriate environmental permits and licences and, the contractor and partners have in place and implement procedures to comply with environmental protection legislation.\\n\\n10.\\n\\nIf there are exemptions from legislation that are relevant to the contractor’s or partner’s defence activities, then Defence regulations apply. The Defence contracting organisation is to ensure that this is expressed in the contract or agreement and that relevant Defence regulators are empowered through the contract agreement to regulate the contractor’s or partner’s activities.\\n\\n6 Environmental Damage (Prevention and Remediation) Regulations 2009 – See Volume 2 Leaflet 2 for further information\\n\\n7 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n7\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n4 Environmental Risk Management\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement requires that adverse effects on the environment are minimised; Defence must meet this requirement through legislative compliance and the implementation of Environmental Management Systems (EMS) 8. on our sites and in our acquisition projects etc.\\n\\nEnvironmental Regulations\\n\\n2.\\n\\nIndividual environmental protection legislation refers to terms such as ‘As Low As Reasonably Achievable’, ‘Best Available Techniques’, Best Practicable Environmental Option’; all have subtle variations of meaning and application. Where establishments undertake defence activities requiring permits or authorisations under statutory regulations the appropriate statutory regulator or statutory guidance for the activity will be able to advise on the applicable risk management technique to be utilised.\\n\\n3. Many Defence activities requiring statutory authorisations or permits are undertaken by contractors or partnering organisations. In such cases Defence contracting organisations shall assure themselves and other TLBs/Duty Holders that their Industry Partners have all the appropriate permits and licenses. Commanding Officer / Heads of Establishments will need to assure themselves that the appropriate permit or licence has been granted for the activity; local or central TLB/TFA HS&EP advisors should be able to provide advice on the process for gaining that assurance. Volume 2 of this JSP provides detailed guidance and DCoPs in the form of leaflets for how defence meets its’ regulatory obligations. Volume 2 includes leaflets covering EP areas such as Environmental Management Systems, Pollution Prevention, Controlled Waste, Hazardous Substances & Restricted Materials and Contaminated Land.\\n\\n5. Where Defence has exemptions, derogations or dis-applications from legislation then Defence Regulators will provide guidance, usually through their level 2 JSP documents, on the risk management for environmental protection. This may be in the form of an equivalent process to statutory requirements or through a process of identifying the most appropriate environmental protection option for the Defence activity concerned.\\n\\n6. Where there is a need to identify the most appropriate environmental protection option the outcome decided on should be the result of a systematic and consultative decision-making procedure which involves customers and delivery organisations and defence regulators where appropriate. The final option should identify a level of management and engineering control that minimises, as far as practicable, the release of potentially polluting substances to the environment whilst taking account of a wider range of factors, including cost-effectiveness, technological status, operational capability, and environmental factors.\\n\\nEnvironmental Management Systems\\n\\n7.\\n\\nPotential risk to the environment from a sites’ day to day activities should be managed through the implementation of EMS on our establishments and the identification of environmental activities, their aspects and impacts and the assessment of significance. EMS should be proportional to the risks associated with the size of the site, and the types of activities undertaken on site. Under certain circumstances, e.g. small low risk sites, it may be appropriate for the site to be covered by either a nearby establishment’s EMS or, as part\\n\\n8 Further details can be found in Part 2\\n\\n8\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nof a higher level EMS i.e. TLB level. EMS are the key tool in helping manage EP regulatory compliance in Defence. Commanding Officer / Heads of Establishments must ensure their establishment has or is covered by an EMS, this will usually be through the local environmental protection advisor. Further detail can be found in Volume 2 Leaflet 1.\\n\\n8. During acquisition the SofS commitment to EP is met through implementation of a Project Oriented Environmental Management System (POEMS)9. POEMS ensures Delivery Teams identify potential environmental impacts and risks associated with equipment systems and services acquisition projects. POEMS states that DTs are responsible for providing information gathered on potential environmental impacts associated with their projects to other parties. E.g. emissions to the environment, including noise, provided to users and/or Defence regulators. Major Accident and Control Regulations\\n\\n9.\\n\\nThe Major Accident Control Regulations (MACR) require a comprehensive Major Accident Environmental Risk Assessment (ERA) to be undertaken on establishments that fall under MACR in line with JSP 49810. MACR Sites with an ERA should incorporate the assessment in to the site EMS to aid in the management of EP on site.\\n\\nEnvironmental Protection Overseas and in Operations\\n\\n10. Defence recognises that it still has a requirement to minimise adverse impacts on the environment overseas and in Operations despite these posing unique challenges in the management of environmental protection. Part 2 provides further advice on managing EP on the overseas estate.\\n\\n11. When on Operations personnel should apply UK standards where reasonably practicable and, in addition, apply the Host Nation’s standards for Health and Safety, including EP. Whilst it is fully understood that total compliance with UK legislation is not always possible within the operational environment, Operational Commanders have a duty of care to ensure, as far as reasonably practicable, that the approach to EP, as part of Op Safety is proportionate with the understanding that it may not be possible to fully meet legislative and policy standards expected in the UK. Where this is the case, decisions shall be supported by a robust risk assessment process.\\n\\n9 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n10 http://defenceintranet.diif.r.mil.uk/Reference/DINsJSPs/Pages/JSP498MajorAccidentControlRegulations.aspx\\n\\n9\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n5 Regulatory Organisations\\n\\nStatutory Regulators\\n\\n1. Most Defence activities in the UK are fully subject to the requirements of environmental protection legislation and are regulated by statutory regulators. Within the UK territories there are four main statutory regulators for EP, these are:\\n\\na. Environment Agency\\n\\nb. Scottish Environment Protection Agency\\n\\nc. Natural Resources Wales\\n\\nd. Northern Ireland Environment Agency\\n\\n2.\\n\\nFurther to the four main statutory regulators other organisations also have statutory roles for EP these include:\\n\\na. Local Authorities\\n\\nb. Marine Management Organisation\\n\\nc. Health & Safety Executive (UK Competent Authority for the Registration, Evaluation,\\n\\nAuthorisation & Restriction of Chemicals (REACH) Regulation)\\n\\nd. Office of the Nuclear Regulator (ONR)\\n\\n3.\\n\\nThe regimes operated by the statutory regulators are dependent on the legislation that empowers them, and there is variety in those. The Environment Act (1995) established the Environment Agency (EA) and the Scottish Environment Protection Agency (SEPA) as regulatory bodies for environmental protection; the Natural Resources Body for Wales (Establishment) Order 2012 established Natural Resources Wales as the environmental protection regulator for Wales. The Northern Ireland Environment Agency was launched in 2008 and is an Executive Agency within the Department of Environment in Northern Ireland.\\n\\n4.\\n\\nCo-ordinated by Director DSEA the Department maintains Memorandum of Understanding (MoU) with the EA and the MMO while the Department also has a Radioactive Substances Agreement with SEPA.\\n\\n5.\\n\\nThese agreements help standardise interactions between the statutory regulators and Commanding Officers / Heads of Establishment and the Department as a whole; in certain areas the MoU provides interpretation of the regulators responsibilities in Defence.\\n\\nDefence Regulators\\n\\n6.\\n\\nDefence regulators provide regulations and guidance of environmental protection for defence activities where there is a Departmental responsibility; this includes where these activities take place outside the UK but with due regard to host nation expectations. See JSP 815 Chapter 4 for further details on Defence regulators.\\n\\n7.\\n\\nAlthough most Defence activities are subject to EP legislation, there are areas where the Defence regulators do have additional Defence regulations that cover areas of EP legislation\\n\\n10\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\ne.g. JSP 518 & 538 Annex C to Chapter 2 – Further Authorisation Conditions (FAC) 3: Radioactive Discharges.\\n\\n8.\\n\\nDefence regulators’ requirements can range from the requirement to submit an exemption case for consideration and approval to a simple requirement that TLB/TFAs have systems and processes in place to manage an environmental protection requirement.\\n\\n9.\\n\\nDefence regulators may also take account of compliance with statutory requirements as part of their permissioning of activities e.g. DSEA – Fuels and Gases Safety Regulator (FGSR) licensing of fuel installactions. For further information on Defence regulators requirements please see their specific Level 2 JSPs.\\n\\nOverseas Authorities\\n\\n10. Notwithstanding the position of state immunity under customary international law, many host nations have environmental protection authorities with expectations (which maybe expressed in written agreements) in respect of UK defence activities conducted in their jurisdiction. A Commanding Officer or manager should be fully aware of such agreements and the environmental protection requirements placed on defence when undertaking their activities. Enforcement\\n\\nStatutory Regulators\\n\\n11. Statutory regulators have enforcement powers and regimes granted to them by legislation. Where an allegedly offending defence activity is conducted by Crown servants i.e. members of the armed forces or MOD civilians, statutory regulators powers can be modified to take account of that fact.\\n\\n12. The relevant statutory regulator in the four territories of the UK will consider action against the Department, as they would against a civil establishment, in accordance with their own individual enforcement guidance/statements11. However, the Department, as part of the Crown, cannot be criminally liable, including failure to comply with prohibition, enforcement or works notices. This does not reduce the impact of enforcement action taken against the Department.\\n\\n13. Where, but for Crown immunity, the Department would have been prosecuted as a corporate body; the statutory regulators may apply to the High Court (England, Wales, Northern Ireland) or the Court of Session (Scotland) for a declaration that our acts or omissions were unlawful. The Environment Agency (EA) has undertaken, through the Memorandum of Understanding (MoU), not to prosecute Crown servants in lieu of corporate responsibilities.\\n\\n14. Notwithstanding Crown immunity from prosecution, the actions of Crown servants may constitute criminal offences and as such they may be prosecuted individually. The MoU with the EA sets out that they will only prosecute individuals in circumstances where they would have prosecuted individuals of a private company. For senior managers only, this will normally be where it can be shown that an offence has been committed with the consent of or connivance of, or has been attributable to any neglect on the part of, any senior manager or a person who was purporting to act in such a capacity.\\n\\n15. The Radioactive Substances Agreement with SEPA states that in the event of a compliance issue SEPA will deal with the matter using a similar approach to that outlined in SEPA’s Enforcement Policy. In such an event SEPA will formally write to the Secretary of State for\\n\\n11 http://www.environment-agency.gov.uk/static/documents/Business/Enforcement_and_Sanctions_Guidance.pdf http://www.sepa.org.uk/about_us/idoc.ashx?docid=48c35c8b-7a17-40da-80ed-f4637abbcf4c&version=-1 http://www.doeni.gov.uk/niea/niea_enforcement_policy.pdf http://naturalresourceswales.gov.uk/content/docs/word/our-work/about-us/enforcement-policy-en.doc?lang=en\\n\\n11\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence and copied to the Commanding Officer / Head of Establishment, Director DSEA and Hd DNSR.\\n\\n16. As part of the Crown, the Department cannot be made subject of a civil penalty under the Regulatory Enforcement and Sanctions Act 2008.\\n\\n17.\\n\\nIn the event of any of the following interventions by a statutory regulator: enforcement notices, works notices, prohibition notices, suspension or revocation of environmental permits or licenses; DSEA-CPA should be notified by the TLB/TFA involved; usually through the central HS&EP function e.g. CESO. Further information can be found in Chapter 6.\\n\\nDefence Regulators\\n\\n18. Defence regulators have enforcement powers granted by charter or delegations; see JSP 815 Chapter 4 and for further information on Defence regulators requirements see their specific Level 2 documents. Where Defence is subject to environmental protection legislation, the statutory regulator has ultimate jurisdiction.\\n\\n12\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n6 Corporate Records, Notifications and\\n\\nInvestigations\\n\\n1.\\n\\nIn order to support routine and annual reporting (including to the Defence Board and for the Holding to Account Process) and to provide centrally held data in the event of enquiries. DSEA-CPA collates records for certain EP interventions by statutory regulators. JSP 815 requires TLB/TFA holders are to ensure that their organisations have systems in place to report, collate and record environmental incidents from their activities.\\n\\n2.\\n\\nAs outlined in Chapter 3 processes and procedures are to be put in place at site level to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the Environmental Management System (EMS) covering the site and in the event of an incident recorded as part of the site EMS.\\n\\n3.\\n\\nCommanding Officer / Head of Establishments are to make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site.\\n\\n4.\\n\\nThe UK Government is required to annually submit to the European Commission information on Ozone Depleting Substances (ODS) including Halon gases. Members of the MOD Montreal Protocol Task Force (MPTF) must collect and submit data annually so that Defence can meet its obligations; further guidance on the reporting requirements is to be found in Part 2 of this JSP.\\n\\nIncident Notifications\\n\\n5. Where there is imminent or actual threat of environmental damage12 occurring the relevant statutory regulator should be immediately informed.\\n\\n6.\\n\\nDependent on the nature of an environmental incident Commanding Officer / Head of Establishment and environmental protection staff may be required to notify other Defence organisations or their partners, wider than their own TLB/TFA, of an incident.\\n\\n7.\\n\\nThese can include but are not limited to:\\n\\na. DSEA-FGSR in the event of fuel spills, in line with reporting protocols in JSP 317. b. DSEA-DNSR in the event of a discharge to the environment in line with JSPs 518 &\\n\\nc.\\n\\n538. Incidents that have the potential to impact or relating to infrastructure assets failure should be reported to the asset owner; in the majority of cases this will be DIO or PPP/PFI partner.\\n\\n8.\\n\\nAll Contractors and Partners should be made aware of establishment emergency and incident reporting procedures in line with the 4Cs (Co-ordination, Co-operation, Communication and Control) process. Incidents should be reported to the establishment focal point and host TLB.\\n\\n12 Environmental Damage (Prevention and Remediation) Regulations 2009 – See PArt 2 Leaflet 2 for further information\\n\\n13\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n9.\\n\\nAny incidents that have the potential or have actually resulted in any enforcement action against a PFI/PPP partner should be reported through their relevant contract monitoring organisation to DIO.\\n\\n10. Further advice on incident notification can be sort from the TLB/TFA central HS&EP function.\\n\\nEnforcement Notifications\\n\\n11. Summaries of relevant statistics are included in the Departmental HS&EP Annual Assurance Report and enforcement actions by Defence and Statutory regulators are reported to the Defence Board on a monthly basis. TLB/TFA holders (or their central HS&EP staff) must notify DSEA-CPA of any enforcement action taken by statutory or Defence regulator as soon as possible after the action is taken. Investigations\\n\\n12. Following an incident an investigation should be undertaken by the Commanding Officer or senior manager under whose Area of Responsibility the activity resulting in the incident falls. Investigations should be appropriate to the incident under investigation.\\n\\n13. Where an environmental protection incident also involves a health and safety related injury the investigations should be run in parallel so as to enable one incident report to be raised. In such an event the health and safety reporting requirements in JSP 375, Part 2 Volume 1, Accident/Incident Investigation and Reporting should also be followed.\\n\\n14. Commanding Officer / Heads of Establishment are responsible for ensuring that the recommendations of an investigation are followed through and implemented on their site within a reasonable timeframe. Where the responsibility for actioning a recommendation falls on another TLB/TFA or a PPP/PFI partner Commanding Officers / Head of Establishments need to assure themselves the recommendation is being acted on. In the event that a recommendation is not being acted upon within a reasonable timeframe the Commanding Officer / Head of Establishment should escalate this through the management chain.\\n\\n14\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)', 'metadata': {'uuid': 'b546c04f-f673-44f2-81ee-5579c805ca00', 'index': 0, 'created_datetime': '2024-12-05T16:50:08.800556+00:00', 'chunk_resolution': 'largest', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 7909, 'page_number': 1, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. 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-0.03855385258793831, 0.019276926293969154, -0.012272229418158531, -0.0057718707248568535, -0.039674606174230576, -0.01938900165259838, -6.91713867126964e-05, -0.006416302639991045, -0.058727383613586426, 0.02701011300086975, 0.03922630473971367, 0.011543741449713707, -0.005295551382005215, -0.02006145380437374, 0.011319590732455254, 0.0025777285918593407, -0.018492400646209717, -0.0036984800826758146, -0.03608820214867592, 0.006108095869421959, 0.030932743102312088, 0.0632103905081749, -0.027234263718128204, 0.013505056500434875, 0.006808565929532051, 0.017819950357079506, -0.03384669870138168, 0.026785962283611298, -0.012888642959296703, 0.031381044536828995, 0.060520585626363754, 0.015690522268414497, 0.029363691806793213, -0.0018072118982672691, 0.04931306838989258, 0.000805540184956044, -0.028691239655017853, -0.023087482899427414, -0.011095440946519375, -0.023647857829928398, 0.014345619827508926, 0.0024096157867461443, -0.00070397206582129, -0.0284670889377594, 0.0540202260017395, 0.01804410107433796, 0.012104117311537266, -0.02499276027083397, 0.05379607528448105, 0.015242221765220165, -0.01658712327480316, -0.004034705460071564, -0.007733185775578022, -0.030932743102312088, 0.009526388719677925, -0.005968002136796713], 'text': 'JSP 418 Management of Environmental Protection in Defence\\n\\nPart 1: Directive\\n\\nJSP 418 Pt.1 (V1.0 Dec 14) JSP 507 Pt.1 (V6.0 Jan 14)\\n\\nForeword\\n\\nThe Secretary of State for Defence (SofS) through his Health, Safety & Environmental Protection (HS&EP) Policy Statement requires each Top Level Budget Holder or Trading Fund Agency Chief Executive to be the Senior Duty Holder for the safety of defence activities conducted in his/her area of responsibility in addition to his/her wider HS&EP responsibilities. They are required to set down and implement HS&EP management arrangements for activities in their area of responsibility. The policy statement also requires there to be organisational separation between those who conduct defence activities and those who provide regulation, so that the latter are independent whilst being part of the Department.\\n\\nIt is the responsibility of commanders and line managers at all levels to ensure that personnel, including contractors, involved in the management, supervision and conduct of defence activities are fully aware of their environmental protection responsibilities.', 'metadata': {'uuid': '7e66a7f7-febe-4ec6-979e-83a740934f15', 'index': 0, 'created_datetime': '2024-12-05T16:50:08.807686+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 217, 'page_number': 1, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'd953e965-aea0-43ad-aacc-cbf03cd89823', '_score': 1.0, '_source': {'vector_field': [-0.0223454087972641, 0.016642674803733826, 0.010590792633593082, -0.009368778206408024, -0.0019057607278227806, -0.00672107981517911, 0.014896939508616924, -0.0012874796520918608, 0.0130348214879632, 0.06144987419247627, -0.03258705511689186, -0.007681234274059534, -0.0036660435143858194, -0.026535172015428543, -0.01076536625623703, 0.03165599703788757, -0.032354287803173065, 0.002458576811477542, 0.03584576025605202, 0.05423416942358017, 0.008088571950793266, -0.021879879757761955, 0.015944380313158035, 0.04073381796479225, -0.05795840546488762, -0.024323908612132072, 0.04911334440112114, -0.013383968733251095, 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-0.016759056597948074, -0.004742580000311136, 0.060518816113471985, 0.011870997957885265, -0.017573732882738113, 0.019435850903391838, -0.0036660435143858194, -0.02676793746650219, 0.00305503630079329, 0.02304370328783989], 'text': 'J C S Baker\\n\\nDirector Defence Safety & Environment Authority Defence Authority for Health Safety & Environmental Protection September 2014\\n\\ni\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nPreface\\n\\nHow to use this JSP\\n\\nJSP 418 is intended as the lead Departmental publication for the management of 1. environmental protection in defence. It is designed to be used by all staff. This JSP contains the policy and direction on environmental protection in defence and guidance on the processes involved and good practice to apply to ensure defence meets its’ regulatory obligations. This JSP will be reviewed at least annually.\\n\\n2.\\n\\nThe JSP is structured in two parts:\\n\\na. Part 1 - Directive, which provides the direction that must be followed in\\n\\naccordance with Statute, or Policy mandated by Defence or on Defence by Central Government.\\n\\nb. Part 2 - Guidance, which provides the guidance and best practice that will\\n\\nassist the user to comply with the Directive(s) detailed in Part 1.\\n\\nRelated JSPs JSP 815 JSP 375 JSP 392\\n\\nTitle Defence, Health, Safety & Environmental Protection Management of Health & Safety in Defence Management of Radiation Protection in Defence', 'metadata': {'uuid': '63b337f5-f24e-4dce-b0bf-c52355f61fdd', 'index': 1, 'created_datetime': '2024-12-05T16:50:08.811852+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 250, 'page_number': 2, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '107a9510-f115-4438-bebb-a5a6e984be7c', '_score': 1.0, '_source': {'vector_field': [-0.05465519800782204, 0.018548784777522087, 0.014088581316173077, -0.003610641462728381, -0.005805345252156258, 0.014088581316173077, -0.03554004058241844, -0.0026902819517999887, -0.026478037238121033, 0.017203643918037415, -0.02520369365811348, 0.024354130029678345, 0.014159378595650196, -0.010973517782986164, -0.04870826005935669, 0.024778911843895912, 0.020814286544919014, 0.04615957289934158, 0.027893975377082825, 0.024354130029678345, 0.030159475281834602, 0.03823032230138779, 0.0023893951438367367, 0.009840767830610275, -0.05578795075416565, -0.07249601930379868, 0.007185884285718203, 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-0.035256851464509964, -0.0393630713224411, 0.03256656974554062, 0.0033805514685809612, 0.015292128548026085, 0.018973566591739655, 0.011327502317726612, -0.03624800965189934, -0.020814286544919014, -0.00800004880875349], 'text': 'Coherence with other Defence Authority Policy and Guidance.\\n\\n3. Where applicable, this document contains links to other relevant JSPs, some of which may be published by different Defence Authorities. Where particular dependencies exist, these other Defence Authorities have been consulted in the formulation of the policy and guidance detailed in this publication. Training\\n\\n4. Details of relevant training and competence can be sourced from TLB/TFA Chief Environment and Safety Officers (CESO) Organisation or equivalents. Defence specific Environmental Protection training is also available through the Specialist Training School at RAF Halton1. Further Advice and Feedback- Contacts\\n\\n5. The owner of this JSP is DSEA-CPA. For further information on any aspect of this guide, or questions not answered within the subsequent sections, or to provide feedback on the content, contact:\\n\\nJob Title/E-mail DSEA-CPA- Safetyenquiries@mod.uk\\n\\nProject focus JSP 418 Authors\\n\\nPhone\\n\\n1 http://defenceintranet.diif.r.mil.uk/Organisations/Orgs/RAF/Organisations/Locations/Halton/Pages/STSTrgSupp.aspx\\n\\nii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nFMC-Cap- InfraPolEnvComplAH@mod.uk DESTECH-QSEPEnv@mod.uk', 'metadata': {'uuid': '832a90d9-0eff-4715-87c9-b5f23fa2b7c2', 'index': 2, 'created_datetime': '2024-12-05T16:50:08.812091+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 273, 'page_number': 3, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '078ad48e-2422-4d5a-9e1d-014392207836', '_score': 1.0, '_source': {'vector_field': [-0.012025585398077965, 0.06636905670166016, 0.04049121215939522, 0.02222450077533722, 2.6014604372903705e-05, -0.0023879921063780785, -0.01385225635021925, 0.0026068121660500765, -0.015298371203243732, 0.01758171059191227, -0.011645029298961163, 0.02405117079615593, 0.004281260538846254, -0.030596742406487465, -0.052973464131355286, 0.039882320910692215, 0.008181964978575706, 0.03181452304124832, 0.07032684236764908, 0.03318452835083008, -0.00023903705005068332, 0.014004479162395, -0.02070227451622486, 0.02937896177172661, -0.05449569225311279, -0.011721140705049038, 0.02983563020825386, 0.00207403302192688, 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0.07732908427715302, 0.03470675274729729, -0.0028161180671304464, -0.013395588845014572, 0.05388680100440979, 0.022681167349219322, 0.012558364309370518, -0.002330908551812172, 0.027095623314380646, -0.020854497328400612, -0.0010988569119945168, -0.004281260538846254], 'text': 'TLB/TFA CESO organisation or equivalent Local environmental protection advisors\\n\\nLead for Part 2 Leaflet 3\\n\\nLead for Part 2 Leaflets 5, 6, & 7 TLB/TFA central health & safety function and advice. Site specific environmental protection advice.\\n\\niii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nContents\\n\\nForeword\\n\\ni\\n\\nPreface\\n\\nii\\n\\nHow to use this JSP\\n\\nii\\n\\nTraining\\n\\nii\\n\\nCoherence with other Defence Authority Policy and Guidance\\n\\nii\\n\\nFurther Advice and Feedback – Contacts\\n\\nii\\n\\nContents\\n\\niv\\n\\nChapter 1 - Introduction, Maintenance and Disclaimer\\n\\n1\\n\\nChapter 2 - The Legislative Framework and Formulation of\\n\\n3\\n\\nDepartmental Policy\\n\\nChapter 3 - Organisational Roles and Responsibilities\\n\\n6\\n\\nChapter 4 - Risk Management\\n\\n8\\n\\nChapter 5 - Regulatory Organisations\\n\\n10\\n\\nChapter 6 - Corporate Records, Notifications and Investigations\\n\\n13\\n\\niv\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n1\\n\\nIntroduction, Authority, Maintenance and Disclaimer\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement by the Secretary of State (SofS) for Defence for Health, Safety and Environmental Protection (HS&EP) in Defence2 has as a fundamental objective that those who deliver or conduct defence activities protect the environment when undertaking those activities. The Policy Statement applies to everyone and all organisations within Defence who conduct defence activities.\\n\\n2.\\n\\nThe Policy Statement states that authority is given to the Director General, Military Aviation Authority (DG MAA) and the Director, Defence Safety and Environment Authority (Director DSEA) for the regulation of HS&EP in Defence where there is a Departmental responsibility.\\n\\n3.\\n\\nJSP 815 amplifies the SofS’s Policy Statement and describes the arrangements for the management of HS&EP throughout Defence, provides strategic direction to TLB Holders and TFA Chief Executives responsible for conducting defence activities and provides an overview of the arrangements for the regulation of defence activities. JSP 815 defines the requirements of the Policy Statement in respect of Environmental Protection as being ‘based on the UK environmental legislative framework not encompassing sustainable development’. Therefore sustainable development requirements are not addressed within this JSP; Departmental policy for which is the responsibility of the Defence Infrastructure Organisation.\\n\\n4.\\n\\nJSP 418 is the corporate publication that provides guidance to Defence in meeting its’ Environmental Protection Policy and Regulatory obligations. JSP 418 has two parts. Part 1 Directive, which provides the direction that must be followed in accordance with Statute, or Policy mandated by Defence or on Defence by Central Government. Part 2 Guidance, which provides the guidance and best practice that will assist the user to comply with the Directive(s) detailed in Part 1. These leaflets provide guidance and Defence Codes of Practice (DCoP) on how TLB/TFAs and Commanding Officers / Heads of Establishment comply with regulatory or policy requirements. DCoPs set out rules to aid TLB/TFAs in complying with regulations and represent good practice for defence.', 'metadata': {'uuid': '373f4436-a40a-4a30-ab3c-45254d72e09f', 'index': 3, 'created_datetime': '2024-12-05T16:50:08.812717+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 631, 'page_number': 4, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '7394da89-127f-4bbf-9c5d-5f9d37735c34', '_score': 1.0, '_source': {'vector_field': [-0.050293032079935074, 0.06400930881500244, 0.05056197941303253, -0.07638085633516312, 0.037114642560482025, -0.018153902143239975, -0.0263567753136158, -0.05217565968632698, 0.010690631344914436, 0.02339836210012436, -0.018153902143239975, 0.00934589747339487, -0.029853083193302155, -0.055940911173820496, -0.007026232313364744, 0.05701669678092003, -0.03375281020998955, -0.022188102826476097, 0.017884954810142517, 0.03603885695338249, 0.03819042816758156, -0.00437038391828537, 0.03227360174059868, -0.0026894668117165565, -0.07100192457437515, -0.04652777686715126, 0.01243878435343504, 0.0289117693901062, 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following format:\\n\\na. Senders reference b. Date c. Chapter/Leaflet/Page/Paragraph being addressed d. Comment\\n\\nAmd no.\\n\\nDate\\n\\nText Affected\\n\\nAuthority\\n\\nDisclaimer\\n\\n9.\\n\\nNothing contained within this JSP removes the requirement on anyone to comply with applicable legislation, Defence regulations and the Policy Statement.', 'metadata': {'uuid': '93267b88-2e94-4804-b6d9-4aa568a16d27', 'index': 4, 'created_datetime': '2024-12-05T16:50:08.813581+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 265, 'page_number': 6, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '5cce445e-a2c5-4043-9990-0730fe177139', '_score': 1.0, '_source': {'vector_field': [-0.008007458411157131, 0.058407340198755264, -0.026242930442094803, -0.02018686942756176, -0.013121465221047401, 0.0011186889605596662, 0.014669124968349934, -0.02220555581152439, -0.01641865447163582, 0.012583148665726185, -0.008007458411157131, 0.003145787166431546, 0.02489713951945305, -0.029338249936699867, -0.05033259466290474, 0.052485860884189606, -0.02516629733145237, -0.00995885580778122, 0.052485860884189606, 0.024762559682130814, 0.003785037901252508, -0.019110236316919327, 0.000878969905897975, 0.0029607408214360476, -0.034048520028591156, 0.0608297660946846, 0.013121465221047401, 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0.030953198671340942, 0.05383165180683136, 0.027588721364736557, -0.06405966728925705, 0.06513629853725433, 0.03337562456727028, 0.007502786349505186, 0.022878451272845268, 0.004289709497243166, -0.027723301202058792, 0.011237356811761856, -0.027588721364736557], 'text': 'Equality & Diversity Impact Assessing Statement\\n\\nThis policy has been equality and diversity impact assessed in accordance with Departmental policy. This resulted in a Part 1 screening only completed (no direct discrimination or adverse impact identified). This policy is due for review in 2017.\\n\\n2\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n2 The Legislative Framework and\\n\\nFormulation of Departmental Policy\\n\\nIntroduction\\n\\n1.\\n\\nEnvironmental legislation provides the cornerstone for protecting both the environment and human health from harm. Within the UK, Defence is required to comply with all applicable environmental protection legislation (including legislation giving effect to the UK’s international obligations). Overseas, Defence will apply UK standards where reasonably practicable and, in addition, respond to host nations’ relevant environmental protection expectations.\\n\\n2.\\n\\nThere are a number of pieces of environmental protection legislation, international treaties or protocols which include exemptions (coverage excludes) or derogations (authority given to deviate) relevant to defence activities. Additionally, where legislation does apply, there maybe powers of specific dis-application granted to SofS which may be invoked in the interests of Defence and or national security. In these circumstances the Policy Statement requires the introduction of Departmental arrangements that produces outcomes which are, so far as reasonably practicable, at least as good as those required by legislation. In the few cases where applicable the guidance in Part 2 of this JSP outlines in detail the mandated processes through which an exemption, derogation or dis-application can be granted or utilised for certain defence activities.\\n\\n3.\\n\\nUnder customary international law, Visiting Forces have state immunity from domestic legislation and this is outlined in more detail JSP 815 Part 2. Interface arrangements have been agreed between the Environment Agency and United States Visiting forces (USVF) 3; these form an annex to the Ministry of Defence / Environment Agency Memorandum of Understanding.', 'metadata': {'uuid': '7d807f7f-8b9d-44b1-80fb-fd14c5ed8edf', 'index': 5, 'created_datetime': '2024-12-05T16:50:08.814075+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 380, 'page_number': 7, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'ee94fe1b-7ef4-414d-8127-8c9e634ee1f9', '_score': 1.0, '_source': {'vector_field': [-0.010989181697368622, 0.059156715869903564, -0.007240535691380501, 0.025470253080129623, -0.012735126540064812, 0.023724308237433434, 0.008472966961562634, 0.006675671320408583, -0.011708100326359272, -0.02146485075354576, -0.009756750427186489, -0.029167547821998596, 0.03450808674097061, -0.004082429688423872, -0.05258375033736229, 0.05956752598285675, -0.02793511562049389, 0.025367550551891327, 0.03861619159579277, 0.02793511562049389, -0.0062905363738536835, 0.01776755601167679, -0.047243211418390274, 0.029578357934951782, -0.012581072747707367, 0.020129716023802757, 0.03245403245091438, 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-0.008062156848609447, 0.004929726477712393, 0.00268310634419322, 0.019102690741419792, -0.041697271168231964, 0.04744861647486687, 0.034713491797447205, -0.01684323139488697, -0.07641076296567917, 0.07107022404670715, 0.025675658136606216, 0.014891881495714188, -0.003183781635016203, 0.004595942795276642, -0.034713491797447205, -0.009191885590553284, -0.0010783777106553316], 'text': 'Legislation\\n\\n4.\\n\\nThere is a wide range of environmental legislation covering air, water, land, waste, natural resources, flora, fauna and human activity which have the potential to impact on Defence. Such requirements can often be complex both individually and collectively and because of the unique position of Defence and the need to maintain outputs including Operational Capability. Defence’s environmental protection obligations can be found throughout differing levels of legislation. Comprehensive lists of relevant environmental protection legislation are required as part of the Environmental Management System (EMS) covering the site; further information on EMS can be found in Chapter 4.\\n\\nInternational Treaties\\n\\n5.\\n\\nInternational treaties are usually signed by national governments (Westminster Parliament not Devolved Administrations) and they may or may not be binding legal requirements on signatories. As Defence operates across national boundaries we need to be aware of our international obligations and these include, amongst others, the Basel Convention on the Transboundary Movements of Hazardous Waste and Their Disposal and the Stockholm Convention on Persistent Organic Pollutants.\\n\\n3 In the UK, United States Visiting Forces (USVF) operate under the terms of the Agreement Between the Parties to the North Atlantic Treaty Regarding the Status of Their Forces (London 19 June 1951) (NATO SOFA). USVF implement management systems and processes which provide the same substantive protection as required by UK legislation and MOD environmental protection policy. When there is a variance between US and UK standards it is USVF policy to apply the more environmentally protective standard.\\n\\n3\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)', 'metadata': {'uuid': 'ed420024-f97a-4d49-98e5-f4196fbbbcbc', 'index': 6, 'created_datetime': '2024-12-05T16:50:08.814584+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 320, 'page_number': 8, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '786a219a-f097-4a2c-97f8-7e4960120503', '_score': 1.0, '_source': {'vector_field': [0.015571541152894497, 0.05366795137524605, -0.010234125889837742, -0.0043335892260074615, -0.04211171343922615, 0.004039786756038666, 0.007002296857535839, -0.0023014540784060955, -0.018999239429831505, -0.060719214379787445, 0.004602908156812191, 0.024777356535196304, -0.008716145530343056, -0.07482174038887024, -0.00822647474706173, 0.013906659558415413, -0.02977200224995613, 0.0842234268784523, 0.06777048110961914, 0.026638107374310493, 0.019782712683081627, -0.004945678170770407, -0.07560521364212036, 0.040544766932725906, -0.022035200148820877, 0.009793422184884548, 0.01704055443406105, 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-0.03271003067493439, 0.02977200224995613, 0.016355015337467194, -0.030751345679163933, 0.015963276848196983, -0.03721500188112259, -0.026050502434372902, 0.052101004868745804, 0.01723642274737358, -0.011262435466051102, 0.031730685383081436, 0.05993574112653732, 0.03192655369639397, -0.0009120124159380794, -0.020468251779675484], 'text': 'European Legislation\\n\\n6.\\n\\nThe majority of new UK environmental protection legislation now originates at the European level; the main legal instruments are EU directives and regulations. European legislation is transposed into national legislation by each member state. For example the Integrated Pollution Prevention and Control (IPPC) (EC 1996) was implemented in the UK by the Pollution Prevention and Control (PPC) Act (1999) and supporting statutory instruments such as the Environmental Permitting (England & Wales) Regulations (2010). European regulations tend to apply directly on a member state and do not necessarily need to be transposed through specific national legislation for example the Transfrontier Shipment of Waste Regulations (EC 1994).\\n\\nUnited Kingdom (UK) Legislation\\n\\n7.\\n\\nIn the UK legislation comprises Acts of Parliament and statutory instruments with the latter being referred to as regulations. Acts generally provide policy principles and broad requirements while statutory instruments (SIs) are specific and detailed. SIs can be updated to take account of changes at the operating level.\\n\\n8.\\n\\nIn the UK the primary piece of environmental protection legislation is the Environmental Protection (EPA) Act (1990). The EPA defines within England, Scotland and Wales the legal framework for duty of care for waste, contaminated land and statutory nuisance. One of the principal regulations in England and Wales is the Environmental Permitting Regulations (EPR) (2010). EPR provides a consolidated framework for environmental permits and exemptions covering industrial activities, waste operations and water discharge activities amongst others. EPR also sets out the powers, functions and duties of the regulators4. In Scotland and Northern Ireland the principle permitting regulations are the Pollution Prevention and Control (PPC) Regulations.', 'metadata': {'uuid': 'f28bc8bd-cf00-482a-91db-ce0959b80545', 'index': 7, 'created_datetime': '2024-12-05T16:50:08.815089+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 339, 'page_number': 9, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'dde31aae-71f1-4d04-90c2-53d5db4a2d16', '_score': 1.0, '_source': {'vector_field': [-0.02510206215083599, 0.024774644523859024, -0.003983587957918644, 0.08032660186290741, -0.03710739687085152, -0.023683249950408936, 0.033396657556295395, 0.004856703337281942, -0.02313755266368389, 0.030340753495693207, -0.024556364864110947, 0.010968510061502457, 0.0064392248168587685, -0.03710739687085152, 0.0023737819865345955, 0.0794534832239151, 0.004065442830324173, 0.06679331511259079, 0.10171791911125183, 0.040381576865911484, 0.012987588532269001, 0.03754395246505737, -0.05544281750917435, 0.010422812774777412, -0.015170376747846603, 0.017789723351597786, 0.03383321315050125, -0.01113221887499094, 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-0.004747563973069191, 0.011732486076653004, 0.013860704377293587, 0.020736485719680786, -0.0005832136957906187, -0.04474715515971184, 0.06024495139718056, 0.005402400158345699, -0.008567443117499352, 0.029467638581991196, 0.014188122004270554, -0.028376244008541107, 0.008567443117499352, 0.00829459447413683], 'text': 'Devolved Administrations\\n\\n9.\\n\\nUnlike Defence, which is a reserved matter, environment is a devolved power and the Devolved Administrations have the right to bring forward their own environmental protection legislation. Within the UK there are four differing regulatory regimes for environmental protection; the differences can be subtle but the impact of non-compliance maybe significant. Defence operates throughout the UK and needs to be aware of the differing requirements in each of the four UK territories to ensure we are compliant in meeting differing statutory requirements5.\\n\\nDefence Regulations\\n\\n10. Defence Regulators provide regulation of EP for Defence activities where this is a Departmental responsibility. Defence regulators are empowered by SofS by Charter (DG MAA) or via a delegation from PUS and Director DSEA (DSEA Regulators). Defence regulators operate regimes that are aligned, where reasonably practicable, with statutory equivalents or near equivalents. These defence regulations are contained in the regulators appropriate Level 2 documents. Further information on the role of Defence Regulators can be found in Chapter 5.\\n\\n4 The Environment Act (1995) established the regulatory bodies of the Environment Agency and Scottish Environment Protection Agency. 5 For example England, Wales and Northern Ireland brought in Hazardous Waste Regulations in 2005 to replace the Special Waste Regulations (1996); whereas Scotland took the decision to amend the Special Waste Regulations (1996) in 2004 rather than bring in new Hazardous Waste Regulations.\\n\\n4\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)', 'metadata': {'uuid': '897aefec-e4fd-45ac-b42a-e113a3208405', 'index': 8, 'created_datetime': '2024-12-05T16:50:08.815422+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 306, 'page_number': 9, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'b86ff030-0617-45f4-994f-8b45b1d9acdb', '_score': 1.0, '_source': {'vector_field': [0.024100452661514282, 0.07375001907348633, 0.018305808305740356, 0.02805134654045105, -0.01086495816707611, 0.0006625978276133537, 0.010074779391288757, -0.02357366681098938, 0.008560270071029663, 0.011589288711547852, -0.033582597970962524, 0.00967969000339508, 0.017252236604690552, -0.00849442183971405, 0.05320537090301514, 0.09324109554290771, -0.027392864227294922, 0.01106250286102295, 0.08744645118713379, 0.04714733362197876, -0.020808041095733643, 0.03634822368621826, -0.019754469394683838, 0.0447767972946167, 0.00010340230073779821, 0.0014404300600290298, 0.052941977977752686, -0.04240626096725464, 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0.004675224423408508, 0.026075899600982666, 0.024232149124145508, 0.012577012181282043, 0.06900894641876221, 0.012181922793388367, 0.024100452661514282, -0.03634822368621826, 0.06058037281036377, 0.022520095109939575, 0.0021400675177574158, -0.006387278437614441, 0.03160715103149414, -0.045830368995666504, 0.003555804491043091, -0.016857147216796875], 'text': 'Defence Policy & Formulation\\n\\n11.\\n\\nIt is essential that Defence is aware of, and can appropriately influence, emerging EP legislation and consider the need for exemptions for Defence activities, should the potential consequence be a severe constraint on capability. DSEA-CPA co-ordinates processes aligned with HS&EP domains with TLBs, TFAs and Defence Regulators to track and influence legislation and exemptions. The granting of exemptions is a rare event in EP legislation and will only be considered where a significant impact on Defence activities has been identified. The Department is supportive of the principles underpinning environmental protection legislation including the principle that the polluter pays.\\n\\n12. As the majority of new EP legislation originates from Europe DSEA-CPA represents MOD in DEFNET (DEFence environmental NETwork) to ensure we are aware of upcoming European legislation that has the potential to impact Defence activities and, where appropriate, to influence its development through the established formal UK process. DEFNET is an informal, expert-level, forum which focuses on the environmental issues that through European legislation adversely affect, or could adversely affect, Member State’s defence activities and operational capabilities.\\n\\n13. The Defence Environment and Safety Committee (DESC) is the senior Departmental committee for HS&EP; it is chaired by the PUS and provides advice on high-level policy including JSP 815 from which this JSP takes its lead.\\n\\n14. There is no formal Defence Committee for JSP 418. DSEA-CPA, as its authors, will utilise the Department’s existing informal processes to consult on the development of the JSP with stakeholders and experts groups; these will include the TLB/TFA CESO organisations or equivalents and appropriate subject matter expert groups.', 'metadata': {'uuid': 'c9ab4db7-ab6b-42b8-90b5-01c0023aa67d', 'index': 9, 'created_datetime': '2024-12-05T16:50:08.815661+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 345, 'page_number': 10, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '7bf8d5f5-0bfd-4576-bfc7-95a115c347d8', '_score': 1.0, '_source': {'vector_field': [-0.035740554332733154, 0.021983277052640915, 0.04339924454689026, 0.003084750147536397, 0.01638108678162098, -0.03233669325709343, -0.011204380542039871, -0.052192553877830505, -0.05190889909863472, 0.0947408378124237, -0.04992331564426422, 0.026805415749549866, -0.005921302363276482, -0.05786566063761711, 0.025812622159719467, 0.0581493154168129, 0.002676995936781168, -0.007906888611614704, 0.05531276389956474, 0.04765407368540764, 0.017161138355731964, 0.004751224536448717, -0.013970018364489079, 0.057582005858421326, 0.002836551982909441, -0.017161138355731964, 0.0008066444424912333, -0.03531507030129433, 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0.03659151867032051, 0.00957336276769638, 0.005212164018303156, 0.06609165668487549, 0.011771690100431442, -0.023543380200862885, -0.01297722477465868, 0.012622656300663948, -0.04737041890621185, -0.0003124639333691448, 0.036307863891124725], 'text': 'Departmental Publications\\n\\n15. The Department produces publications (typically in JSPs) on HS&EP in a hierarchy of four levels.\\n\\na. Level 1 – Departmental Policy (e.g. JSP 815)\\n\\nb. Level 2 – Defence Regulations owned by Defence Regulators\\n\\nc. Level 3 – Rules and guidance (including where appropriate Codes of Practice) provided by Defence Regulators on Legislation and Defence regulations; DSEA-CPA provides rules and guidance to Defence on corporate requirements and compliance with legislation (this JSP).\\n\\nd. Level 4 – procedures and arrangements, normally produced within TLBs and TFAs, containing more detailed advice for line management on how implementation of Levels 1-3 can be achieved.\\n\\n16. DSEA-CPA is to ensure that the contents of JSP 418 is consistent with the publications above it i.e. JSP 815. TLBs and TFAs are to ensure consistency with higher level documents including this JSP.\\n\\n5\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n3 Organisational Roles and\\n\\nResponsibilities\\n\\nCorporate Roles and Responsibilities\\n\\n1.\\n\\nAs part of their commitment to achieving and maintaining high HS&EP standards; SofS and the Defence Board regularly receive information on and consider HS&EP matters. This information includes interventions by Statutory and Defence regulators for environmental protection.\\n\\n2.\\n\\nThe PUS is responsible for ensuring that effective management arrangements are in place to deliver compliance with the Policy Statement. The term arrangements is used to encompass any set of ‘systems’ or ‘procedures’ that would be put in place to comply with the Policy Statement. For EP this includes the requirement that all MOD sites are covered by an appropriate Environmental Management System (EMS) based on the ISO 14001 standard. An EMS is an important tool in managing EP as it requires sites to identify, understand and keep a record of the regulatory requirements applicable to the activities conducted.', 'metadata': {'uuid': '3d8013f9-9b2a-4e30-9079-9bdf26d0f6b5', 'index': 10, 'created_datetime': '2024-12-05T16:50:08.815912+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 399, 'page_number': 10, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '3e9b87dc-d3c6-41c2-977c-4e38a8358087', '_score': 1.0, '_source': {'vector_field': [-0.05387631431221962, 0.08952581882476807, 0.057360853999853134, -0.03417527675628662, 0.011525779031217098, -0.03484537824988365, 0.00706959143280983, -0.06915467232465744, 0.003250001696869731, 0.02063918486237526, -0.014072172343730927, 0.0285464059561491, -0.005159796215593815, -0.04610311612486839, 0.022649496793746948, 0.029350530356168747, -0.016886606812477112, 0.005628868937492371, 0.018762895837426186, 0.035381462424993515, -0.016484543681144714, 0.0011224232148379087, 0.010654645040631294, 0.040742289274930954, -0.022515475749969482, 0.008141756989061832, -0.0192989781498909, 0.019030937924981117, 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0.016082482412457466, -0.015814440324902534, 0.04958765581250191, 0.03752579167485237, 0.042350538074970245, -0.025463931262493134, 0.03645362704992294, 0.009381447918713093, 0.0007873715367168188, -0.0021778361406177282, 0.046371158212423325, -0.03993816301226616, -0.002797681838274002, 0.007840210571885109], 'text': 'Corporate Policy and Assurance\\n\\n3.\\n\\nDirector DSEA through DSEA-CPA is responsible for:\\n\\na. Drafting the SofS’s Policy Statement, JSP 815 and providing other corporate\\n\\nguidance including this JSP.\\n\\nb. Co-ordinating the tracking and influencing of legislation.\\n\\nc. Managing the Strategic relationship with HS&EP statutory regulators e.g. HSE, EA\\n\\nd. High level assurance processes including the compilation of the Departmental\\n\\nHS&EP Annual Assurance report.\\n\\ne. Providing the Secretariat for the DESC.\\n\\nf. Ministerial, Parliamentary and public information business relating to corporate\\n\\nenvironmental protection.\\n\\ng. Proposing corporate approaches to improve environmental protection performance.\\n\\nh. Maintaining a central record of environmental protection enforcement action and\\n\\nrisks referred to the SofS.\\n\\nEnvironmental Protection Management Duties\\n\\n4.\\n\\nThe Policy Statement requires that TLB holders and TFA Chief Executives are to set down and implement HS&EP management arrangements for activities in their areas of responsibility and that commanding officers and managers to whom they may delegate HS&EP authority are competent and have adequate resources at their disposal. TLB/TFA holders should ensure that their organisations have processes and systems in place to minimise adverse effects on the environment, to report, collate and record environmental incidents from their activities.\\n\\n6\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n5.\\n\\nEach establishment (Site) shall have in place processes and procedures to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the EMS covering the site. Commanding Officer / Heads of Establishments must ensure that the establishment has or is covered by an EMS.\\n\\n6.\\n\\nCommanding Officer / Heads of Establishments must make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site. Where there is imminent or actual threat of environmental damage6 occurring the relevant statutory regulator should be immediately informed.\\n\\n7.\\n\\nFor acquisition Delivery Team leaders must ensure that their project has or is covered by a Project Orientated Environmental Management System (POEMS)7.\\n\\n8.\\n\\nEmployees have duties under EP legislation and should be made aware of those through site procedures and systems.', 'metadata': {'uuid': '5f800cc0-8d84-4d6e-bd25-43450d036d0f', 'index': 11, 'created_datetime': '2024-12-05T16:50:08.816188+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 486, 'page_number': 11, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '30987f97-9d3d-4524-88a4-b9449999dc6c', '_score': 1.0, '_source': {'vector_field': [0.009705622680485249, 0.01960439234972, 0.03225550428032875, 0.03998137265443802, -0.03920878469944, 0.023853620514273643, 0.017866071313619614, -0.030130889266729355, -0.02433648705482483, -0.0022815456613898277, 0.009174469858407974, 0.007532722316682339, 0.025109075009822845, -0.01593460515141487, -0.029551448300480843, 0.010526496917009354, 3.86818044262327e-09, 0.018155792728066444, 0.06760135293006897, 0.02858571521937847, -0.004466517828404903, 0.048093535006046295, -0.05794401839375496, 0.02395019307732582, -0.01670719124376774, 0.021052993834018707, 0.01467915065586567, 0.02395019307732582, 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-0.040753960609436035, -0.08652973175048828, 0.0007514614844694734, 0.00564954150468111, 0.023467326536774635, 0.0029937741346657276, 0.006615275517106056, -0.05137702822685242, -0.017866071313619614, -0.04036766663193703], 'text': 'Contractors and Partners\\n\\n9.\\n\\nTLB/TFAs routinely engage contractors and partners to undertake a wide range of defence activities. Contractors and partners must be competent to undertake the activities required and will comply with all relevant environmental legislation and the employing commanding officer or manager is to ensure that this is the case. TLB/TFAs will monitor that its contractors and partners hold appropriate environmental permits and licences and, the contractor and partners have in place and implement procedures to comply with environmental protection legislation.\\n\\n10.\\n\\nIf there are exemptions from legislation that are relevant to the contractor’s or partner’s defence activities, then Defence regulations apply. The Defence contracting organisation is to ensure that this is expressed in the contract or agreement and that relevant Defence regulators are empowered through the contract agreement to regulate the contractor’s or partner’s activities.\\n\\n6 Environmental Damage (Prevention and Remediation) Regulations 2009 – See Volume 2 Leaflet 2 for further information', 'metadata': {'uuid': '37524317-60bb-475b-93c1-e32722c4767e', 'index': 12, 'created_datetime': '2024-12-05T16:50:08.816621+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 187, 'page_number': 12, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '08d39a1e-4dc7-475a-b34f-a44d0f071735', '_score': 1.0, '_source': {'vector_field': [-0.011204670183360577, 0.05151572823524475, -0.005827716551721096, 0.02910638600587845, -0.007695161737501621, -0.036318589001894, 0.041470158845186234, -0.03374280035495758, -0.012943326495587826, 0.045848995447158813, -0.012234984897077084, -0.035803429782390594, 0.018932029604911804, -0.024212392047047615, -0.03348522260785103, 0.01326529961079359, -0.01326529961079359, -0.0025596877094358206, 0.04739446938037872, 0.005763322114944458, -0.01751534640789032, -0.019189609214663506, -0.009208436124026775, 0.06490981578826904, -0.04945509880781174, 0.02369723469018936, 0.018030503764748573, -0.032970067113637924, 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-0.07006138563156128, 0.04224289581179619, 0.029621543362736702, 0.0032358316238969564, 0.015197139233350754, 0.041727740317583084, -0.037606481462717056, -0.037348903715610504, 0.004636415280401707], 'text': '7 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n7\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n4 Environmental Risk Management\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement requires that adverse effects on the environment are minimised; Defence must meet this requirement through legislative compliance and the implementation of Environmental Management Systems (EMS) 8. on our sites and in our acquisition projects etc.\\n\\nEnvironmental Regulations\\n\\n2.\\n\\nIndividual environmental protection legislation refers to terms such as ‘As Low As Reasonably Achievable’, ‘Best Available Techniques’, Best Practicable Environmental Option’; all have subtle variations of meaning and application. Where establishments undertake defence activities requiring permits or authorisations under statutory regulations the appropriate statutory regulator or statutory guidance for the activity will be able to advise on the applicable risk management technique to be utilised.\\n\\n3. Many Defence activities requiring statutory authorisations or permits are undertaken by contractors or partnering organisations. In such cases Defence contracting organisations shall assure themselves and other TLBs/Duty Holders that their Industry Partners have all the appropriate permits and licenses. Commanding Officer / Heads of Establishments will need to assure themselves that the appropriate permit or licence has been granted for the activity; local or central TLB/TFA HS&EP advisors should be able to provide advice on the process for gaining that assurance. Volume 2 of this JSP provides detailed guidance and DCoPs in the form of leaflets for how defence meets its’ regulatory obligations. Volume 2 includes leaflets covering EP areas such as Environmental Management Systems, Pollution Prevention, Controlled Waste, Hazardous Substances & Restricted Materials and Contaminated Land.\\n\\n5. Where Defence has exemptions, derogations or dis-applications from legislation then Defence Regulators will provide guidance, usually through their level 2 JSP documents, on the risk management for environmental protection. This may be in the form of an equivalent process to statutory requirements or through a process of identifying the most appropriate environmental protection option for the Defence activity concerned.\\n\\n6. Where there is a need to identify the most appropriate environmental protection option the outcome decided on should be the result of a systematic and consultative decision-making procedure which involves customers and delivery organisations and defence regulators where appropriate. The final option should identify a level of management and engineering control that minimises, as far as practicable, the release of potentially polluting substances to the environment whilst taking account of a wider range of factors, including cost-effectiveness, technological status, operational capability, and environmental factors.', 'metadata': {'uuid': 'd0867c17-263a-42cb-9ed6-51a3ca9f7736', 'index': 13, 'created_datetime': '2024-12-05T16:50:08.816748+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 517, 'page_number': 12, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '1a6afa56-7690-4476-837a-9a3224ce0be2', '_score': 1.0, '_source': {'vector_field': [-0.06252563744783401, 0.060659199953079224, -0.028229858726263046, 0.025896813720464706, 0.013648319989442825, -0.018314413726329803, 0.007465748116374016, -0.04246143996715546, -0.005045212339609861, 0.0662585124373436, -0.005832615774124861, -0.009857119992375374, 0.011840209364891052, -0.017964456230401993, 0.0003207938570994884, -0.027179988101124763, -0.0022893017157912254, -0.002026833826676011, 0.005366006400436163, 0.013648319989442825, -0.027996554970741272, 0.05645971745252609, -0.004578603431582451, 0.048993971198797226, -0.01843106560409069, -0.01405660342425108, 0.02006419748067856, 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-0.02927972935140133, 0.010965317487716675, 0.02263054810464382, -0.04736083745956421, -0.002187230857089162, 0.04736083745956421, 0.003339172340929508, -0.0008821830851957202, -0.04246143996715546, 0.012015188112854958, 0.037562042474746704, 0.001669586170464754, -0.0007072046282701194, -0.04036169871687889, 0.0384952612221241, 0.009973772801458836, -0.04036169871687889, -0.031729429960250854, 0.013764972798526287, -0.0760573074221611, 0.005920104682445526, 0.029746338725090027, -0.02123071998357773, 0.07279103994369507, -0.024496985599398613, 0.00979879405349493, 0.0031641938257962465, -0.02193063497543335, 0.019714239984750748, 0.029513034969568253, 0.04432787746191025, 0.03616221621632576, -0.0012613030849024653, -0.006940812338143587, 0.06579190492630005, -0.010615359991788864, -0.011081969365477562, -0.006940812338143587, -0.034762389957904816, -0.020180849358439445, 0.004578603431582451, -0.007640726398676634, -0.009565489366650581, -0.0030475417152047157, 0.03686213120818138, 0.05529319494962692, 0.0021289046853780746, -0.0993877723813057, 0.036395519971847534, 0.015281452797353268, -0.0014800261706113815, 0.037095434963703156, 0.03336255997419357, 0.0008092754287645221, -0.02659672684967518, 0.011606904678046703], 'text': 'Environmental Management Systems\\n\\n7.\\n\\nPotential risk to the environment from a sites’ day to day activities should be managed through the implementation of EMS on our establishments and the identification of environmental activities, their aspects and impacts and the assessment of significance. EMS should be proportional to the risks associated with the size of the site, and the types of activities undertaken on site. Under certain circumstances, e.g. small low risk sites, it may be appropriate for the site to be covered by either a nearby establishment’s EMS or, as part\\n\\n8 Further details can be found in Part 2\\n\\n8\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nof a higher level EMS i.e. TLB level. EMS are the key tool in helping manage EP regulatory compliance in Defence. Commanding Officer / Heads of Establishments must ensure their establishment has or is covered by an EMS, this will usually be through the local environmental protection advisor. Further detail can be found in Volume 2 Leaflet 1.\\n\\n8. During acquisition the SofS commitment to EP is met through implementation of a Project Oriented Environmental Management System (POEMS)9. POEMS ensures Delivery Teams identify potential environmental impacts and risks associated with equipment systems and services acquisition projects. POEMS states that DTs are responsible for providing information gathered on potential environmental impacts associated with their projects to other parties. E.g. emissions to the environment, including noise, provided to users and/or Defence regulators. Major Accident and Control Regulations\\n\\n9.\\n\\nThe Major Accident Control Regulations (MACR) require a comprehensive Major Accident Environmental Risk Assessment (ERA) to be undertaken on establishments that fall under MACR in line with JSP 49810. MACR Sites with an ERA should incorporate the assessment in to the site EMS to aid in the management of EP on site.', 'metadata': {'uuid': 'c03f69c8-a423-4379-b634-d9ce299b34ff', 'index': 14, 'created_datetime': '2024-12-05T16:50:08.817141+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 368, 'page_number': 13, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'd8d68c75-3808-4903-bee0-6dbdf4e2b02a', '_score': 1.0, '_source': {'vector_field': [-0.02020910009741783, 0.07064693421125412, -0.02547365427017212, 0.024454709142446518, -0.010104550048708916, -0.012057529762387276, 0.03447434678673744, -0.03515364229679108, 0.014944544062018394, -0.02165260724723339, 0.014095422811806202, -0.020039275288581848, 0.04381468519568443, -0.03090803511440754, -0.022246992215514183, 0.03736136108636856, -0.030568385496735573, 0.038550131022930145, 0.03583294153213501, 0.01817120797932148, -0.0461922287940979, 0.021397870033979416, -0.04483363404870033, 0.0441543348133564, -0.04551292955875397, -0.013076475821435452, 0.027851196005940437, -0.04381468519568443, 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0.012227354571223259, 0.024454709142446518, -0.040588025003671646, 0.06894869357347488, 0.03379504755139351, 0.018256118521094322, -0.00490367878228426, 0.021228045225143433, -0.026662426069378853, -0.02360558696091175, 0.019869450479745865], 'text': 'Environmental Protection Overseas and in Operations\\n\\n10. Defence recognises that it still has a requirement to minimise adverse impacts on the environment overseas and in Operations despite these posing unique challenges in the management of environmental protection. Part 2 provides further advice on managing EP on the overseas estate.\\n\\n11. When on Operations personnel should apply UK standards where reasonably practicable and, in addition, apply the Host Nation’s standards for Health and Safety, including EP. Whilst it is fully understood that total compliance with UK legislation is not always possible within the operational environment, Operational Commanders have a duty of care to ensure, as far as reasonably practicable, that the approach to EP, as part of Op Safety is proportionate with the understanding that it may not be possible to fully meet legislative and policy standards expected in the UK. Where this is the case, decisions shall be supported by a robust risk assessment process.', 'metadata': {'uuid': 'bccc27bf-1f18-4c6b-bd8e-197adf538051', 'index': 15, 'created_datetime': '2024-12-05T16:50:08.817344+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 179, 'page_number': 14, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'f69f7756-a630-43fa-a02b-86cd9db6ee59', '_score': 1.0, '_source': {'vector_field': [0.0004565502458717674, 0.023131879046559334, 0.003157805884256959, 0.0411909781396389, 0.006061972584575415, 0.009384644217789173, 0.0015345161082223058, -0.008877365849912167, -0.029827948659658432, 0.0018769288435578346, 0.0009384644217789173, 0.033074527978897095, 0.0282046590000391, -0.021610045805573463, 0.011007933877408504, 0.07710626721382141, -0.004590866155922413, 0.06493159383535385, 0.07223639637231827, 0.05032198131084442, 0.008877365849912167, 0.03368326276540756, -0.014711063355207443, 0.0005358124617487192, -0.013087773695588112, -0.0009701692615635693, 0.044437557458877563, 0.007862810045480728, 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0.020899856463074684, 0.009993378072977066, 0.01836346462368965, 0.03814730793237686, 0.04200262203812599, -0.00877591036260128, -0.0411909781396389, 0.07507715374231339, 0.008065721020102501, 0.04058224335312843, -0.0012364902067929506, -0.022421689704060555, -0.005351783242076635, 0.012834134511649609, 0.007659898605197668], 'text': '9 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n10 http://defenceintranet.diif.r.mil.uk/Reference/DINsJSPs/Pages/JSP498MajorAccidentControlRegulations.aspx\\n\\n9\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n5 Regulatory Organisations\\n\\nStatutory Regulators\\n\\n1. Most Defence activities in the UK are fully subject to the requirements of environmental protection legislation and are regulated by statutory regulators. Within the UK territories there are four main statutory regulators for EP, these are:\\n\\na. Environment Agency\\n\\nb. Scottish Environment Protection Agency\\n\\nc. Natural Resources Wales\\n\\nd. Northern Ireland Environment Agency\\n\\n2.\\n\\nFurther to the four main statutory regulators other organisations also have statutory roles for EP these include:\\n\\na. Local Authorities\\n\\nb. Marine Management Organisation\\n\\nc. Health & Safety Executive (UK Competent Authority for the Registration, Evaluation,\\n\\nAuthorisation & Restriction of Chemicals (REACH) Regulation)\\n\\nd. Office of the Nuclear Regulator (ONR)\\n\\n3.\\n\\nThe regimes operated by the statutory regulators are dependent on the legislation that empowers them, and there is variety in those. The Environment Act (1995) established the Environment Agency (EA) and the Scottish Environment Protection Agency (SEPA) as regulatory bodies for environmental protection; the Natural Resources Body for Wales (Establishment) Order 2012 established Natural Resources Wales as the environmental protection regulator for Wales. The Northern Ireland Environment Agency was launched in 2008 and is an Executive Agency within the Department of Environment in Northern Ireland.\\n\\n4.\\n\\nCo-ordinated by Director DSEA the Department maintains Memorandum of Understanding (MoU) with the EA and the MMO while the Department also has a Radioactive Substances Agreement with SEPA.\\n\\n5.\\n\\nThese agreements help standardise interactions between the statutory regulators and Commanding Officers / Heads of Establishment and the Department as a whole; in certain areas the MoU provides interpretation of the regulators responsibilities in Defence.', 'metadata': {'uuid': '5859928d-4aa7-4f47-a1fd-86d037707a85', 'index': 16, 'created_datetime': '2024-12-05T16:50:08.817453+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 421, 'page_number': 14, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '4d886e3b-a88f-413d-861a-417aa8bdf71e', '_score': 1.0, '_source': {'vector_field': [0.009709672071039677, 0.019129503518342972, 0.0070044901221990585, 0.0332350954413414, -0.03284864127635956, -0.027824731543660164, 0.00104463507886976, -0.02328389137983322, -0.02106177620589733, 0.03555382415652275, -0.011786866001784801, -0.01255977526307106, 0.045021962374448776, -0.03381478041410446, 0.004420074634253979, 0.0544901005923748, -0.03516736999154091, 0.04598809778690338, 0.10743438452482224, 0.03381478041410446, 0.012753002345561981, 0.055263008922338486, -0.03284864127635956, 0.0452151894569397, -0.028790868818759918, 0.02328389137983322, 0.03168927878141403, -0.009951205924153328, 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-0.044635508209466934, -0.0008393311291001737, -0.01864643581211567, -0.01468527503311634, -0.025892458856105804, -0.0009238680358976126, 0.004323461093008518, -0.02328389137983322, -0.01555479783564806, 0.026665369048714638, 0.022414367645978928, -0.009709672071039677, -0.01700400374829769, -0.005748512223362923, -0.027824731543660164, 0.010530888102948666, -0.001533741713501513, -0.038259007036685944, -0.012946229428052902, -0.020095640793442726, 0.010047820396721363, 0.010192740708589554, -0.01265638880431652, 0.03130282461643219, 0.01854982227087021, 0.03362155333161354, 0.026085685938596725, 0.019612571224570274, -0.019999025389552116, 0.028017960488796234, 0.029563777148723602, 0.03265541419386864, 0.027824731543660164, -0.008018933236598969, 0.01164194568991661, -0.00417854031547904, -0.05564946308732033, 0.005796818993985653, -0.032075732946395874, -0.023766959086060524, -0.0048789894208312035, 0.0033331711310893297, -0.0124631617218256, 0.004202694166451693, 0.032075732946395874, 0.017197230830788612, -0.011013956740498543, -0.061446283012628555, 0.05564946308732033, 0.013332684524357319, -0.014878503046929836, 0.011883479543030262, -0.00734263751655817, -0.027631504461169243, -0.001871889573521912, 0.005265444051474333], 'text': 'Defence Regulators\\n\\n6.\\n\\nDefence regulators provide regulations and guidance of environmental protection for defence activities where there is a Departmental responsibility; this includes where these activities take place outside the UK but with due regard to host nation expectations. See JSP 815 Chapter 4 for further details on Defence regulators.\\n\\n7.\\n\\nAlthough most Defence activities are subject to EP legislation, there are areas where the Defence regulators do have additional Defence regulations that cover areas of EP legislation\\n\\n10\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\ne.g. JSP 518 & 538 Annex C to Chapter 2 – Further Authorisation Conditions (FAC) 3: Radioactive Discharges.\\n\\n8.\\n\\nDefence regulators’ requirements can range from the requirement to submit an exemption case for consideration and approval to a simple requirement that TLB/TFAs have systems and processes in place to manage an environmental protection requirement.\\n\\n9.\\n\\nDefence regulators may also take account of compliance with statutory requirements as part of their permissioning of activities e.g. DSEA – Fuels and Gases Safety Regulator (FGSR) licensing of fuel installactions. For further information on Defence regulators requirements please see their specific Level 2 JSPs.', 'metadata': {'uuid': '15d481d1-bb31-4344-a834-9f7f5204e67d', 'index': 17, 'created_datetime': '2024-12-05T16:50:08.817735+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 252, 'page_number': 15, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '9ae68fb8-a9d7-442a-9426-39219ef4e559', '_score': 1.0, '_source': {'vector_field': [-0.0021208212710916996, 0.024550113826990128, -0.024164509028196335, -0.006587399635463953, -0.030077101662755013, 0.0023939574602991343, 0.0372750423848629, -0.001638816436752677, -0.03958866372704506, -0.021850885823369026, -0.014652946963906288, 0.03753210976719856, 0.04190228879451752, -0.031619518995285034, -0.024421578273177147, 0.049100227653980255, -0.04318763315677643, 0.04832901805639267, 0.12493565678596497, 0.05706937238574028, 0.004498711787164211, 0.04370177164673805, 0.03213365748524666, 0.014845749363303185, -0.042930565774440765, 0.028791755437850952, -0.005912592634558678, 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0.003904239274561405, 0.02223649062216282, 0.02956296317279339, -0.02365037053823471, -0.05449867993593216, 0.05989713594317436, 0.005302053410559893, -0.003936372697353363, 0.005784058012068272, -0.016131095588207245, 0.001108611118979752, 0.0372750423848629, -0.0045951129868626595], 'text': 'Overseas Authorities\\n\\n10. Notwithstanding the position of state immunity under customary international law, many host nations have environmental protection authorities with expectations (which maybe expressed in written agreements) in respect of UK defence activities conducted in their jurisdiction. A Commanding Officer or manager should be fully aware of such agreements and the environmental protection requirements placed on defence when undertaking their activities. Enforcement\\n\\nStatutory Regulators\\n\\n11. Statutory regulators have enforcement powers and regimes granted to them by legislation. Where an allegedly offending defence activity is conducted by Crown servants i.e. members of the armed forces or MOD civilians, statutory regulators powers can be modified to take account of that fact.\\n\\n12. The relevant statutory regulator in the four territories of the UK will consider action against the Department, as they would against a civil establishment, in accordance with their own individual enforcement guidance/statements11. However, the Department, as part of the Crown, cannot be criminally liable, including failure to comply with prohibition, enforcement or works notices. This does not reduce the impact of enforcement action taken against the Department.\\n\\n13. Where, but for Crown immunity, the Department would have been prosecuted as a corporate body; the statutory regulators may apply to the High Court (England, Wales, Northern Ireland) or the Court of Session (Scotland) for a declaration that our acts or omissions were unlawful. The Environment Agency (EA) has undertaken, through the Memorandum of Understanding (MoU), not to prosecute Crown servants in lieu of corporate responsibilities.\\n\\n14. Notwithstanding Crown immunity from prosecution, the actions of Crown servants may constitute criminal offences and as such they may be prosecuted individually. The MoU with the EA sets out that they will only prosecute individuals in circumstances where they would have prosecuted individuals of a private company. For senior managers only, this will normally be where it can be shown that an offence has been committed with the consent of or connivance of, or has been attributable to any neglect on the part of, any senior manager or a person who was purporting to act in such a capacity.\\n\\n15. The Radioactive Substances Agreement with SEPA states that in the event of a compliance issue SEPA will deal with the matter using a similar approach to that outlined in SEPA’s Enforcement Policy. In such an event SEPA will formally write to the Secretary of State for', 'metadata': {'uuid': 'f2362b07-1f1e-48bc-a260-3601f8dc0ff3', 'index': 18, 'created_datetime': '2024-12-05T16:50:08.817915+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 472, 'page_number': 16, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '352e8953-8a51-4fcc-a241-2495b4fafd61', '_score': 1.0, '_source': {'vector_field': [0.012333422899246216, 0.013579885475337505, 0.02532287873327732, 0.0028045414946973324, -0.045135077089071274, -0.0372626818716526, -0.0069867526181042194, 0.005707487929612398, -0.017319275066256523, 0.002574929967522621, -0.01810651458799839, 0.054057128727436066, 0.03542578965425491, -0.051695410162210464, -0.024929258972406387, 0.06087987497448921, 0.007708389312028885, 0.01810651458799839, 0.10863908380270004, 0.04933369159698486, -0.020861852914094925, 0.06402882933616638, 0.039624400436878204, 0.014104711823165417, -0.05510678142309189, -3.9208229281939566e-05, -0.018368927761912346, -0.03148958832025528, 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0.027553390711545944, 0.04487266391515732, 0.02243633195757866, -0.02361719310283661, -0.031227177008986473, 0.07032675296068192, 0.01325186900794506, -0.005641884636133909, 0.020337026566267014, -0.003017752431333065, -0.026897357776761055, -6.457826384576038e-05, -0.0002767639816738665], 'text': '11 http://www.environment-agency.gov.uk/static/documents/Business/Enforcement_and_Sanctions_Guidance.pdf http://www.sepa.org.uk/about_us/idoc.ashx?docid=48c35c8b-7a17-40da-80ed-f4637abbcf4c&version=-1 http://www.doeni.gov.uk/niea/niea_enforcement_policy.pdf http://naturalresourceswales.gov.uk/content/docs/word/our-work/about-us/enforcement-policy-en.doc?lang=en\\n\\n11\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence and copied to the Commanding Officer / Head of Establishment, Director DSEA and Hd DNSR.\\n\\n16. As part of the Crown, the Department cannot be made subject of a civil penalty under the Regulatory Enforcement and Sanctions Act 2008.\\n\\n17.\\n\\nIn the event of any of the following interventions by a statutory regulator: enforcement notices, works notices, prohibition notices, suspension or revocation of environmental permits or licenses; DSEA-CPA should be notified by the TLB/TFA involved; usually through the central HS&EP function e.g. CESO. Further information can be found in Chapter 6.\\n\\nDefence Regulators\\n\\n18. Defence regulators have enforcement powers granted by charter or delegations; see JSP 815 Chapter 4 and for further information on Defence regulators requirements see their specific Level 2 documents. Where Defence is subject to environmental protection legislation, the statutory regulator has ultimate jurisdiction.\\n\\n12\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)', 'metadata': {'uuid': '26a085e3-e69b-4cbe-8019-2916da8a22c8', 'index': 19, 'created_datetime': '2024-12-05T16:50:08.818222+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 337, 'page_number': 16, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'a7cdf10e-5cf8-444b-bdb0-e9c99a431863', '_score': 1.0, '_source': {'vector_field': [-0.027013670653104782, 0.07740455865859985, 0.044156961143016815, 0.0018669303972274065, -0.011883417144417763, -0.01051974669098854, 0.014415949583053589, -0.04311797395348549, 0.016428986564278603, 0.01818227767944336, 0.0024351265747100115, -0.011948354542255402, 0.0057793669402599335, -0.040520504117012024, 0.00431829085573554, 0.05610531568527222, 0.017922531813383102, -0.004805316217243671, 0.013506835326552391, 0.008571645244956017, 0.017792658880352974, 0.038962025195360184, -0.0031331961508840322, -0.0014123733853921294, -0.008766455575823784, -0.031169619411230087, -0.016299113631248474, 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0.05948202311992645, 0.04389721527695656, 0.0227278470993042, -0.07169012725353241, 0.008961265906691551, 0.01467569638043642, -0.0025649999734014273, -0.014415949583053589, 0.03155924007296562, -0.03688405081629753, -0.054806582629680634, -0.002776044188067317], 'text': '6 Corporate Records, Notifications and\\n\\nInvestigations\\n\\n1.\\n\\nIn order to support routine and annual reporting (including to the Defence Board and for the Holding to Account Process) and to provide centrally held data in the event of enquiries. DSEA-CPA collates records for certain EP interventions by statutory regulators. JSP 815 requires TLB/TFA holders are to ensure that their organisations have systems in place to report, collate and record environmental incidents from their activities.\\n\\n2.\\n\\nAs outlined in Chapter 3 processes and procedures are to be put in place at site level to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the Environmental Management System (EMS) covering the site and in the event of an incident recorded as part of the site EMS.\\n\\n3.\\n\\nCommanding Officer / Head of Establishments are to make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site.\\n\\n4.\\n\\nThe UK Government is required to annually submit to the European Commission information on Ozone Depleting Substances (ODS) including Halon gases. Members of the MOD Montreal Protocol Task Force (MPTF) must collect and submit data annually so that Defence can meet its obligations; further guidance on the reporting requirements is to be found in Part 2 of this JSP.', 'metadata': {'uuid': 'b4652b76-deb2-4831-b9e4-ada68cb64cf2', 'index': 20, 'created_datetime': '2024-12-05T16:50:08.818438+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 309, 'page_number': 18, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '5de50b16-d654-4e08-baa7-cd95de382a1f', '_score': 1.0, '_source': {'vector_field': [-0.006371471099555492, 0.03009970858693123, 0.029440591111779213, -0.0008582262089475989, 0.05185059458017349, -0.01724691316485405, -0.004668750334531069, -0.005849669687449932, 0.014280883595347404, 0.014280883595347404, -0.003474099561572075, -0.0004239637346472591, -0.001290772226639092, -0.028781473636627197, -0.038009122014045715, 0.056025005877017975, -0.02087206020951271, 0.0064813243225216866, 0.04811559244990349, 0.02812235616147518, 0.042403239756822586, 0.0650329440832138, -0.03009970858693123, -0.003062151139602065, -0.024826766923069954, -0.013347133994102478, -0.060638830065727234, 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0.0201030895113945, 0.03625147417187691, -0.08920059353113174, 0.006591177079826593, 0.01933411881327629, 0.020542502403259277, -0.01559911947697401, -0.004009632859379053, -0.015159707516431808, -0.061957065016031265, 0.007030589040368795], 'text': 'Incident Notifications\\n\\n5. Where there is imminent or actual threat of environmental damage12 occurring the relevant statutory regulator should be immediately informed.\\n\\n6.\\n\\nDependent on the nature of an environmental incident Commanding Officer / Head of Establishment and environmental protection staff may be required to notify other Defence organisations or their partners, wider than their own TLB/TFA, of an incident.\\n\\n7.\\n\\nThese can include but are not limited to:\\n\\na. DSEA-FGSR in the event of fuel spills, in line with reporting protocols in JSP 317. b. DSEA-DNSR in the event of a discharge to the environment in line with JSPs 518 &\\n\\nc.\\n\\n538. Incidents that have the potential to impact or relating to infrastructure assets failure should be reported to the asset owner; in the majority of cases this will be DIO or PPP/PFI partner.\\n\\n8.\\n\\nAll Contractors and Partners should be made aware of establishment emergency and incident reporting procedures in line with the 4Cs (Co-ordination, Co-operation, Communication and Control) process. Incidents should be reported to the establishment focal point and host TLB.\\n\\n12 Environmental Damage (Prevention and Remediation) Regulations 2009 – See PArt 2 Leaflet 2 for further information\\n\\n13\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n9.\\n\\nAny incidents that have the potential or have actually resulted in any enforcement action against a PFI/PPP partner should be reported through their relevant contract monitoring organisation to DIO.\\n\\n10. Further advice on incident notification can be sort from the TLB/TFA central HS&EP function.', 'metadata': {'uuid': '1d621c1e-0205-499a-ba53-c40d28a51dd6', 'index': 21, 'created_datetime': '2024-12-05T16:50:08.818606+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 335, 'page_number': 18, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '3ea9f7bf-4569-46e1-b682-555d26fc1b47', '_score': 1.0, '_source': {'vector_field': [-0.0032983701676130295, 0.010224947705864906, 0.0271785706281662, -0.01688765548169613, 0.040899790823459625, -0.02150537446141243, 0.031532417982816696, 0.011214458383619785, 0.003347845748066902, 0.03852496296167374, 0.008245925419032574, 0.03087274543941021, 0.029157591983675957, -0.04010818153619766, -0.006200936157256365, 0.021637307479977608, -0.008344876579940319, 0.002985025057569146, 0.023616330698132515, 0.035358529537916183, -0.004353848751634359, 0.06332870572805405, 0.012731708586215973, 0.006464805454015732, -0.034303050488233566, -0.028365982696413994, -0.005838115233927965, -0.011742197908461094, 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0.037205614149570465, 0.019922155886888504, -0.006266903132200241, 0.013259448111057281, 0.031136615201830864, -0.05646809563040733, 0.009301403537392616, -0.029157591983675957], 'text': 'Enforcement Notifications\\n\\n11. Summaries of relevant statistics are included in the Departmental HS&EP Annual Assurance Report and enforcement actions by Defence and Statutory regulators are reported to the Defence Board on a monthly basis. TLB/TFA holders (or their central HS&EP staff) must notify DSEA-CPA of any enforcement action taken by statutory or Defence regulator as soon as possible after the action is taken. Investigations\\n\\n12. Following an incident an investigation should be undertaken by the Commanding Officer or senior manager under whose Area of Responsibility the activity resulting in the incident falls. Investigations should be appropriate to the incident under investigation.\\n\\n13. Where an environmental protection incident also involves a health and safety related injury the investigations should be run in parallel so as to enable one incident report to be raised. In such an event the health and safety reporting requirements in JSP 375, Part 2 Volume 1, Accident/Incident Investigation and Reporting should also be followed.\\n\\n14. Commanding Officer / Heads of Establishment are responsible for ensuring that the recommendations of an investigation are followed through and implemented on their site within a reasonable timeframe. Where the responsibility for actioning a recommendation falls on another TLB/TFA or a PPP/PFI partner Commanding Officers / Head of Establishments need to assure themselves the recommendation is being acted on. In the event that a recommendation is not being acted upon within a reasonable timeframe the Commanding Officer / Head of Establishment should escalate this through the management chain.\\n\\n14\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)', 'metadata': {'uuid': '97d5a31e-506a-415e-abf1-34363030cf2b', 'index': 22, 'created_datetime': '2024-12-05T16:50:08.818921+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 317, 'page_number': 19, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.', 'keywords': ['environmental protection', 'defence policy', 'health and safety', 'regulatory compliance', 'management guidelines']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'b004a55e-f48f-421d-acb0-b88a5f2021a9', '_score': 1.0, '_source': {'vector_field': [0.7797687894328762, -0.531681124411544, 1.3893914909022727, -0.48870120141129425, -0.4476055057281672, -1.7388269514714827, -1.5799325613332138, 0.32661587224521615, -0.4526361879091002, -0.6107320210537983, -0.6943163765946444, 0.031528416591442385, 0.02743719988580135, 0.4010874438370826, 0.37325064146849307, -0.9441878203877713, 2.15032702517448, 0.10231716697623752, 1.893744839165054, 0.23312377035938606, 0.18693892297713546, -2.0554826244505855, 1.0288485539897598, 0.7893787793597448, -0.8558393036013416, 0.34488560900508214, 0.08436706231147706, -0.5980562894285474, 0.7008161827080127, 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-2.1623665329525235, -0.9265863617773549, -0.7337495588003813, 0.8182220936370096, -0.7150970780419009, 1.4649413798989375, 1.3609174713689516, 1.636080447483146, -0.44677729520552734, 0.6253246167506998, -0.35682885613686705, -1.1951301686021285, -1.320781226396107, -1.4442518903306918, 1.090093437899852, 1.0400781556472722, 0.9732282010808173, 2.0296920380430774, 0.901087617605073, -1.5137617479765109, 0.4065175360427158, -0.3149610126323997, -1.2588591775930082, 0.6648913515027143, 1.8110235838888098, -0.39545601930424595, -0.7061200056226924, 0.14008688456766288, 1.9673928161174234, 1.1268478707989642, -0.21525893466308785, 2.4932092729162583, -0.05638557794242417, 0.045337844554031156, -1.092835242110262, -0.35358026128935366, 0.6524734871371991, -1.127795239606154, 0.3815181104425287, 0.604198585684102, 0.2048933734810396, -0.3857322452969924, -1.660746315498578, -0.1130080340980976, 0.8794211603056689, 1.691613174337647, 0.5542351758036598, -1.831437438805786, 1.9637918094955495, 1.135223069149218, 1.0251170657633721, -1.134773185501032, -2.292335695730379, 1.1396566471373217, -0.06713197035110575, -0.36544034001104053, 1.1160271145409546, -1.3627720509090233, 1.3583144564056122, -0.0368585418190385, -0.46636373416901616, 1.9068131450754562, -0.1132429999274953, 2.331115079322633, -0.5898234419597935, -0.7122585506983597, 0.5088366603689999], 'text': 'JSP 418 Management of Environmental Protection in Defence\\n\\nPart 1: Directive\\n\\nJSP 418 Pt.1 (V1.0 Dec 14) JSP 507 Pt.1 (V6.0 Jan 14)\\n\\nForeword\\n\\nThe Secretary of State for Defence (SofS) through his Health, Safety & Environmental Protection (HS&EP) Policy Statement requires each Top Level Budget Holder or Trading Fund Agency Chief Executive to be the Senior Duty Holder for the safety of defence activities conducted in his/her area of responsibility in addition to his/her wider HS&EP responsibilities. They are required to set down and implement HS&EP management arrangements for activities in their area of responsibility. The policy statement also requires there to be organisational separation between those who conduct defence activities and those who provide regulation, so that the latter are independent whilst being part of the Department.\\n\\nIt is the responsibility of commanders and line managers at all levels to ensure that personnel, including contractors, involved in the management, supervision and conduct of defence activities are fully aware of their environmental protection responsibilities.\\n\\nJ C S Baker\\n\\nDirector Defence Safety & Environment Authority Defence Authority for Health Safety & Environmental Protection September 2014\\n\\ni\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nPreface\\n\\nHow to use this JSP\\n\\nJSP 418 is intended as the lead Departmental publication for the management of 1. environmental protection in defence. It is designed to be used by all staff. This JSP contains the policy and direction on environmental protection in defence and guidance on the processes involved and good practice to apply to ensure defence meets its’ regulatory obligations. This JSP will be reviewed at least annually.\\n\\n2.\\n\\nThe JSP is structured in two parts:\\n\\na. Part 1 - Directive, which provides the direction that must be followed in\\n\\naccordance with Statute, or Policy mandated by Defence or on Defence by Central Government.\\n\\nb. Part 2 - Guidance, which provides the guidance and best practice that will\\n\\nassist the user to comply with the Directive(s) detailed in Part 1.\\n\\nRelated JSPs JSP 815 JSP 375 JSP 392\\n\\nTitle Defence, Health, Safety & Environmental Protection Management of Health & Safety in Defence Management of Radiation Protection in Defence\\n\\nCoherence with other Defence Authority Policy and Guidance.\\n\\n3. Where applicable, this document contains links to other relevant JSPs, some of which may be published by different Defence Authorities. Where particular dependencies exist, these other Defence Authorities have been consulted in the formulation of the policy and guidance detailed in this publication. Training\\n\\n4. Details of relevant training and competence can be sourced from TLB/TFA Chief Environment and Safety Officers (CESO) Organisation or equivalents. Defence specific Environmental Protection training is also available through the Specialist Training School at RAF Halton1. Further Advice and Feedback- Contacts\\n\\n5. The owner of this JSP is DSEA-CPA. For further information on any aspect of this guide, or questions not answered within the subsequent sections, or to provide feedback on the content, contact:\\n\\nJob Title/E-mail DSEA-CPA- Safetyenquiries@mod.uk\\n\\nProject focus JSP 418 Authors\\n\\nPhone\\n\\n1 http://defenceintranet.diif.r.mil.uk/Organisations/Orgs/RAF/Organisations/Locations/Halton/Pages/STSTrgSupp.aspx\\n\\nii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nFMC-Cap- InfraPolEnvComplAH@mod.uk DESTECH-QSEPEnv@mod.uk\\n\\nTLB/TFA CESO organisation or equivalent Local environmental protection advisors\\n\\nLead for Part 2 Leaflet 3\\n\\nLead for Part 2 Leaflets 5, 6, & 7 TLB/TFA central health & safety function and advice. Site specific environmental protection advice.\\n\\niii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nContents\\n\\nForeword\\n\\ni\\n\\nPreface\\n\\nii\\n\\nHow to use this JSP\\n\\nii\\n\\nTraining\\n\\nii\\n\\nCoherence with other Defence Authority Policy and Guidance\\n\\nii\\n\\nFurther Advice and Feedback – Contacts\\n\\nii\\n\\nContents\\n\\niv\\n\\nChapter 1 - Introduction, Maintenance and Disclaimer\\n\\n1\\n\\nChapter 2 - The Legislative Framework and Formulation of\\n\\n3\\n\\nDepartmental Policy\\n\\nChapter 3 - Organisational Roles and Responsibilities\\n\\n6\\n\\nChapter 4 - Risk Management\\n\\n8\\n\\nChapter 5 - Regulatory Organisations\\n\\n10\\n\\nChapter 6 - Corporate Records, Notifications and Investigations\\n\\n13\\n\\niv\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n1\\n\\nIntroduction, Authority, Maintenance and Disclaimer\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement by the Secretary of State (SofS) for Defence for Health, Safety and Environmental Protection (HS&EP) in Defence2 has as a fundamental objective that those who deliver or conduct defence activities protect the environment when undertaking those activities. The Policy Statement applies to everyone and all organisations within Defence who conduct defence activities.\\n\\n2.\\n\\nThe Policy Statement states that authority is given to the Director General, Military Aviation Authority (DG MAA) and the Director, Defence Safety and Environment Authority (Director DSEA) for the regulation of HS&EP in Defence where there is a Departmental responsibility.\\n\\n3.\\n\\nJSP 815 amplifies the SofS’s Policy Statement and describes the arrangements for the management of HS&EP throughout Defence, provides strategic direction to TLB Holders and TFA Chief Executives responsible for conducting defence activities and provides an overview of the arrangements for the regulation of defence activities. JSP 815 defines the requirements of the Policy Statement in respect of Environmental Protection as being ‘based on the UK environmental legislative framework not encompassing sustainable development’. Therefore sustainable development requirements are not addressed within this JSP; Departmental policy for which is the responsibility of the Defence Infrastructure Organisation.\\n\\n4.\\n\\nJSP 418 is the corporate publication that provides guidance to Defence in meeting its’ Environmental Protection Policy and Regulatory obligations. JSP 418 has two parts. Part 1 Directive, which provides the direction that must be followed in accordance with Statute, or Policy mandated by Defence or on Defence by Central Government. Part 2 Guidance, which provides the guidance and best practice that will assist the user to comply with the Directive(s) detailed in Part 1. These leaflets provide guidance and Defence Codes of Practice (DCoP) on how TLB/TFAs and Commanding Officers / Heads of Establishment comply with regulatory or policy requirements. DCoPs set out rules to aid TLB/TFAs in complying with regulations and represent good practice for defence.\\n\\nAuthority\\n\\n5.\\n\\nJSP 418 is the lead Department publication for Corporate Environmental Protection under the SofS’s Policy Statement for HS&EP and JSP 815.\\n\\n6.\\n\\nJSP 418 is sponsored by Director DSEA, and is produced and maintained, in consultation with stakeholders, by DSEA Corporate Policy and assurance (CPA).\\n\\nAmendment Record\\n\\n7.\\n\\nAmendments will be staffed by DSEA-CPA together with lead areas, relevant subject matter experts and key stakeholders.\\n\\n2http://defenceintranet.diif.r.mil.uk/libraries/corporate/Ministry%20of%20Defence/20120920.1/20130601_SofS_HSEP_Policy_Statement _signed.pdf\\n\\n1\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n8.\\n\\nComments or proposed amendments to this JSP are to be made by e-mail to DSEA-CPA- Safety enquiries using the following format:\\n\\na. Senders reference b. Date c. Chapter/Leaflet/Page/Paragraph being addressed d. Comment\\n\\nAmd no.\\n\\nDate\\n\\nText Affected\\n\\nAuthority\\n\\nDisclaimer\\n\\n9.\\n\\nNothing contained within this JSP removes the requirement on anyone to comply with applicable legislation, Defence regulations and the Policy Statement.\\n\\nEquality & Diversity Impact Assessing Statement\\n\\nThis policy has been equality and diversity impact assessed in accordance with Departmental policy. This resulted in a Part 1 screening only completed (no direct discrimination or adverse impact identified). This policy is due for review in 2017.\\n\\n2\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n2 The Legislative Framework and\\n\\nFormulation of Departmental Policy\\n\\nIntroduction\\n\\n1.\\n\\nEnvironmental legislation provides the cornerstone for protecting both the environment and human health from harm. Within the UK, Defence is required to comply with all applicable environmental protection legislation (including legislation giving effect to the UK’s international obligations). Overseas, Defence will apply UK standards where reasonably practicable and, in addition, respond to host nations’ relevant environmental protection expectations.\\n\\n2.\\n\\nThere are a number of pieces of environmental protection legislation, international treaties or protocols which include exemptions (coverage excludes) or derogations (authority given to deviate) relevant to defence activities. Additionally, where legislation does apply, there maybe powers of specific dis-application granted to SofS which may be invoked in the interests of Defence and or national security. In these circumstances the Policy Statement requires the introduction of Departmental arrangements that produces outcomes which are, so far as reasonably practicable, at least as good as those required by legislation. In the few cases where applicable the guidance in Part 2 of this JSP outlines in detail the mandated processes through which an exemption, derogation or dis-application can be granted or utilised for certain defence activities.\\n\\n3.\\n\\nUnder customary international law, Visiting Forces have state immunity from domestic legislation and this is outlined in more detail JSP 815 Part 2. Interface arrangements have been agreed between the Environment Agency and United States Visiting forces (USVF) 3; these form an annex to the Ministry of Defence / Environment Agency Memorandum of Understanding.\\n\\nLegislation\\n\\n4.\\n\\nThere is a wide range of environmental legislation covering air, water, land, waste, natural resources, flora, fauna and human activity which have the potential to impact on Defence. Such requirements can often be complex both individually and collectively and because of the unique position of Defence and the need to maintain outputs including Operational Capability. Defence’s environmental protection obligations can be found throughout differing levels of legislation. Comprehensive lists of relevant environmental protection legislation are required as part of the Environmental Management System (EMS) covering the site; further information on EMS can be found in Chapter 4.\\n\\nInternational Treaties\\n\\n5.\\n\\nInternational treaties are usually signed by national governments (Westminster Parliament not Devolved Administrations) and they may or may not be binding legal requirements on signatories. As Defence operates across national boundaries we need to be aware of our international obligations and these include, amongst others, the Basel Convention on the Transboundary Movements of Hazardous Waste and Their Disposal and the Stockholm Convention on Persistent Organic Pollutants.\\n\\n3 In the UK, United States Visiting Forces (USVF) operate under the terms of the Agreement Between the Parties to the North Atlantic Treaty Regarding the Status of Their Forces (London 19 June 1951) (NATO SOFA). USVF implement management systems and processes which provide the same substantive protection as required by UK legislation and MOD environmental protection policy. When there is a variance between US and UK standards it is USVF policy to apply the more environmentally protective standard.\\n\\n3\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nEuropean Legislation\\n\\n6.\\n\\nThe majority of new UK environmental protection legislation now originates at the European level; the main legal instruments are EU directives and regulations. European legislation is transposed into national legislation by each member state. For example the Integrated Pollution Prevention and Control (IPPC) (EC 1996) was implemented in the UK by the Pollution Prevention and Control (PPC) Act (1999) and supporting statutory instruments such as the Environmental Permitting (England & Wales) Regulations (2010). European regulations tend to apply directly on a member state and do not necessarily need to be transposed through specific national legislation for example the Transfrontier Shipment of Waste Regulations (EC 1994).\\n\\nUnited Kingdom (UK) Legislation\\n\\n7.\\n\\nIn the UK legislation comprises Acts of Parliament and statutory instruments with the latter being referred to as regulations. Acts generally provide policy principles and broad requirements while statutory instruments (SIs) are specific and detailed. SIs can be updated to take account of changes at the operating level.\\n\\n8.\\n\\nIn the UK the primary piece of environmental protection legislation is the Environmental Protection (EPA) Act (1990). The EPA defines within England, Scotland and Wales the legal framework for duty of care for waste, contaminated land and statutory nuisance. One of the principal regulations in England and Wales is the Environmental Permitting Regulations (EPR) (2010). EPR provides a consolidated framework for environmental permits and exemptions covering industrial activities, waste operations and water discharge activities amongst others. EPR also sets out the powers, functions and duties of the regulators4. In Scotland and Northern Ireland the principle permitting regulations are the Pollution Prevention and Control (PPC) Regulations.\\n\\nDevolved Administrations\\n\\n9.\\n\\nUnlike Defence, which is a reserved matter, environment is a devolved power and the Devolved Administrations have the right to bring forward their own environmental protection legislation. Within the UK there are four differing regulatory regimes for environmental protection; the differences can be subtle but the impact of non-compliance maybe significant. Defence operates throughout the UK and needs to be aware of the differing requirements in each of the four UK territories to ensure we are compliant in meeting differing statutory requirements5.\\n\\nDefence Regulations\\n\\n10. Defence Regulators provide regulation of EP for Defence activities where this is a Departmental responsibility. Defence regulators are empowered by SofS by Charter (DG MAA) or via a delegation from PUS and Director DSEA (DSEA Regulators). Defence regulators operate regimes that are aligned, where reasonably practicable, with statutory equivalents or near equivalents. These defence regulations are contained in the regulators appropriate Level 2 documents. Further information on the role of Defence Regulators can be found in Chapter 5.\\n\\n4 The Environment Act (1995) established the regulatory bodies of the Environment Agency and Scottish Environment Protection Agency. 5 For example England, Wales and Northern Ireland brought in Hazardous Waste Regulations in 2005 to replace the Special Waste Regulations (1996); whereas Scotland took the decision to amend the Special Waste Regulations (1996) in 2004 rather than bring in new Hazardous Waste Regulations.\\n\\n4\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence Policy & Formulation\\n\\n11.\\n\\nIt is essential that Defence is aware of, and can appropriately influence, emerging EP legislation and consider the need for exemptions for Defence activities, should the potential consequence be a severe constraint on capability. DSEA-CPA co-ordinates processes aligned with HS&EP domains with TLBs, TFAs and Defence Regulators to track and influence legislation and exemptions. The granting of exemptions is a rare event in EP legislation and will only be considered where a significant impact on Defence activities has been identified. The Department is supportive of the principles underpinning environmental protection legislation including the principle that the polluter pays.\\n\\n12. As the majority of new EP legislation originates from Europe DSEA-CPA represents MOD in DEFNET (DEFence environmental NETwork) to ensure we are aware of upcoming European legislation that has the potential to impact Defence activities and, where appropriate, to influence its development through the established formal UK process. DEFNET is an informal, expert-level, forum which focuses on the environmental issues that through European legislation adversely affect, or could adversely affect, Member State’s defence activities and operational capabilities.\\n\\n13. The Defence Environment and Safety Committee (DESC) is the senior Departmental committee for HS&EP; it is chaired by the PUS and provides advice on high-level policy including JSP 815 from which this JSP takes its lead.\\n\\n14. There is no formal Defence Committee for JSP 418. DSEA-CPA, as its authors, will utilise the Department’s existing informal processes to consult on the development of the JSP with stakeholders and experts groups; these will include the TLB/TFA CESO organisations or equivalents and appropriate subject matter expert groups.\\n\\nDepartmental Publications\\n\\n15. The Department produces publications (typically in JSPs) on HS&EP in a hierarchy of four levels.\\n\\na. Level 1 – Departmental Policy (e.g. JSP 815)\\n\\nb. Level 2 – Defence Regulations owned by Defence Regulators\\n\\nc. Level 3 – Rules and guidance (including where appropriate Codes of Practice) provided by Defence Regulators on Legislation and Defence regulations; DSEA-CPA provides rules and guidance to Defence on corporate requirements and compliance with legislation (this JSP).\\n\\nd. Level 4 – procedures and arrangements, normally produced within TLBs and TFAs, containing more detailed advice for line management on how implementation of Levels 1-3 can be achieved.\\n\\n16. DSEA-CPA is to ensure that the contents of JSP 418 is consistent with the publications above it i.e. JSP 815. TLBs and TFAs are to ensure consistency with higher level documents including this JSP.\\n\\n5\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n3 Organisational Roles and\\n\\nResponsibilities\\n\\nCorporate Roles and Responsibilities\\n\\n1.\\n\\nAs part of their commitment to achieving and maintaining high HS&EP standards; SofS and the Defence Board regularly receive information on and consider HS&EP matters. This information includes interventions by Statutory and Defence regulators for environmental protection.\\n\\n2.\\n\\nThe PUS is responsible for ensuring that effective management arrangements are in place to deliver compliance with the Policy Statement. The term arrangements is used to encompass any set of ‘systems’ or ‘procedures’ that would be put in place to comply with the Policy Statement. For EP this includes the requirement that all MOD sites are covered by an appropriate Environmental Management System (EMS) based on the ISO 14001 standard. An EMS is an important tool in managing EP as it requires sites to identify, understand and keep a record of the regulatory requirements applicable to the activities conducted.\\n\\nCorporate Policy and Assurance\\n\\n3.\\n\\nDirector DSEA through DSEA-CPA is responsible for:\\n\\na. Drafting the SofS’s Policy Statement, JSP 815 and providing other corporate\\n\\nguidance including this JSP.\\n\\nb. Co-ordinating the tracking and influencing of legislation.\\n\\nc. Managing the Strategic relationship with HS&EP statutory regulators e.g. HSE, EA\\n\\nd. High level assurance processes including the compilation of the Departmental\\n\\nHS&EP Annual Assurance report.\\n\\ne. Providing the Secretariat for the DESC.\\n\\nf. Ministerial, Parliamentary and public information business relating to corporate\\n\\nenvironmental protection.\\n\\ng. Proposing corporate approaches to improve environmental protection performance.\\n\\nh. Maintaining a central record of environmental protection enforcement action and\\n\\nrisks referred to the SofS.\\n\\nEnvironmental Protection Management Duties\\n\\n4.\\n\\nThe Policy Statement requires that TLB holders and TFA Chief Executives are to set down and implement HS&EP management arrangements for activities in their areas of responsibility and that commanding officers and managers to whom they may delegate HS&EP authority are competent and have adequate resources at their disposal. TLB/TFA holders should ensure that their organisations have processes and systems in place to minimise adverse effects on the environment, to report, collate and record environmental incidents from their activities.\\n\\n6\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n5.\\n\\nEach establishment (Site) shall have in place processes and procedures to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the EMS covering the site. Commanding Officer / Heads of Establishments must ensure that the establishment has or is covered by an EMS.\\n\\n6.\\n\\nCommanding Officer / Heads of Establishments must make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site. Where there is imminent or actual threat of environmental damage6 occurring the relevant statutory regulator should be immediately informed.\\n\\n7.\\n\\nFor acquisition Delivery Team leaders must ensure that their project has or is covered by a Project Orientated Environmental Management System (POEMS)7.\\n\\n8.\\n\\nEmployees have duties under EP legislation and should be made aware of those through site procedures and systems.\\n\\nContractors and Partners\\n\\n9.\\n\\nTLB/TFAs routinely engage contractors and partners to undertake a wide range of defence activities. Contractors and partners must be competent to undertake the activities required and will comply with all relevant environmental legislation and the employing commanding officer or manager is to ensure that this is the case. TLB/TFAs will monitor that its contractors and partners hold appropriate environmental permits and licences and, the contractor and partners have in place and implement procedures to comply with environmental protection legislation.\\n\\n10.\\n\\nIf there are exemptions from legislation that are relevant to the contractor’s or partner’s defence activities, then Defence regulations apply. The Defence contracting organisation is to ensure that this is expressed in the contract or agreement and that relevant Defence regulators are empowered through the contract agreement to regulate the contractor’s or partner’s activities.\\n\\n6 Environmental Damage (Prevention and Remediation) Regulations 2009 – See Volume 2 Leaflet 2 for further information\\n\\n7 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n7\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n4 Environmental Risk Management\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement requires that adverse effects on the environment are minimised; Defence must meet this requirement through legislative compliance and the implementation of Environmental Management Systems (EMS) 8. on our sites and in our acquisition projects etc.\\n\\nEnvironmental Regulations\\n\\n2.\\n\\nIndividual environmental protection legislation refers to terms such as ‘As Low As Reasonably Achievable’, ‘Best Available Techniques’, Best Practicable Environmental Option’; all have subtle variations of meaning and application. Where establishments undertake defence activities requiring permits or authorisations under statutory regulations the appropriate statutory regulator or statutory guidance for the activity will be able to advise on the applicable risk management technique to be utilised.\\n\\n3. Many Defence activities requiring statutory authorisations or permits are undertaken by contractors or partnering organisations. In such cases Defence contracting organisations shall assure themselves and other TLBs/Duty Holders that their Industry Partners have all the appropriate permits and licenses. Commanding Officer / Heads of Establishments will need to assure themselves that the appropriate permit or licence has been granted for the activity; local or central TLB/TFA HS&EP advisors should be able to provide advice on the process for gaining that assurance. Volume 2 of this JSP provides detailed guidance and DCoPs in the form of leaflets for how defence meets its’ regulatory obligations. Volume 2 includes leaflets covering EP areas such as Environmental Management Systems, Pollution Prevention, Controlled Waste, Hazardous Substances & Restricted Materials and Contaminated Land.\\n\\n5. Where Defence has exemptions, derogations or dis-applications from legislation then Defence Regulators will provide guidance, usually through their level 2 JSP documents, on the risk management for environmental protection. This may be in the form of an equivalent process to statutory requirements or through a process of identifying the most appropriate environmental protection option for the Defence activity concerned.\\n\\n6. Where there is a need to identify the most appropriate environmental protection option the outcome decided on should be the result of a systematic and consultative decision-making procedure which involves customers and delivery organisations and defence regulators where appropriate. The final option should identify a level of management and engineering control that minimises, as far as practicable, the release of potentially polluting substances to the environment whilst taking account of a wider range of factors, including cost-effectiveness, technological status, operational capability, and environmental factors.\\n\\nEnvironmental Management Systems\\n\\n7.\\n\\nPotential risk to the environment from a sites’ day to day activities should be managed through the implementation of EMS on our establishments and the identification of environmental activities, their aspects and impacts and the assessment of significance. EMS should be proportional to the risks associated with the size of the site, and the types of activities undertaken on site. Under certain circumstances, e.g. small low risk sites, it may be appropriate for the site to be covered by either a nearby establishment’s EMS or, as part\\n\\n8 Further details can be found in Part 2\\n\\n8\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nof a higher level EMS i.e. TLB level. EMS are the key tool in helping manage EP regulatory compliance in Defence. Commanding Officer / Heads of Establishments must ensure their establishment has or is covered by an EMS, this will usually be through the local environmental protection advisor. Further detail can be found in Volume 2 Leaflet 1.\\n\\n8. During acquisition the SofS commitment to EP is met through implementation of a Project Oriented Environmental Management System (POEMS)9. POEMS ensures Delivery Teams identify potential environmental impacts and risks associated with equipment systems and services acquisition projects. POEMS states that DTs are responsible for providing information gathered on potential environmental impacts associated with their projects to other parties. E.g. emissions to the environment, including noise, provided to users and/or Defence regulators. Major Accident and Control Regulations\\n\\n9.\\n\\nThe Major Accident Control Regulations (MACR) require a comprehensive Major Accident Environmental Risk Assessment (ERA) to be undertaken on establishments that fall under MACR in line with JSP 49810. MACR Sites with an ERA should incorporate the assessment in to the site EMS to aid in the management of EP on site.\\n\\nEnvironmental Protection Overseas and in Operations\\n\\n10. Defence recognises that it still has a requirement to minimise adverse impacts on the environment overseas and in Operations despite these posing unique challenges in the management of environmental protection. Part 2 provides further advice on managing EP on the overseas estate.\\n\\n11. When on Operations personnel should apply UK standards where reasonably practicable and, in addition, apply the Host Nation’s standards for Health and Safety, including EP. Whilst it is fully understood that total compliance with UK legislation is not always possible within the operational environment, Operational Commanders have a duty of care to ensure, as far as reasonably practicable, that the approach to EP, as part of Op Safety is proportionate with the understanding that it may not be possible to fully meet legislative and policy standards expected in the UK. Where this is the case, decisions shall be supported by a robust risk assessment process.\\n\\n9 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n10 http://defenceintranet.diif.r.mil.uk/Reference/DINsJSPs/Pages/JSP498MajorAccidentControlRegulations.aspx\\n\\n9\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n5 Regulatory Organisations\\n\\nStatutory Regulators\\n\\n1. Most Defence activities in the UK are fully subject to the requirements of environmental protection legislation and are regulated by statutory regulators. Within the UK territories there are four main statutory regulators for EP, these are:\\n\\na. Environment Agency\\n\\nb. Scottish Environment Protection Agency\\n\\nc. Natural Resources Wales\\n\\nd. Northern Ireland Environment Agency\\n\\n2.\\n\\nFurther to the four main statutory regulators other organisations also have statutory roles for EP these include:\\n\\na. Local Authorities\\n\\nb. Marine Management Organisation\\n\\nc. Health & Safety Executive (UK Competent Authority for the Registration, Evaluation,\\n\\nAuthorisation & Restriction of Chemicals (REACH) Regulation)\\n\\nd. Office of the Nuclear Regulator (ONR)\\n\\n3.\\n\\nThe regimes operated by the statutory regulators are dependent on the legislation that empowers them, and there is variety in those. The Environment Act (1995) established the Environment Agency (EA) and the Scottish Environment Protection Agency (SEPA) as regulatory bodies for environmental protection; the Natural Resources Body for Wales (Establishment) Order 2012 established Natural Resources Wales as the environmental protection regulator for Wales. The Northern Ireland Environment Agency was launched in 2008 and is an Executive Agency within the Department of Environment in Northern Ireland.\\n\\n4.\\n\\nCo-ordinated by Director DSEA the Department maintains Memorandum of Understanding (MoU) with the EA and the MMO while the Department also has a Radioactive Substances Agreement with SEPA.\\n\\n5.\\n\\nThese agreements help standardise interactions between the statutory regulators and Commanding Officers / Heads of Establishment and the Department as a whole; in certain areas the MoU provides interpretation of the regulators responsibilities in Defence.\\n\\nDefence Regulators\\n\\n6.\\n\\nDefence regulators provide regulations and guidance of environmental protection for defence activities where there is a Departmental responsibility; this includes where these activities take place outside the UK but with due regard to host nation expectations. See JSP 815 Chapter 4 for further details on Defence regulators.\\n\\n7.\\n\\nAlthough most Defence activities are subject to EP legislation, there are areas where the Defence regulators do have additional Defence regulations that cover areas of EP legislation\\n\\n10\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\ne.g. JSP 518 & 538 Annex C to Chapter 2 – Further Authorisation Conditions (FAC) 3: Radioactive Discharges.\\n\\n8.\\n\\nDefence regulators’ requirements can range from the requirement to submit an exemption case for consideration and approval to a simple requirement that TLB/TFAs have systems and processes in place to manage an environmental protection requirement.\\n\\n9.\\n\\nDefence regulators may also take account of compliance with statutory requirements as part of their permissioning of activities e.g. DSEA – Fuels and Gases Safety Regulator (FGSR) licensing of fuel installactions. For further information on Defence regulators requirements please see their specific Level 2 JSPs.\\n\\nOverseas Authorities\\n\\n10. Notwithstanding the position of state immunity under customary international law, many host nations have environmental protection authorities with expectations (which maybe expressed in written agreements) in respect of UK defence activities conducted in their jurisdiction. A Commanding Officer or manager should be fully aware of such agreements and the environmental protection requirements placed on defence when undertaking their activities. Enforcement\\n\\nStatutory Regulators\\n\\n11. Statutory regulators have enforcement powers and regimes granted to them by legislation. Where an allegedly offending defence activity is conducted by Crown servants i.e. members of the armed forces or MOD civilians, statutory regulators powers can be modified to take account of that fact.\\n\\n12. The relevant statutory regulator in the four territories of the UK will consider action against the Department, as they would against a civil establishment, in accordance with their own individual enforcement guidance/statements11. However, the Department, as part of the Crown, cannot be criminally liable, including failure to comply with prohibition, enforcement or works notices. This does not reduce the impact of enforcement action taken against the Department.\\n\\n13. Where, but for Crown immunity, the Department would have been prosecuted as a corporate body; the statutory regulators may apply to the High Court (England, Wales, Northern Ireland) or the Court of Session (Scotland) for a declaration that our acts or omissions were unlawful. The Environment Agency (EA) has undertaken, through the Memorandum of Understanding (MoU), not to prosecute Crown servants in lieu of corporate responsibilities.\\n\\n14. Notwithstanding Crown immunity from prosecution, the actions of Crown servants may constitute criminal offences and as such they may be prosecuted individually. The MoU with the EA sets out that they will only prosecute individuals in circumstances where they would have prosecuted individuals of a private company. For senior managers only, this will normally be where it can be shown that an offence has been committed with the consent of or connivance of, or has been attributable to any neglect on the part of, any senior manager or a person who was purporting to act in such a capacity.\\n\\n15. The Radioactive Substances Agreement with SEPA states that in the event of a compliance issue SEPA will deal with the matter using a similar approach to that outlined in SEPA’s Enforcement Policy. In such an event SEPA will formally write to the Secretary of State for\\n\\n11 http://www.environment-agency.gov.uk/static/documents/Business/Enforcement_and_Sanctions_Guidance.pdf http://www.sepa.org.uk/about_us/idoc.ashx?docid=48c35c8b-7a17-40da-80ed-f4637abbcf4c&version=-1 http://www.doeni.gov.uk/niea/niea_enforcement_policy.pdf http://naturalresourceswales.gov.uk/content/docs/word/our-work/about-us/enforcement-policy-en.doc?lang=en\\n\\n11\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence and copied to the Commanding Officer / Head of Establishment, Director DSEA and Hd DNSR.\\n\\n16. As part of the Crown, the Department cannot be made subject of a civil penalty under the Regulatory Enforcement and Sanctions Act 2008.\\n\\n17.\\n\\nIn the event of any of the following interventions by a statutory regulator: enforcement notices, works notices, prohibition notices, suspension or revocation of environmental permits or licenses; DSEA-CPA should be notified by the TLB/TFA involved; usually through the central HS&EP function e.g. CESO. Further information can be found in Chapter 6.\\n\\nDefence Regulators\\n\\n18. Defence regulators have enforcement powers granted by charter or delegations; see JSP 815 Chapter 4 and for further information on Defence regulators requirements see their specific Level 2 documents. Where Defence is subject to environmental protection legislation, the statutory regulator has ultimate jurisdiction.\\n\\n12\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n6 Corporate Records, Notifications and\\n\\nInvestigations\\n\\n1.\\n\\nIn order to support routine and annual reporting (including to the Defence Board and for the Holding to Account Process) and to provide centrally held data in the event of enquiries. DSEA-CPA collates records for certain EP interventions by statutory regulators. JSP 815 requires TLB/TFA holders are to ensure that their organisations have systems in place to report, collate and record environmental incidents from their activities.\\n\\n2.\\n\\nAs outlined in Chapter 3 processes and procedures are to be put in place at site level to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the Environmental Management System (EMS) covering the site and in the event of an incident recorded as part of the site EMS.\\n\\n3.\\n\\nCommanding Officer / Head of Establishments are to make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site.\\n\\n4.\\n\\nThe UK Government is required to annually submit to the European Commission information on Ozone Depleting Substances (ODS) including Halon gases. Members of the MOD Montreal Protocol Task Force (MPTF) must collect and submit data annually so that Defence can meet its obligations; further guidance on the reporting requirements is to be found in Part 2 of this JSP.\\n\\nIncident Notifications\\n\\n5. Where there is imminent or actual threat of environmental damage12 occurring the relevant statutory regulator should be immediately informed.\\n\\n6.\\n\\nDependent on the nature of an environmental incident Commanding Officer / Head of Establishment and environmental protection staff may be required to notify other Defence organisations or their partners, wider than their own TLB/TFA, of an incident.\\n\\n7.\\n\\nThese can include but are not limited to:\\n\\na. DSEA-FGSR in the event of fuel spills, in line with reporting protocols in JSP 317. b. DSEA-DNSR in the event of a discharge to the environment in line with JSPs 518 &\\n\\nc.\\n\\n538. Incidents that have the potential to impact or relating to infrastructure assets failure should be reported to the asset owner; in the majority of cases this will be DIO or PPP/PFI partner.\\n\\n8.\\n\\nAll Contractors and Partners should be made aware of establishment emergency and incident reporting procedures in line with the 4Cs (Co-ordination, Co-operation, Communication and Control) process. Incidents should be reported to the establishment focal point and host TLB.\\n\\n12 Environmental Damage (Prevention and Remediation) Regulations 2009 – See PArt 2 Leaflet 2 for further information\\n\\n13\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n9.\\n\\nAny incidents that have the potential or have actually resulted in any enforcement action against a PFI/PPP partner should be reported through their relevant contract monitoring organisation to DIO.\\n\\n10. Further advice on incident notification can be sort from the TLB/TFA central HS&EP function.\\n\\nEnforcement Notifications\\n\\n11. Summaries of relevant statistics are included in the Departmental HS&EP Annual Assurance Report and enforcement actions by Defence and Statutory regulators are reported to the Defence Board on a monthly basis. TLB/TFA holders (or their central HS&EP staff) must notify DSEA-CPA of any enforcement action taken by statutory or Defence regulator as soon as possible after the action is taken. Investigations\\n\\n12. Following an incident an investigation should be undertaken by the Commanding Officer or senior manager under whose Area of Responsibility the activity resulting in the incident falls. Investigations should be appropriate to the incident under investigation.\\n\\n13. Where an environmental protection incident also involves a health and safety related injury the investigations should be run in parallel so as to enable one incident report to be raised. In such an event the health and safety reporting requirements in JSP 375, Part 2 Volume 1, Accident/Incident Investigation and Reporting should also be followed.\\n\\n14. Commanding Officer / Heads of Establishment are responsible for ensuring that the recommendations of an investigation are followed through and implemented on their site within a reasonable timeframe. Where the responsibility for actioning a recommendation falls on another TLB/TFA or a PPP/PFI partner Commanding Officers / Head of Establishments need to assure themselves the recommendation is being acted on. In the event that a recommendation is not being acted upon within a reasonable timeframe the Commanding Officer / Head of Establishment should escalate this through the management chain.\\n\\n14\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)', 'metadata': {'uuid': 'f9b6236e-80b0-4eab-9231-986958ebe843', 'index': 0, 'created_datetime': '2024-12-05T17:11:21.596232+00:00', 'chunk_resolution': 'largest', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 7909, 'page_number': 1, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 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-0.005295551382005215, -0.02006145380437374, 0.011319590732455254, 0.0025777285918593407, -0.018492400646209717, -0.0036984800826758146, -0.03608820214867592, 0.006108095869421959, 0.030932743102312088, 0.0632103905081749, -0.027234263718128204, 0.013505056500434875, 0.006808565929532051, 0.017819950357079506, -0.03384669870138168, 0.026785962283611298, -0.012888642959296703, 0.031381044536828995, 0.060520585626363754, 0.015690522268414497, 0.029363691806793213, -0.0018072118982672691, 0.04931306838989258, 0.000805540184956044, -0.028691239655017853, -0.023087482899427414, -0.011095440946519375, -0.023647857829928398, 0.014345619827508926, 0.0024096157867461443, -0.00070397206582129, -0.0284670889377594, 0.0540202260017395, 0.01804410107433796, 0.012104117311537266, -0.02499276027083397, 0.05379607528448105, 0.015242221765220165, -0.01658712327480316, -0.004034705460071564, -0.007733185775578022, -0.030932743102312088, 0.009526388719677925, -0.005968002136796713], 'text': 'JSP 418 Management of Environmental Protection in Defence\\n\\nPart 1: Directive\\n\\nJSP 418 Pt.1 (V1.0 Dec 14) JSP 507 Pt.1 (V6.0 Jan 14)\\n\\nForeword\\n\\nThe Secretary of State for Defence (SofS) through his Health, Safety & Environmental Protection (HS&EP) Policy Statement requires each Top Level Budget Holder or Trading Fund Agency Chief Executive to be the Senior Duty Holder for the safety of defence activities conducted in his/her area of responsibility in addition to his/her wider HS&EP responsibilities. They are required to set down and implement HS&EP management arrangements for activities in their area of responsibility. The policy statement also requires there to be organisational separation between those who conduct defence activities and those who provide regulation, so that the latter are independent whilst being part of the Department.\\n\\nIt is the responsibility of commanders and line managers at all levels to ensure that personnel, including contractors, involved in the management, supervision and conduct of defence activities are fully aware of their environmental protection responsibilities.', 'metadata': {'uuid': '613dbfa9-4e30-4866-87d1-fd5c667ba1d9', 'index': 0, 'created_datetime': '2024-12-05T17:11:21.632923+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 217, 'page_number': 1, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'd80c8720-12f1-4a70-8a6b-dc9f40c63fa3', '_score': 1.0, '_source': {'vector_field': [-0.0223454087972641, 0.016642674803733826, 0.010590792633593082, -0.009368778206408024, -0.0019057607278227806, -0.00672107981517911, 0.014896939508616924, -0.0012874796520918608, 0.0130348214879632, 0.06144987419247627, -0.03258705511689186, -0.007681234274059534, -0.0036660435143858194, -0.026535172015428543, -0.01076536625623703, 0.03165599703788757, -0.032354287803173065, 0.002458576811477542, 0.03584576025605202, 0.05423416942358017, 0.008088571950793266, -0.021879879757761955, 0.015944380313158035, 0.04073381796479225, -0.05795840546488762, -0.024323908612132072, 0.04911334440112114, 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-0.012452909722924232, -0.02525496669113636, -0.023392850533127785, -0.025836879387497902, -0.0016220788238570094, 3.818795448751189e-05, 0.016177143901586533, -0.033052582293748856, 0.011812807060778141, 0.030957700684666634, -0.0016657222295179963, -0.015362468548119068, -0.013209395110607147, 0.036776818335056305, -0.018272027373313904, 0.01222014520317316, 0.012743866071105003, -0.03956999629735947, -0.02525496669113636, 0.00019366748165339231, 0.0185047909617424, -0.04771675914525986, 0.01629352755844593, 0.0010910844430327415, 0.02886281907558441, -0.038871701806783676, 0.05423416942358017, -0.04306146502494812, 0.01344215963035822, 0.021065203472971916, 0.010008880868554115, 0.018272027373313904, 0.0050917272455990314, 0.04213040694594383, 0.006371933035552502, -0.04166487604379654, -0.02816452644765377, 0.003986095078289509, -0.03514746576547623, 0.013151204213500023, -0.01699182204902172, 0.00890324916690588, -0.0223454087972641, 0.05865669623017311, 0.02374199591577053, -0.016759056597948074, -0.004742580000311136, 0.060518816113471985, 0.011870997957885265, -0.017573732882738113, 0.019435850903391838, -0.0036660435143858194, -0.02676793746650219, 0.00305503630079329, 0.02304370328783989], 'text': 'J C S Baker\\n\\nDirector Defence Safety & Environment Authority Defence Authority for Health Safety & Environmental Protection September 2014\\n\\ni\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nPreface\\n\\nHow to use this JSP\\n\\nJSP 418 is intended as the lead Departmental publication for the management of 1. environmental protection in defence. It is designed to be used by all staff. This JSP contains the policy and direction on environmental protection in defence and guidance on the processes involved and good practice to apply to ensure defence meets its’ regulatory obligations. This JSP will be reviewed at least annually.\\n\\n2.\\n\\nThe JSP is structured in two parts:\\n\\na. Part 1 - Directive, which provides the direction that must be followed in\\n\\naccordance with Statute, or Policy mandated by Defence or on Defence by Central Government.\\n\\nb. Part 2 - Guidance, which provides the guidance and best practice that will\\n\\nassist the user to comply with the Directive(s) detailed in Part 1.\\n\\nRelated JSPs JSP 815 JSP 375 JSP 392\\n\\nTitle Defence, Health, Safety & Environmental Protection Management of Health & Safety in Defence Management of Radiation Protection in Defence', 'metadata': {'uuid': '4d173709-a7c8-427a-94f8-cfac9e1f0bee', 'index': 1, 'created_datetime': '2024-12-05T17:11:21.633874+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 250, 'page_number': 2, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'af04c9bf-23b6-4452-a030-21515174a614', '_score': 1.0, '_source': {'vector_field': [-0.05465519800782204, 0.018548784777522087, 0.014088581316173077, -0.003610641462728381, -0.005805345252156258, 0.014088581316173077, -0.03554004058241844, -0.0026902819517999887, -0.026478037238121033, 0.017203643918037415, -0.02520369365811348, 0.024354130029678345, 0.014159378595650196, -0.010973517782986164, -0.04870826005935669, 0.024778911843895912, 0.020814286544919014, 0.04615957289934158, 0.027893975377082825, 0.024354130029678345, 0.030159475281834602, 0.03823032230138779, 0.0023893951438367367, 0.009840767830610275, -0.05578795075416565, -0.07249601930379868, 0.007185884285718203, -0.040495820343494415, 0.05975257605314255, -0.031575411558151245, 0.04672594740986824, 0.06400039047002792, 0.027610788121819496, -0.02152225561439991, 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0.018973566591739655, 0.011327502317726612, -0.03624800965189934, -0.020814286544919014, -0.00800004880875349], 'text': 'Coherence with other Defence Authority Policy and Guidance.\\n\\n3. Where applicable, this document contains links to other relevant JSPs, some of which may be published by different Defence Authorities. Where particular dependencies exist, these other Defence Authorities have been consulted in the formulation of the policy and guidance detailed in this publication. Training\\n\\n4. Details of relevant training and competence can be sourced from TLB/TFA Chief Environment and Safety Officers (CESO) Organisation or equivalents. Defence specific Environmental Protection training is also available through the Specialist Training School at RAF Halton1. Further Advice and Feedback- Contacts\\n\\n5. The owner of this JSP is DSEA-CPA. For further information on any aspect of this guide, or questions not answered within the subsequent sections, or to provide feedback on the content, contact:\\n\\nJob Title/E-mail DSEA-CPA- Safetyenquiries@mod.uk\\n\\nProject focus JSP 418 Authors\\n\\nPhone\\n\\n1 http://defenceintranet.diif.r.mil.uk/Organisations/Orgs/RAF/Organisations/Locations/Halton/Pages/STSTrgSupp.aspx\\n\\nii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nFMC-Cap- InfraPolEnvComplAH@mod.uk DESTECH-QSEPEnv@mod.uk', 'metadata': {'uuid': '165df380-c302-42ce-9360-032b634f2d78', 'index': 2, 'created_datetime': '2024-12-05T17:11:21.634187+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 273, 'page_number': 3, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '3f32b587-b2b7-46c1-8506-1a2383d8256e', '_score': 1.0, '_source': {'vector_field': [-0.012025585398077965, 0.06636905670166016, 0.04049121215939522, 0.02222450077533722, 2.6014604372903705e-05, -0.0023879921063780785, -0.01385225635021925, 0.0026068121660500765, -0.015298371203243732, 0.01758171059191227, -0.011645029298961163, 0.02405117079615593, 0.004281260538846254, -0.030596742406487465, -0.052973464131355286, 0.039882320910692215, 0.008181964978575706, 0.03181452304124832, 0.07032684236764908, 0.03318452835083008, -0.00023903705005068332, 0.014004479162395, -0.02070227451622486, 0.02937896177172661, -0.05449569225311279, -0.011721140705049038, 0.02983563020825386, 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0.0033108415082097054, -0.010579470545053482, 0.07732908427715302, 0.03470675274729729, -0.0028161180671304464, -0.013395588845014572, 0.05388680100440979, 0.022681167349219322, 0.012558364309370518, -0.002330908551812172, 0.027095623314380646, -0.020854497328400612, -0.0010988569119945168, -0.004281260538846254], 'text': 'TLB/TFA CESO organisation or equivalent Local environmental protection advisors\\n\\nLead for Part 2 Leaflet 3\\n\\nLead for Part 2 Leaflets 5, 6, & 7 TLB/TFA central health & safety function and advice. Site specific environmental protection advice.\\n\\niii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nContents\\n\\nForeword\\n\\ni\\n\\nPreface\\n\\nii\\n\\nHow to use this JSP\\n\\nii\\n\\nTraining\\n\\nii\\n\\nCoherence with other Defence Authority Policy and Guidance\\n\\nii\\n\\nFurther Advice and Feedback – Contacts\\n\\nii\\n\\nContents\\n\\niv\\n\\nChapter 1 - Introduction, Maintenance and Disclaimer\\n\\n1\\n\\nChapter 2 - The Legislative Framework and Formulation of\\n\\n3\\n\\nDepartmental Policy\\n\\nChapter 3 - Organisational Roles and Responsibilities\\n\\n6\\n\\nChapter 4 - Risk Management\\n\\n8\\n\\nChapter 5 - Regulatory Organisations\\n\\n10\\n\\nChapter 6 - Corporate Records, Notifications and Investigations\\n\\n13\\n\\niv\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n1\\n\\nIntroduction, Authority, Maintenance and Disclaimer\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement by the Secretary of State (SofS) for Defence for Health, Safety and Environmental Protection (HS&EP) in Defence2 has as a fundamental objective that those who deliver or conduct defence activities protect the environment when undertaking those activities. The Policy Statement applies to everyone and all organisations within Defence who conduct defence activities.\\n\\n2.\\n\\nThe Policy Statement states that authority is given to the Director General, Military Aviation Authority (DG MAA) and the Director, Defence Safety and Environment Authority (Director DSEA) for the regulation of HS&EP in Defence where there is a Departmental responsibility.\\n\\n3.\\n\\nJSP 815 amplifies the SofS’s Policy Statement and describes the arrangements for the management of HS&EP throughout Defence, provides strategic direction to TLB Holders and TFA Chief Executives responsible for conducting defence activities and provides an overview of the arrangements for the regulation of defence activities. JSP 815 defines the requirements of the Policy Statement in respect of Environmental Protection as being ‘based on the UK environmental legislative framework not encompassing sustainable development’. Therefore sustainable development requirements are not addressed within this JSP; Departmental policy for which is the responsibility of the Defence Infrastructure Organisation.\\n\\n4.\\n\\nJSP 418 is the corporate publication that provides guidance to Defence in meeting its’ Environmental Protection Policy and Regulatory obligations. JSP 418 has two parts. Part 1 Directive, which provides the direction that must be followed in accordance with Statute, or Policy mandated by Defence or on Defence by Central Government. Part 2 Guidance, which provides the guidance and best practice that will assist the user to comply with the Directive(s) detailed in Part 1. These leaflets provide guidance and Defence Codes of Practice (DCoP) on how TLB/TFAs and Commanding Officers / Heads of Establishment comply with regulatory or policy requirements. DCoPs set out rules to aid TLB/TFAs in complying with regulations and represent good practice for defence.', 'metadata': {'uuid': '0c5f96d5-02af-4a94-8c71-6fc615684835', 'index': 3, 'created_datetime': '2024-12-05T17:11:21.634454+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 631, 'page_number': 4, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '60fea029-bfd0-4a19-84d5-4a5aed61fd74', '_score': 1.0, '_source': 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Director DSEA, and is produced and maintained, in consultation with stakeholders, by DSEA Corporate Policy and assurance (CPA).\\n\\nAmendment Record\\n\\n7.\\n\\nAmendments will be staffed by DSEA-CPA together with lead areas, relevant subject matter experts and key stakeholders.\\n\\n2http://defenceintranet.diif.r.mil.uk/libraries/corporate/Ministry%20of%20Defence/20120920.1/20130601_SofS_HSEP_Policy_Statement _signed.pdf\\n\\n1\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n8.\\n\\nComments or proposed amendments to this JSP are to be made by e-mail to DSEA-CPA- Safety enquiries using the following format:\\n\\na. Senders reference b. Date c. Chapter/Leaflet/Page/Paragraph being addressed d. Comment\\n\\nAmd no.\\n\\nDate\\n\\nText Affected\\n\\nAuthority\\n\\nDisclaimer\\n\\n9.\\n\\nNothing contained within this JSP removes the requirement on anyone to comply with applicable legislation, Defence regulations and the Policy Statement.', 'metadata': {'uuid': '1815bbfc-458d-4b85-9f89-1c2cb675a3d1', 'index': 4, 'created_datetime': '2024-12-05T17:11:21.634992+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 265, 'page_number': 6, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'd11fb16c-9101-4f6f-a10d-5649d0f47a94', '_score': 1.0, '_source': {'vector_field': [-0.008007458411157131, 0.058407340198755264, -0.026242930442094803, -0.02018686942756176, -0.013121465221047401, 0.0011186889605596662, 0.014669124968349934, -0.02220555581152439, -0.01641865447163582, 0.012583148665726185, -0.008007458411157131, 0.003145787166431546, 0.02489713951945305, -0.029338249936699867, -0.05033259466290474, 0.052485860884189606, -0.02516629733145237, -0.00995885580778122, 0.052485860884189606, 0.024762559682130814, 0.003785037901252508, -0.019110236316919327, 0.000878969905897975, 0.0029607408214360476, -0.034048520028591156, 0.0608297660946846, 0.013121465221047401, -0.0322989895939827, 0.027992459014058113, -0.08613064140081406, 0.04710269346833229, 0.05410080775618553, 0.006695311516523361, -0.018302761018276215, -0.012919596396386623, -0.012919596396386623, 0.01069904025644064, 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0.022878451272845268, 0.004289709497243166, -0.027723301202058792, 0.011237356811761856, -0.027588721364736557], 'text': 'Equality & Diversity Impact Assessing Statement\\n\\nThis policy has been equality and diversity impact assessed in accordance with Departmental policy. This resulted in a Part 1 screening only completed (no direct discrimination or adverse impact identified). This policy is due for review in 2017.\\n\\n2\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n2 The Legislative Framework and\\n\\nFormulation of Departmental Policy\\n\\nIntroduction\\n\\n1.\\n\\nEnvironmental legislation provides the cornerstone for protecting both the environment and human health from harm. Within the UK, Defence is required to comply with all applicable environmental protection legislation (including legislation giving effect to the UK’s international obligations). Overseas, Defence will apply UK standards where reasonably practicable and, in addition, respond to host nations’ relevant environmental protection expectations.\\n\\n2.\\n\\nThere are a number of pieces of environmental protection legislation, international treaties or protocols which include exemptions (coverage excludes) or derogations (authority given to deviate) relevant to defence activities. Additionally, where legislation does apply, there maybe powers of specific dis-application granted to SofS which may be invoked in the interests of Defence and or national security. In these circumstances the Policy Statement requires the introduction of Departmental arrangements that produces outcomes which are, so far as reasonably practicable, at least as good as those required by legislation. In the few cases where applicable the guidance in Part 2 of this JSP outlines in detail the mandated processes through which an exemption, derogation or dis-application can be granted or utilised for certain defence activities.\\n\\n3.\\n\\nUnder customary international law, Visiting Forces have state immunity from domestic legislation and this is outlined in more detail JSP 815 Part 2. Interface arrangements have been agreed between the Environment Agency and United States Visiting forces (USVF) 3; these form an annex to the Ministry of Defence / Environment Agency Memorandum of Understanding.', 'metadata': {'uuid': 'a7b3e3f9-e8f5-47a3-a59d-9f3f951eb36b', 'index': 5, 'created_datetime': '2024-12-05T17:11:21.635212+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 380, 'page_number': 7, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 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0.004595942795276642, -0.034713491797447205, -0.009191885590553284, -0.0010783777106553316], 'text': 'Legislation\\n\\n4.\\n\\nThere is a wide range of environmental legislation covering air, water, land, waste, natural resources, flora, fauna and human activity which have the potential to impact on Defence. Such requirements can often be complex both individually and collectively and because of the unique position of Defence and the need to maintain outputs including Operational Capability. Defence’s environmental protection obligations can be found throughout differing levels of legislation. Comprehensive lists of relevant environmental protection legislation are required as part of the Environmental Management System (EMS) covering the site; further information on EMS can be found in Chapter 4.\\n\\nInternational Treaties\\n\\n5.\\n\\nInternational treaties are usually signed by national governments (Westminster Parliament not Devolved Administrations) and they may or may not be binding legal requirements on signatories. As Defence operates across national boundaries we need to be aware of our international obligations and these include, amongst others, the Basel Convention on the Transboundary Movements of Hazardous Waste and Their Disposal and the Stockholm Convention on Persistent Organic Pollutants.\\n\\n3 In the UK, United States Visiting Forces (USVF) operate under the terms of the Agreement Between the Parties to the North Atlantic Treaty Regarding the Status of Their Forces (London 19 June 1951) (NATO SOFA). USVF implement management systems and processes which provide the same substantive protection as required by UK legislation and MOD environmental protection policy. When there is a variance between US and UK standards it is USVF policy to apply the more environmentally protective standard.\\n\\n3\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)', 'metadata': {'uuid': '8d552e32-4515-4fc6-a9a3-00086d49766b', 'index': 6, 'created_datetime': '2024-12-05T17:11:21.635517+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 320, 'page_number': 8, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 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-0.0009120124159380794, -0.020468251779675484], 'text': 'European Legislation\\n\\n6.\\n\\nThe majority of new UK environmental protection legislation now originates at the European level; the main legal instruments are EU directives and regulations. European legislation is transposed into national legislation by each member state. For example the Integrated Pollution Prevention and Control (IPPC) (EC 1996) was implemented in the UK by the Pollution Prevention and Control (PPC) Act (1999) and supporting statutory instruments such as the Environmental Permitting (England & Wales) Regulations (2010). European regulations tend to apply directly on a member state and do not necessarily need to be transposed through specific national legislation for example the Transfrontier Shipment of Waste Regulations (EC 1994).\\n\\nUnited Kingdom (UK) Legislation\\n\\n7.\\n\\nIn the UK legislation comprises Acts of Parliament and statutory instruments with the latter being referred to as regulations. Acts generally provide policy principles and broad requirements while statutory instruments (SIs) are specific and detailed. SIs can be updated to take account of changes at the operating level.\\n\\n8.\\n\\nIn the UK the primary piece of environmental protection legislation is the Environmental Protection (EPA) Act (1990). The EPA defines within England, Scotland and Wales the legal framework for duty of care for waste, contaminated land and statutory nuisance. One of the principal regulations in England and Wales is the Environmental Permitting Regulations (EPR) (2010). EPR provides a consolidated framework for environmental permits and exemptions covering industrial activities, waste operations and water discharge activities amongst others. EPR also sets out the powers, functions and duties of the regulators4. In Scotland and Northern Ireland the principle permitting regulations are the Pollution Prevention and Control (PPC) Regulations.', 'metadata': {'uuid': 'fe7af78b-7c10-471b-81ad-a56e3f747fad', 'index': 7, 'created_datetime': '2024-12-05T17:11:21.635811+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 339, 'page_number': 9, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '35255f6f-0950-403d-975a-4e0e4c8bcee8', 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-0.01118678878992796, -0.010913940146565437, -0.010804800316691399, -0.039071906358003616, -0.0299041960388422, -0.011241358704864979, 0.012005333788692951, 0.008676582016050816, 0.03645256161689758, 0.002401066944003105, -0.0021827879827469587, 0.01396984327584505, 0.013369577005505562, 0.01920853555202484, 0.028594523668289185, 0.03798051178455353, 0.0030422608833760023, 0.00927684921771288, -0.003001333447173238, 0.01658918894827366, 0.0030286184046417475, -0.06199118122458458, -0.02029992826282978, -0.024556364864110947, -0.011568776331841946, -0.019863370805978775, 0.009713406674563885, -0.004747563973069191, 0.011732486076653004, 0.013860704377293587, 0.020736485719680786, -0.0005832136957906187, -0.04474715515971184, 0.06024495139718056, 0.005402400158345699, -0.008567443117499352, 0.029467638581991196, 0.014188122004270554, -0.028376244008541107, 0.008567443117499352, 0.00829459447413683], 'text': 'Devolved Administrations\\n\\n9.\\n\\nUnlike Defence, which is a reserved matter, environment is a devolved power and the Devolved Administrations have the right to bring forward their own environmental protection legislation. Within the UK there are four differing regulatory regimes for environmental protection; the differences can be subtle but the impact of non-compliance maybe significant. Defence operates throughout the UK and needs to be aware of the differing requirements in each of the four UK territories to ensure we are compliant in meeting differing statutory requirements5.\\n\\nDefence Regulations\\n\\n10. Defence Regulators provide regulation of EP for Defence activities where this is a Departmental responsibility. Defence regulators are empowered by SofS by Charter (DG MAA) or via a delegation from PUS and Director DSEA (DSEA Regulators). Defence regulators operate regimes that are aligned, where reasonably practicable, with statutory equivalents or near equivalents. These defence regulations are contained in the regulators appropriate Level 2 documents. Further information on the role of Defence Regulators can be found in Chapter 5.\\n\\n4 The Environment Act (1995) established the regulatory bodies of the Environment Agency and Scottish Environment Protection Agency. 5 For example England, Wales and Northern Ireland brought in Hazardous Waste Regulations in 2005 to replace the Special Waste Regulations (1996); whereas Scotland took the decision to amend the Special Waste Regulations (1996) in 2004 rather than bring in new Hazardous Waste Regulations.\\n\\n4\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)', 'metadata': {'uuid': '6d7d9572-2188-4468-9202-1f4dcc366036', 'index': 8, 'created_datetime': '2024-12-05T17:11:21.636060+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 306, 'page_number': 9, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'c3b7a8a0-2919-4f58-928b-69afcddf1ae6', '_score': 1.0, '_source': {'vector_field': [0.024100452661514282, 0.07375001907348633, 0.018305808305740356, 0.02805134654045105, -0.01086495816707611, 0.0006625978276133537, 0.010074779391288757, -0.02357366681098938, 0.008560270071029663, 0.011589288711547852, -0.033582597970962524, 0.00967969000339508, 0.017252236604690552, -0.00849442183971405, 0.05320537090301514, 0.09324109554290771, -0.027392864227294922, 0.01106250286102295, 0.08744645118713379, 0.04714733362197876, -0.020808041095733643, 0.03634822368621826, -0.019754469394683838, 0.0447767972946167, 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-0.022783488035202026, -0.007243305444717407, 0.0070128366351127625, 0.004675224423408508, 0.026075899600982666, 0.024232149124145508, 0.012577012181282043, 0.06900894641876221, 0.012181922793388367, 0.024100452661514282, -0.03634822368621826, 0.06058037281036377, 0.022520095109939575, 0.0021400675177574158, -0.006387278437614441, 0.03160715103149414, -0.045830368995666504, 0.003555804491043091, -0.016857147216796875], 'text': 'Defence Policy & Formulation\\n\\n11.\\n\\nIt is essential that Defence is aware of, and can appropriately influence, emerging EP legislation and consider the need for exemptions for Defence activities, should the potential consequence be a severe constraint on capability. DSEA-CPA co-ordinates processes aligned with HS&EP domains with TLBs, TFAs and Defence Regulators to track and influence legislation and exemptions. The granting of exemptions is a rare event in EP legislation and will only be considered where a significant impact on Defence activities has been identified. The Department is supportive of the principles underpinning environmental protection legislation including the principle that the polluter pays.\\n\\n12. As the majority of new EP legislation originates from Europe DSEA-CPA represents MOD in DEFNET (DEFence environmental NETwork) to ensure we are aware of upcoming European legislation that has the potential to impact Defence activities and, where appropriate, to influence its development through the established formal UK process. DEFNET is an informal, expert-level, forum which focuses on the environmental issues that through European legislation adversely affect, or could adversely affect, Member State’s defence activities and operational capabilities.\\n\\n13. The Defence Environment and Safety Committee (DESC) is the senior Departmental committee for HS&EP; it is chaired by the PUS and provides advice on high-level policy including JSP 815 from which this JSP takes its lead.\\n\\n14. There is no formal Defence Committee for JSP 418. DSEA-CPA, as its authors, will utilise the Department’s existing informal processes to consult on the development of the JSP with stakeholders and experts groups; these will include the TLB/TFA CESO organisations or equivalents and appropriate subject matter expert groups.', 'metadata': {'uuid': '127401ac-5a24-4259-8fe5-a1e73305277b', 'index': 9, 'created_datetime': '2024-12-05T17:11:21.636287+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 345, 'page_number': 10, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '989b828a-f1f8-4091-af7c-b63cd773f919', '_score': 1.0, '_source': {'vector_field': [-0.035740554332733154, 0.021983277052640915, 0.04339924454689026, 0.003084750147536397, 0.01638108678162098, -0.03233669325709343, -0.011204380542039871, -0.052192553877830505, -0.05190889909863472, 0.0947408378124237, -0.04992331564426422, 0.026805415749549866, -0.005921302363276482, -0.05786566063761711, 0.025812622159719467, 0.0581493154168129, 0.002676995936781168, -0.007906888611614704, 0.05531276389956474, 0.04765407368540764, 0.017161138355731964, 0.004751224536448717, -0.013970018364489079, 0.057582005858421326, 0.002836551982909441, -0.017161138355731964, 0.0008066444424912333, -0.03531507030129433, 0.032620348036289215, -0.05786566063761711, 0.06495703756809235, -0.01375727728009224, 0.04169731214642525, -0.03857710584998131, 0.043682899326086044, 0.031627554446458817, -0.020565001294016838, 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-0.0003124639333691448, 0.036307863891124725], 'text': 'Departmental Publications\\n\\n15. The Department produces publications (typically in JSPs) on HS&EP in a hierarchy of four levels.\\n\\na. Level 1 – Departmental Policy (e.g. JSP 815)\\n\\nb. Level 2 – Defence Regulations owned by Defence Regulators\\n\\nc. Level 3 – Rules and guidance (including where appropriate Codes of Practice) provided by Defence Regulators on Legislation and Defence regulations; DSEA-CPA provides rules and guidance to Defence on corporate requirements and compliance with legislation (this JSP).\\n\\nd. Level 4 – procedures and arrangements, normally produced within TLBs and TFAs, containing more detailed advice for line management on how implementation of Levels 1-3 can be achieved.\\n\\n16. DSEA-CPA is to ensure that the contents of JSP 418 is consistent with the publications above it i.e. JSP 815. TLBs and TFAs are to ensure consistency with higher level documents including this JSP.\\n\\n5\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n3 Organisational Roles and\\n\\nResponsibilities\\n\\nCorporate Roles and Responsibilities\\n\\n1.\\n\\nAs part of their commitment to achieving and maintaining high HS&EP standards; SofS and the Defence Board regularly receive information on and consider HS&EP matters. This information includes interventions by Statutory and Defence regulators for environmental protection.\\n\\n2.\\n\\nThe PUS is responsible for ensuring that effective management arrangements are in place to deliver compliance with the Policy Statement. The term arrangements is used to encompass any set of ‘systems’ or ‘procedures’ that would be put in place to comply with the Policy Statement. For EP this includes the requirement that all MOD sites are covered by an appropriate Environmental Management System (EMS) based on the ISO 14001 standard. An EMS is an important tool in managing EP as it requires sites to identify, understand and keep a record of the regulatory requirements applicable to the activities conducted.', 'metadata': {'uuid': 'ddaddcae-429e-47d5-bb81-de896ba33c65', 'index': 10, 'created_datetime': '2024-12-05T17:11:21.636525+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 399, 'page_number': 10, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', 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Assurance\\n\\n3.\\n\\nDirector DSEA through DSEA-CPA is responsible for:\\n\\na. Drafting the SofS’s Policy Statement, JSP 815 and providing other corporate\\n\\nguidance including this JSP.\\n\\nb. Co-ordinating the tracking and influencing of legislation.\\n\\nc. Managing the Strategic relationship with HS&EP statutory regulators e.g. HSE, EA\\n\\nd. High level assurance processes including the compilation of the Departmental\\n\\nHS&EP Annual Assurance report.\\n\\ne. Providing the Secretariat for the DESC.\\n\\nf. Ministerial, Parliamentary and public information business relating to corporate\\n\\nenvironmental protection.\\n\\ng. Proposing corporate approaches to improve environmental protection performance.\\n\\nh. Maintaining a central record of environmental protection enforcement action and\\n\\nrisks referred to the SofS.\\n\\nEnvironmental Protection Management Duties\\n\\n4.\\n\\nThe Policy Statement requires that TLB holders and TFA Chief Executives are to set down and implement HS&EP management arrangements for activities in their areas of responsibility and that commanding officers and managers to whom they may delegate HS&EP authority are competent and have adequate resources at their disposal. TLB/TFA holders should ensure that their organisations have processes and systems in place to minimise adverse effects on the environment, to report, collate and record environmental incidents from their activities.\\n\\n6\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n5.\\n\\nEach establishment (Site) shall have in place processes and procedures to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the EMS covering the site. Commanding Officer / Heads of Establishments must ensure that the establishment has or is covered by an EMS.\\n\\n6.\\n\\nCommanding Officer / Heads of Establishments must make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site. Where there is imminent or actual threat of environmental damage6 occurring the relevant statutory regulator should be immediately informed.\\n\\n7.\\n\\nFor acquisition Delivery Team leaders must ensure that their project has or is covered by a Project Orientated Environmental Management System (POEMS)7.\\n\\n8.\\n\\nEmployees have duties under EP legislation and should be made aware of those through site procedures and systems.', 'metadata': {'uuid': 'e3dbfb84-8dba-4423-b7b8-0a25a120d39f', 'index': 11, 'created_datetime': '2024-12-05T17:11:21.636800+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 486, 'page_number': 11, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '533df15a-d905-4a47-a007-0ad7b78bf7bb', '_score': 1.0, '_source': {'vector_field': [0.009705622680485249, 0.01960439234972, 0.03225550428032875, 0.03998137265443802, -0.03920878469944, 0.023853620514273643, 0.017866071313619614, -0.030130889266729355, -0.02433648705482483, -0.0022815456613898277, 0.009174469858407974, 0.007532722316682339, 0.025109075009822845, -0.01593460515141487, -0.029551448300480843, 0.010526496917009354, 3.86818044262327e-09, 0.018155792728066444, 0.06760135293006897, 0.02858571521937847, -0.004466517828404903, 0.048093535006046295, -0.05794401839375496, 0.02395019307732582, -0.01670719124376774, 0.021052993834018707, 0.01467915065586567, 0.02395019307732582, 0.07185058295726776, -0.04036766663193703, 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0.00564954150468111, 0.023467326536774635, 0.0029937741346657276, 0.006615275517106056, -0.05137702822685242, -0.017866071313619614, -0.04036766663193703], 'text': 'Contractors and Partners\\n\\n9.\\n\\nTLB/TFAs routinely engage contractors and partners to undertake a wide range of defence activities. Contractors and partners must be competent to undertake the activities required and will comply with all relevant environmental legislation and the employing commanding officer or manager is to ensure that this is the case. TLB/TFAs will monitor that its contractors and partners hold appropriate environmental permits and licences and, the contractor and partners have in place and implement procedures to comply with environmental protection legislation.\\n\\n10.\\n\\nIf there are exemptions from legislation that are relevant to the contractor’s or partner’s defence activities, then Defence regulations apply. The Defence contracting organisation is to ensure that this is expressed in the contract or agreement and that relevant Defence regulators are empowered through the contract agreement to regulate the contractor’s or partner’s activities.\\n\\n6 Environmental Damage (Prevention and Remediation) Regulations 2009 – See Volume 2 Leaflet 2 for further information', 'metadata': {'uuid': '39a944b5-3b32-47b5-a1b5-b74445c6ad38', 'index': 12, 'created_datetime': '2024-12-05T17:11:21.637292+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 187, 'page_number': 12, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'cd6a2b57-b8bb-43fb-a653-993197d66958', '_score': 1.0, '_source': {'vector_field': [-0.011204670183360577, 0.05151572823524475, -0.005827716551721096, 0.02910638600587845, -0.007695161737501621, -0.036318589001894, 0.041470158845186234, -0.03374280035495758, -0.012943326495587826, 0.045848995447158813, -0.012234984897077084, -0.035803429782390594, 0.018932029604911804, -0.024212392047047615, -0.03348522260785103, 0.01326529961079359, -0.01326529961079359, -0.0025596877094358206, 0.04739446938037872, 0.005763322114944458, -0.01751534640789032, -0.019189609214663506, -0.009208436124026775, 0.06490981578826904, -0.04945509880781174, 0.02369723469018936, 0.018030503764748573, -0.032970067113637924, 0.0731523334980011, -0.05537940561771393, 0.01931839808821678, 0.03477311506867409, 0.04043984413146973, 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0.015197139233350754, 0.041727740317583084, -0.037606481462717056, -0.037348903715610504, 0.004636415280401707], 'text': '7 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n7\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n4 Environmental Risk Management\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement requires that adverse effects on the environment are minimised; Defence must meet this requirement through legislative compliance and the implementation of Environmental Management Systems (EMS) 8. on our sites and in our acquisition projects etc.\\n\\nEnvironmental Regulations\\n\\n2.\\n\\nIndividual environmental protection legislation refers to terms such as ‘As Low As Reasonably Achievable’, ‘Best Available Techniques’, Best Practicable Environmental Option’; all have subtle variations of meaning and application. Where establishments undertake defence activities requiring permits or authorisations under statutory regulations the appropriate statutory regulator or statutory guidance for the activity will be able to advise on the applicable risk management technique to be utilised.\\n\\n3. Many Defence activities requiring statutory authorisations or permits are undertaken by contractors or partnering organisations. In such cases Defence contracting organisations shall assure themselves and other TLBs/Duty Holders that their Industry Partners have all the appropriate permits and licenses. Commanding Officer / Heads of Establishments will need to assure themselves that the appropriate permit or licence has been granted for the activity; local or central TLB/TFA HS&EP advisors should be able to provide advice on the process for gaining that assurance. Volume 2 of this JSP provides detailed guidance and DCoPs in the form of leaflets for how defence meets its’ regulatory obligations. Volume 2 includes leaflets covering EP areas such as Environmental Management Systems, Pollution Prevention, Controlled Waste, Hazardous Substances & Restricted Materials and Contaminated Land.\\n\\n5. Where Defence has exemptions, derogations or dis-applications from legislation then Defence Regulators will provide guidance, usually through their level 2 JSP documents, on the risk management for environmental protection. This may be in the form of an equivalent process to statutory requirements or through a process of identifying the most appropriate environmental protection option for the Defence activity concerned.\\n\\n6. Where there is a need to identify the most appropriate environmental protection option the outcome decided on should be the result of a systematic and consultative decision-making procedure which involves customers and delivery organisations and defence regulators where appropriate. The final option should identify a level of management and engineering control that minimises, as far as practicable, the release of potentially polluting substances to the environment whilst taking account of a wider range of factors, including cost-effectiveness, technological status, operational capability, and environmental factors.', 'metadata': {'uuid': '24f5cc5d-2a2c-4356-bfc6-e35225b49629', 'index': 13, 'created_datetime': '2024-12-05T17:11:21.637437+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 517, 'page_number': 12, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'd2697371-f22a-44ca-899b-5c09f590b688', '_score': 1.0, '_source': {'vector_field': [-0.06252563744783401, 0.060659199953079224, -0.028229858726263046, 0.025896813720464706, 0.013648319989442825, -0.018314413726329803, 0.007465748116374016, -0.04246143996715546, -0.005045212339609861, 0.0662585124373436, -0.005832615774124861, -0.009857119992375374, 0.011840209364891052, -0.017964456230401993, 0.0003207938570994884, -0.027179988101124763, -0.0022893017157912254, -0.002026833826676011, 0.005366006400436163, 0.013648319989442825, -0.027996554970741272, 0.05645971745252609, -0.004578603431582451, 0.048993971198797226, -0.01843106560409069, -0.01405660342425108, 0.02006419748067856, 0.0035578955430537462, 0.06252563744783401, -0.03382917121052742, -0.003937015309929848, -6.060452142264694e-05, 0.0438612699508667, 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-0.0014800261706113815, 0.037095434963703156, 0.03336255997419357, 0.0008092754287645221, -0.02659672684967518, 0.011606904678046703], 'text': 'Environmental Management Systems\\n\\n7.\\n\\nPotential risk to the environment from a sites’ day to day activities should be managed through the implementation of EMS on our establishments and the identification of environmental activities, their aspects and impacts and the assessment of significance. EMS should be proportional to the risks associated with the size of the site, and the types of activities undertaken on site. Under certain circumstances, e.g. small low risk sites, it may be appropriate for the site to be covered by either a nearby establishment’s EMS or, as part\\n\\n8 Further details can be found in Part 2\\n\\n8\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nof a higher level EMS i.e. TLB level. EMS are the key tool in helping manage EP regulatory compliance in Defence. Commanding Officer / Heads of Establishments must ensure their establishment has or is covered by an EMS, this will usually be through the local environmental protection advisor. Further detail can be found in Volume 2 Leaflet 1.\\n\\n8. During acquisition the SofS commitment to EP is met through implementation of a Project Oriented Environmental Management System (POEMS)9. POEMS ensures Delivery Teams identify potential environmental impacts and risks associated with equipment systems and services acquisition projects. POEMS states that DTs are responsible for providing information gathered on potential environmental impacts associated with their projects to other parties. E.g. emissions to the environment, including noise, provided to users and/or Defence regulators. Major Accident and Control Regulations\\n\\n9.\\n\\nThe Major Accident Control Regulations (MACR) require a comprehensive Major Accident Environmental Risk Assessment (ERA) to be undertaken on establishments that fall under MACR in line with JSP 49810. MACR Sites with an ERA should incorporate the assessment in to the site EMS to aid in the management of EP on site.', 'metadata': {'uuid': '2b3552b2-8000-4bc4-b459-dd6abd5e347f', 'index': 14, 'created_datetime': '2024-12-05T17:11:21.637786+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 368, 'page_number': 13, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'ba6864d9-4163-4ae6-95bf-007c2a2490f3', '_score': 1.0, 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-0.025813303887844086, -0.022246992215514183, -0.06555220484733582, -0.06521255522966385, 0.03888978064060211, 0.016388051211833954, -0.016303138807415962, 0.08661042898893356, -0.011378232389688492, -0.015284192748367786, -0.002706575905904174, -0.0220771674066782, 0.024454709142446518, 0.03736136108636856, 0.023435762152075768, 0.03090803511440754, 0.03685188665986061, -0.015114368870854378, 0.06792974472045898, 0.018765592947602272, -0.034134697169065475, 0.018765592947602272, -0.014350159093737602, -0.047890469431877136, -0.005349467508494854, -0.04958871379494667, 0.02309611439704895, -0.0461922287940979, 0.04483363404870033, 0.012227354571223259, 0.024454709142446518, -0.040588025003671646, 0.06894869357347488, 0.03379504755139351, 0.018256118521094322, -0.00490367878228426, 0.021228045225143433, -0.026662426069378853, -0.02360558696091175, 0.019869450479745865], 'text': 'Environmental Protection Overseas and in Operations\\n\\n10. Defence recognises that it still has a requirement to minimise adverse impacts on the environment overseas and in Operations despite these posing unique challenges in the management of environmental protection. Part 2 provides further advice on managing EP on the overseas estate.\\n\\n11. When on Operations personnel should apply UK standards where reasonably practicable and, in addition, apply the Host Nation’s standards for Health and Safety, including EP. Whilst it is fully understood that total compliance with UK legislation is not always possible within the operational environment, Operational Commanders have a duty of care to ensure, as far as reasonably practicable, that the approach to EP, as part of Op Safety is proportionate with the understanding that it may not be possible to fully meet legislative and policy standards expected in the UK. Where this is the case, decisions shall be supported by a robust risk assessment process.', 'metadata': {'uuid': 'df344a82-aecf-4d86-9d26-c4e930b0190d', 'index': 15, 'created_datetime': '2024-12-05T17:11:21.637982+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 179, 'page_number': 14, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '92eea0cc-434f-406f-959e-32ef0bf09b8a', '_score': 1.0, '_source': {'vector_field': 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http://defenceintranet.diif.r.mil.uk/Reference/DINsJSPs/Pages/JSP498MajorAccidentControlRegulations.aspx\\n\\n9\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n5 Regulatory Organisations\\n\\nStatutory Regulators\\n\\n1. Most Defence activities in the UK are fully subject to the requirements of environmental protection legislation and are regulated by statutory regulators. Within the UK territories there are four main statutory regulators for EP, these are:\\n\\na. Environment Agency\\n\\nb. Scottish Environment Protection Agency\\n\\nc. Natural Resources Wales\\n\\nd. Northern Ireland Environment Agency\\n\\n2.\\n\\nFurther to the four main statutory regulators other organisations also have statutory roles for EP these include:\\n\\na. Local Authorities\\n\\nb. Marine Management Organisation\\n\\nc. Health & Safety Executive (UK Competent Authority for the Registration, Evaluation,\\n\\nAuthorisation & Restriction of Chemicals (REACH) Regulation)\\n\\nd. Office of the Nuclear Regulator (ONR)\\n\\n3.\\n\\nThe regimes operated by the statutory regulators are dependent on the legislation that empowers them, and there is variety in those. The Environment Act (1995) established the Environment Agency (EA) and the Scottish Environment Protection Agency (SEPA) as regulatory bodies for environmental protection; the Natural Resources Body for Wales (Establishment) Order 2012 established Natural Resources Wales as the environmental protection regulator for Wales. The Northern Ireland Environment Agency was launched in 2008 and is an Executive Agency within the Department of Environment in Northern Ireland.\\n\\n4.\\n\\nCo-ordinated by Director DSEA the Department maintains Memorandum of Understanding (MoU) with the EA and the MMO while the Department also has a Radioactive Substances Agreement with SEPA.\\n\\n5.\\n\\nThese agreements help standardise interactions between the statutory regulators and Commanding Officers / Heads of Establishment and the Department as a whole; in certain areas the MoU provides interpretation of the regulators responsibilities in Defence.', 'metadata': {'uuid': '181f00ad-b189-4480-9916-a9b0236c0690', 'index': 16, 'created_datetime': '2024-12-05T17:11:21.638104+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 421, 'page_number': 14, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'fb4f15cb-e3c9-4a07-8194-52d50655f528', '_score': 1.0, '_source': {'vector_field': [0.009709672071039677, 0.019129503518342972, 0.0070044901221990585, 0.0332350954413414, -0.03284864127635956, -0.027824731543660164, 0.00104463507886976, -0.02328389137983322, -0.02106177620589733, 0.03555382415652275, -0.011786866001784801, -0.01255977526307106, 0.045021962374448776, -0.03381478041410446, 0.004420074634253979, 0.0544901005923748, -0.03516736999154091, 0.04598809778690338, 0.10743438452482224, 0.03381478041410446, 0.012753002345561981, 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-0.032075732946395874, -0.023766959086060524, -0.0048789894208312035, 0.0033331711310893297, -0.0124631617218256, 0.004202694166451693, 0.032075732946395874, 0.017197230830788612, -0.011013956740498543, -0.061446283012628555, 0.05564946308732033, 0.013332684524357319, -0.014878503046929836, 0.011883479543030262, -0.00734263751655817, -0.027631504461169243, -0.001871889573521912, 0.005265444051474333], 'text': 'Defence Regulators\\n\\n6.\\n\\nDefence regulators provide regulations and guidance of environmental protection for defence activities where there is a Departmental responsibility; this includes where these activities take place outside the UK but with due regard to host nation expectations. See JSP 815 Chapter 4 for further details on Defence regulators.\\n\\n7.\\n\\nAlthough most Defence activities are subject to EP legislation, there are areas where the Defence regulators do have additional Defence regulations that cover areas of EP legislation\\n\\n10\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\ne.g. JSP 518 & 538 Annex C to Chapter 2 – Further Authorisation Conditions (FAC) 3: Radioactive Discharges.\\n\\n8.\\n\\nDefence regulators’ requirements can range from the requirement to submit an exemption case for consideration and approval to a simple requirement that TLB/TFAs have systems and processes in place to manage an environmental protection requirement.\\n\\n9.\\n\\nDefence regulators may also take account of compliance with statutory requirements as part of their permissioning of activities e.g. DSEA – Fuels and Gases Safety Regulator (FGSR) licensing of fuel installactions. For further information on Defence regulators requirements please see their specific Level 2 JSPs.', 'metadata': {'uuid': 'c1d8f3d0-e18e-4a65-bf41-416c719a2863', 'index': 17, 'created_datetime': '2024-12-05T17:11:21.638525+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 252, 'page_number': 15, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '2d67816a-a810-47d9-86d8-8205ee003631', '_score': 1.0, '_source': 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Notwithstanding the position of state immunity under customary international law, many host nations have environmental protection authorities with expectations (which maybe expressed in written agreements) in respect of UK defence activities conducted in their jurisdiction. A Commanding Officer or manager should be fully aware of such agreements and the environmental protection requirements placed on defence when undertaking their activities. Enforcement\\n\\nStatutory Regulators\\n\\n11. Statutory regulators have enforcement powers and regimes granted to them by legislation. Where an allegedly offending defence activity is conducted by Crown servants i.e. members of the armed forces or MOD civilians, statutory regulators powers can be modified to take account of that fact.\\n\\n12. The relevant statutory regulator in the four territories of the UK will consider action against the Department, as they would against a civil establishment, in accordance with their own individual enforcement guidance/statements11. However, the Department, as part of the Crown, cannot be criminally liable, including failure to comply with prohibition, enforcement or works notices. This does not reduce the impact of enforcement action taken against the Department.\\n\\n13. Where, but for Crown immunity, the Department would have been prosecuted as a corporate body; the statutory regulators may apply to the High Court (England, Wales, Northern Ireland) or the Court of Session (Scotland) for a declaration that our acts or omissions were unlawful. The Environment Agency (EA) has undertaken, through the Memorandum of Understanding (MoU), not to prosecute Crown servants in lieu of corporate responsibilities.\\n\\n14. Notwithstanding Crown immunity from prosecution, the actions of Crown servants may constitute criminal offences and as such they may be prosecuted individually. The MoU with the EA sets out that they will only prosecute individuals in circumstances where they would have prosecuted individuals of a private company. For senior managers only, this will normally be where it can be shown that an offence has been committed with the consent of or connivance of, or has been attributable to any neglect on the part of, any senior manager or a person who was purporting to act in such a capacity.\\n\\n15. The Radioactive Substances Agreement with SEPA states that in the event of a compliance issue SEPA will deal with the matter using a similar approach to that outlined in SEPA’s Enforcement Policy. In such an event SEPA will formally write to the Secretary of State for', 'metadata': {'uuid': 'ae0f5b58-f5e6-40a8-8549-4c9cffb12149', 'index': 18, 'created_datetime': '2024-12-05T17:11:21.638742+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 472, 'page_number': 16, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'c275ab8a-73bc-464f-a6fe-1d296ec9097d', '_score': 1.0, '_source': {'vector_field': 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http://www.environment-agency.gov.uk/static/documents/Business/Enforcement_and_Sanctions_Guidance.pdf http://www.sepa.org.uk/about_us/idoc.ashx?docid=48c35c8b-7a17-40da-80ed-f4637abbcf4c&version=-1 http://www.doeni.gov.uk/niea/niea_enforcement_policy.pdf http://naturalresourceswales.gov.uk/content/docs/word/our-work/about-us/enforcement-policy-en.doc?lang=en\\n\\n11\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence and copied to the Commanding Officer / Head of Establishment, Director DSEA and Hd DNSR.\\n\\n16. As part of the Crown, the Department cannot be made subject of a civil penalty under the Regulatory Enforcement and Sanctions Act 2008.\\n\\n17.\\n\\nIn the event of any of the following interventions by a statutory regulator: enforcement notices, works notices, prohibition notices, suspension or revocation of environmental permits or licenses; DSEA-CPA should be notified by the TLB/TFA involved; usually through the central HS&EP function e.g. CESO. Further information can be found in Chapter 6.\\n\\nDefence Regulators\\n\\n18. Defence regulators have enforcement powers granted by charter or delegations; see JSP 815 Chapter 4 and for further information on Defence regulators requirements see their specific Level 2 documents. Where Defence is subject to environmental protection legislation, the statutory regulator has ultimate jurisdiction.\\n\\n12\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)', 'metadata': {'uuid': 'afdfe907-ac74-4ad3-8e96-84eeda367529', 'index': 19, 'created_datetime': '2024-12-05T17:11:21.639138+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 337, 'page_number': 16, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 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Records, Notifications and\\n\\nInvestigations\\n\\n1.\\n\\nIn order to support routine and annual reporting (including to the Defence Board and for the Holding to Account Process) and to provide centrally held data in the event of enquiries. DSEA-CPA collates records for certain EP interventions by statutory regulators. JSP 815 requires TLB/TFA holders are to ensure that their organisations have systems in place to report, collate and record environmental incidents from their activities.\\n\\n2.\\n\\nAs outlined in Chapter 3 processes and procedures are to be put in place at site level to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the Environmental Management System (EMS) covering the site and in the event of an incident recorded as part of the site EMS.\\n\\n3.\\n\\nCommanding Officer / Head of Establishments are to make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site.\\n\\n4.\\n\\nThe UK Government is required to annually submit to the European Commission information on Ozone Depleting Substances (ODS) including Halon gases. Members of the MOD Montreal Protocol Task Force (MPTF) must collect and submit data annually so that Defence can meet its obligations; further guidance on the reporting requirements is to be found in Part 2 of this JSP.', 'metadata': {'uuid': '1aba39c0-04ff-4d2c-92c5-3b0f63aa85c4', 'index': 20, 'created_datetime': '2024-12-05T17:11:21.639396+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 309, 'page_number': 18, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, 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0.007030589040368795], 'text': 'Incident Notifications\\n\\n5. Where there is imminent or actual threat of environmental damage12 occurring the relevant statutory regulator should be immediately informed.\\n\\n6.\\n\\nDependent on the nature of an environmental incident Commanding Officer / Head of Establishment and environmental protection staff may be required to notify other Defence organisations or their partners, wider than their own TLB/TFA, of an incident.\\n\\n7.\\n\\nThese can include but are not limited to:\\n\\na. DSEA-FGSR in the event of fuel spills, in line with reporting protocols in JSP 317. b. DSEA-DNSR in the event of a discharge to the environment in line with JSPs 518 &\\n\\nc.\\n\\n538. Incidents that have the potential to impact or relating to infrastructure assets failure should be reported to the asset owner; in the majority of cases this will be DIO or PPP/PFI partner.\\n\\n8.\\n\\nAll Contractors and Partners should be made aware of establishment emergency and incident reporting procedures in line with the 4Cs (Co-ordination, Co-operation, Communication and Control) process. Incidents should be reported to the establishment focal point and host TLB.\\n\\n12 Environmental Damage (Prevention and Remediation) Regulations 2009 – See PArt 2 Leaflet 2 for further information\\n\\n13\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n9.\\n\\nAny incidents that have the potential or have actually resulted in any enforcement action against a PFI/PPP partner should be reported through their relevant contract monitoring organisation to DIO.\\n\\n10. Further advice on incident notification can be sort from the TLB/TFA central HS&EP function.', 'metadata': {'uuid': 'bd75ec00-4772-4f5b-9d7f-6873247a0496', 'index': 21, 'created_datetime': '2024-12-05T17:11:21.639581+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 335, 'page_number': 18, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'aa03961d-aa02-4d35-a463-daf7bf1a35f2', '_score': 1.0, '_source': 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-0.05382940173149109, -0.021373439580202103, 0.018470872193574905, -0.00015667258412577212, -0.0029520413372665644, 0.02388020046055317, 0.000964773294981569, -0.03126854822039604, -0.019526351243257523, 0.04301074892282486, -0.03166435286402702, 0.009301403537392616, 0.045121703296899796, 0.027706310153007507, 0.03126854822039604, 0.001616201363503933, 0.051718443632125854, -0.01616201363503933, -0.05514875054359436, 0.017547329887747765, -0.03403918072581291, -0.034830790013074875, 0.04063592106103897, 0.004320865031331778, 0.0005153703386895359, -0.025595352053642273, 0.05673196539282799, 0.034303050488233566, 0.02533148229122162, -0.00025046998052857816, 0.037205614149570465, 0.019922155886888504, -0.006266903132200241, 0.013259448111057281, 0.031136615201830864, -0.05646809563040733, 0.009301403537392616, -0.029157591983675957], 'text': 'Enforcement Notifications\\n\\n11. Summaries of relevant statistics are included in the Departmental HS&EP Annual Assurance Report and enforcement actions by Defence and Statutory regulators are reported to the Defence Board on a monthly basis. TLB/TFA holders (or their central HS&EP staff) must notify DSEA-CPA of any enforcement action taken by statutory or Defence regulator as soon as possible after the action is taken. Investigations\\n\\n12. Following an incident an investigation should be undertaken by the Commanding Officer or senior manager under whose Area of Responsibility the activity resulting in the incident falls. Investigations should be appropriate to the incident under investigation.\\n\\n13. Where an environmental protection incident also involves a health and safety related injury the investigations should be run in parallel so as to enable one incident report to be raised. In such an event the health and safety reporting requirements in JSP 375, Part 2 Volume 1, Accident/Incident Investigation and Reporting should also be followed.\\n\\n14. Commanding Officer / Heads of Establishment are responsible for ensuring that the recommendations of an investigation are followed through and implemented on their site within a reasonable timeframe. Where the responsibility for actioning a recommendation falls on another TLB/TFA or a PPP/PFI partner Commanding Officers / Head of Establishments need to assure themselves the recommendation is being acted on. In the event that a recommendation is not being acted upon within a reasonable timeframe the Commanding Officer / Head of Establishment should escalate this through the management chain.\\n\\n14\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)', 'metadata': {'uuid': 'e027c6fc-342e-49a3-a318-7f49b47daed7', 'index': 22, 'created_datetime': '2024-12-05T17:11:21.639799+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf', 'token_count': 317, 'page_number': 19, 'name': 'JSP 418 Management of Environmental Protection in Defence', 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.', 'keywords': ['Environmental Protection', 'Defence Management', 'Health and Safety', 'Regulatory Compliance', 'JSP 418']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '493313a2-666e-4ebf-8f32-7bed39e39588', '_score': 1.0, '_source': {'vector_field': [-0.9757409065217774, 0.6086674185634953, 0.41459354706685586, -1.6276816297850873, 0.5063891826187578, 1.7071782388726053, 0.26635469642357945, -0.5871702760378974, -0.458382234598846, 0.2785681974821768, -1.6283366023793904, -0.7592968291256089, -1.3095412151038264, 0.2850973404687454, 1.060258622230091, -1.0850205981427528, -0.41005154382444614, -1.978610430747617, 0.9573304177686718, -0.004040562894316173, -0.32557884636280343, 0.29910428424982666, -0.6557152252016414, -1.5073585999188117, -1.1107226387054017, 0.03535176200443535, -0.045618586080854145, 0.41395133154423763, -0.5673992397347868, -0.7449135695029925, 0.8944533755895097, -1.502224819811145, -1.1812373514116263, -0.6928606498152488, 0.2547875830461858, -2.4056213157090567, 1.3275441020097107, 1.1725398493099257, 0.5116628577971845, 0.23957698053681814, -0.37929963166905756, 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-0.3575911546449524, 0.2815299216877866, 1.1276737424742818, -1.2337325748259311, -0.2567063398325298, -1.2499240770349118, 0.6515861380578035], 'text': \"The impact of AI on UK jobs and training\\n\\nNovember 2023\\n\\nContents\\n\\nAcknowledgements\\n\\nThe impact of AI on UK jobs and training\\n\\nIntroduction\\n\\nSummary\\n\\n1 Methodology\\n\\n1.1 Selection of AI applications\\n\\n1.2 Mapping human abilities to job roles\\n\\n1.3 Assessing AI applications against human abilities\\n\\n1.4 Calculating occupational exposure\\n\\n1.5 Mapping occupations to training pathways\\n\\n1.6 Data sources\\n\\n1.7 Research by International Monetary Fund\\n\\n2 Occupational exposure to AI\\n\\n2.1 Occupations most exposed to AI\\n\\n2.2 Exposure to AI by skill level of occupation\\n\\n3 Exposure to AI across industries and geography\\n\\n3.1 Exposure to AI across industry\\n\\n3.2 Exposure to AI by geography\\n\\n4 Exposure to AI by qualification\\n\\n4.1 Training routes\\n\\n4.2 Subject areas\\n\\nAnnex 1: Apprenticeships\\n\\nAnnex 2: Augmentation versus substitution\\n\\nAnnex 3: Comparison to findings from the Pew Research Center\\n\\nAnnex 4: Further analysis for occupations exposed to large language modelling\\n\\nExposure to LLM across industries\\n\\nExposure to LLM by geography\\n\\nExposure to LLM by qualification\\n\\nTraining routes\\n\\nSubject areas\\n\\n2\\n\\n3\\n\\n4\\n\\n4\\n\\n5\\n\\n6\\n\\n6\\n\\n7\\n\\n7\\n\\n8\\n\\n9\\n\\n9\\n\\n10\\n\\n11\\n\\n11\\n\\n13\\n\\n16\\n\\n16\\n\\n17\\n\\n18\\n\\n18\\n\\n19\\n\\n22\\n\\n24\\n\\n26\\n\\n28\\n\\n28\\n\\n30\\n\\n31\\n\\n31\\n\\n32\\n\\nAcknowledgements\\n\\nThe authors would like to extend their thanks to Edward Felten, Robert Seamans and Manav Raj who published the resources for their research, allowing it to be reused for this report. They would also like to thank the National Foundation for Education Research and researchers at the University of Sheffield and the University of Warwick for making available the latest mapping between SOC 2020 and O*NET.\\n\\n3\\n\\nThe impact of AI on UK jobs and training\\n\\nIntroduction\\n\\nAdvances in Artificial Intelligence (AI) are widely expected to have a profound and widespread effect on the UK economy and society, though the precise nature and speed of this effect is uncertain. It is estimated that 10-30% of jobs are automatable with AI having the potential to increase productivity and create new high value jobs in the UK economy.1,2 The UK education system and employers will need to adapt to ensure that individuals in the workforce have the skills they need to make the most of the potential benefits, advances in AI will bring.\\n\\nThis report, produced by the Unit for Future Skills3 in the Department for Education, is one of the first attempts to quantify the impact of AI on the UK job market (separate to automation more generally). The research takes a methodology from a US based study developed by Felten et al4 and applies it for a UK context. The approach considers the abilities needed to perform different job roles, and the extent to which these can be aided by a selection of 10 common AI applications5. The methodology is extended further to consider the link between training and jobs impacted by AI, using a novel dataset that includes information on the qualifications held by young people in employment.\\n\\nResults should be interpreted with caution\\n\\nThe estimates of which jobs are more exposed to AI are based on a number of uncertain assumptions so the results should be interpreted with caution. Quantifying occupations in terms of abilities to perform a job role will never fully describe all roles and a level of judgement is required when interpreting the results. Further, the extent to which occupations are exposed to AI will change due to the pace at which AI technologies are developing and as new data becomes available.\\n\\nHowever, the themes highlighted by the analysis are expected to continue and provide a good basis for considering the relative impact of AI across different parts of the labour market.\\n\\n1 PwC, Will robots really steal our jobs? 2 The British Institute Academy, The impact of artificial intelligence on work 3 https://www.gov.uk/government/groups/unit-for-future-skills 4 Felten E, Raj M, Seamans R (2023) ‘How will Language Modelers like ChatGPT Affect Occupations and Industries?’ 5 Abstract strategy games; real-time video games; image recognition; visual question answering; image generation; reading comprehension; language modelling; translation; speech recognition; instrumental track recognition.\\n\\n4\\n\\nSummary\\n\\nThis report shows the occupations, sectors and areas within the UK labour market that are expected to be most impacted by AI and large language models specifically. It also shows the qualifications and training routes that most commonly lead to these highly impacted jobs. The main findings are:\\n\\nProfessional occupations are more exposed to AI, particularly those associated with more clerical work and across finance, law and business management roles. This includes management consultants and business analysts; accountants; and psychologists. Teaching occupations also show higher exposure to AI, where the application of large language models is particularly relevant.\\n\\nThe finance & insurance sector is more exposed to AI than any other sector. The other sectors most exposed to AI are information & communication; professional, scientific & technical; property; public administration & defence; and education.\\n\\nWorkers in London and the South East have the highest exposure to AI, reflecting the greater concentration of professional occupations in those areas. Workers in the North East are in jobs with the least exposure to AI across the UK. However, overall the variation in exposure to AI across the geographical areas is much smaller than the variation observed across occupations or industries.\\n\\nEmployees with higher levels of achievement are typically in jobs more exposed to AI. For example, employees with a level 6 qualification (equivalent to a degree) are more likely to work in a job with higher exposure to AI than employees with a level 3 qualification (equivalent to A-Levels).\\n\\nEmployees with qualifications in accounting and finance through Further Education or apprenticeships, and economics and mathematics through Higher Education are typically in jobs more exposed to AI. Employees with qualifications at level 3 or below in building and construction, manufacturing technologies, and transportation operations and maintenance are in jobs that are least exposed to AI.\\n\\nThe analysis measures the exposure of jobs to AI, rather than distinguishing whether a job will be augmented (aided) or replaced (substituted) by AI. Research by the International Labor Organization (ILO)6 suggests that most jobs and industries are only partly exposed to automation and are more likely to be complemented rather than substituted by generative AI like ChatGPT. Annex 2 maps the jobs highlighted in that report to the UK job market, and generally include customer service and administrative occupations, including call and contact centre and unclassified administrative occupations.\\n\\n6 Generative AI and jobs: A global analysis of potential effects on job quantity and quality (ilo.org)\\n\\n5\\n\\n1 Methodology\\n\\nThe methodology broadly follows the approach described by Felten et al7 to create an AI Occupational Exposure (AIOE) score, with some adaptations to make it suitable for a UK context.\\n\\n1.1 Selection of AI applications\\n\\nThe AIOE is constructed based on assumptions around the use of a defined set of common AI applications. The 10 AI applications selected are based on those where the Electronic Frontier Foundation (EFF) has recorded scientific activity and progress in the technology from 2010 onwards.\\n\\nTable 1: AI applications\\n\\nAI application Abstract strategy games\\n\\nReal-time video games\\n\\nImage recognition\\n\\nVisual question answering\\n\\nImage generation Reading comprehension\\n\\nLanguage modelling\\n\\nTranslation\\n\\nDefinition The ability to play abstract games involving sometimes complex strategy and reasoning ability, such as chess, go, or checkers, at a high level. The ability to play a variety of real-time video games of increasing complexity at a high level. The determination of what objects are present in a still image. The recognition of events, relationships, and context from a still image. The creation of complex images. The ability to answer simple reasoning questions based on an understanding of text. The ability to model, predict, or mimic human language. The translation of words or text from one language into another. The recognition of spoken language into text. The recognition of instrumental musical tracks.\\n\\nSpeech recognition Instrumental track recognition\\n\\nThis set of applications does not comprehensively cover the set of applications for which AI could ultimately be used; however, based on further work conducted by Felten et al with field experts, it is believed that these represent fundamental applications of AI that\\n\\n7 Felten E, Raj M, Seamans R (2023) How will Language Modelers like ChatGPT Affect Occupations and Industries?\\n\\n6\\n\\nare likely to have implications for the workforce and are applications that cover the most likely and most common uses of AI.\\n\\n1.2 Mapping human abilities to job roles\\n\\nThe methodology by Felten et al uses the Occupational Information Network (O*NET) database of occupational characteristics and worker requirements information across the US economy.8 There is currently no equivalent database for UK occupations9 so the O*NET data is mapped to the UK using a crosswalk between O*NET occupations and SOC 2010.\\n\\nThe O*NET system uses 52 distinct abilities to describe the workplace activities of each occupation, each with a separate score for ‘level’ and ‘importance’. Abilities are grouped under four categories: cognitive, physical, psychometer and sensory. Examples of abilities are oral comprehension, written expression, mathematical reasoning, manual dexterity, and stamina.10\\n\\nSOC 2010 was used instead of SOC 2020 to align with information on training pathways and due to known issues with SOC 202011. Updating the analysis to SOC 2020 will lead to small changes in the ordering of AIOE scores but not the overall findings.\\n\\n1.3 Assessing AI applications against human abilities\\n\\nAI applications are linked to workplace abilities using a crowd-sourced data set collected by Felten et al, and constructed using survey responses of “gig workers” from Amazon's Mechanical Turk (mTurk) web service. The data has a measure of application-ability relatedness for each combination bound between 0 and 1. This measure of application- ability relatedness is then organised into a matrix that connects the 10 AI applications to the 52 O*NET occupational abilities. An ability-level exposure is calculated as follows:\\n\\n10\\n\\n𝐴𝑖𝑗 = ∑ 𝑥𝑖𝑗\\n\\n(1)\\n\\n𝑖=1\\n\\nIn this equation, i indexes the AI application and j indexes the occupational ability. The ability-level exposure, A, is calculated as the sum of the 10 application-ability relatedness scores, x, as constructed using mTurk survey data. By calculating the ability-level AI\\n\\n8 Felten E, Raj M, Seamans R (2023) How will Language Modelers like ChatGPT Affect Occupations and Industries? 9 https://www.gov.uk/government/publications/a-skills-classification-for-the-uk 10 O*NET 28.0 Database at O*NET Resource Center (onetcenter.org) 11 Revision of miscoded occupational data in the ONS Labour Force Survey, UK - Office for National Statistics\\n\\n7\\n\\nexposure as a sum of all the AI applications, all applications are weighted equally12. This approach assumes that each application has an independent effect on an ability and does not consider interactions across applications.\\n\\nThe estimates for each application are then standardised to give a rating between 0 and 1.\\n\\n1.4 Calculating occupational exposure\\n\\nFor each occupation, the values for the level and importance of each ability are combined with the rating for the relatedness of each AI application to create an AI Occupational Exposure (AIOE) score. This is done overall for all AI applications, and individually for each application, e.g. language modelling.\\n\\n𝐴𝐼𝑂𝐸𝑘 =\\n\\n∑\\n\\n52 𝑗=1 ∑\\n\\n𝐴𝑖𝑗 × 𝐿𝑗𝑘 × 52 𝐿𝑗𝑘 × 𝐼𝑗𝑘 𝑗=1\\n\\n𝐼𝑗𝑘\\n\\n(2)\\n\\nIn this equation, i indexes the AI application, j indexes the occupational ability, and k indexes the occupation. Aij represents the ability-level exposure score calculated in Equation 1. The ability-level AI exposure is weighted by the ability's prevalence (Ljk) and importance (Ijk) within each occupation as measured by O*NET (mapped to SOC 2010) by multiplying the ability-level AI exposure by the prevalence and importance scores for that ability within each occupation, scaled so that they are equally weighted. These prevalence and importance scores, account for the presence of different abilities within an occupation. Abilities that are integral to an occupation have high prevalence and importance scores, while those that are used less often or are less vital have lower prevalence and importance scores. An occupation's aggregate exposure to AI is calculated by summing this weighted ability-level AI exposure across all abilities in an occupation. The scores are then standardised and ranked from most to least exposed. These scores are applied to employment counts across occupations to give aggregate exposure scores, for example across the geographical areas.\\n\\nIn testing the robustness of their methodology Felten et al found evidence that AI is most likely to affect cognitive and sensory abilities, and the AIOE scores were not sensitive to excluding any of the applications in the sample. Therefore, any AI applications that may have been excluded are also likely to be related to a similar set of cognitive and sensory abilities.\\n\\n12 Felten et al carried out further analysis which suggested that weighting the applications is unlikely to have a meaningful impact on the measure.\\n\\n8\\n\\n1.5 Mapping occupations to training pathways\\n\\nRelationships between occupations and training are taken from ASHE-LEO data, a new data resource available in the Department for Education. It brings together the longitudinal education and labour market information in the Longitudinal Education Outcomes study (LEO)13 with the information on employment and earnings in the Annual Survey of Hours and Earnings (ASHE).14\\n\\nThere are around 100,000 individuals in the ASHE-LEO sample in each year. This represents 45-75% of the overall ASHE sample, with later years having a better match rate than earlier years, and younger ages having a better match rate than older ages. ASHE-LEO is used here as an approximately representative sample of early career employees in LEO (employees aged 23-30 in the 2018-19 tax year).\\n\\nThe data is used to identify the training taken by employees for each occupation. As each training route may be associated with multiple occupations, a weighted average is calculated to arrive at an average AIOE score.\\n\\n1.6 Data sources\\n\\nName AIOE data15\\n\\nAnnual Population Survey\\n\\nApprenticeship data\\n\\nASHE-LEO\\n\\nDescription Organised measure of application-ability relatedness that connects the 10 EFF AI applications to the 52 O*NET occupational abilities. A residence based labour market survey encompassing population, economic activity (employment and unemployment), economic inactivity and qualifications. Apprenticeships starts in England reported for an academic year based on data returned by providers. Education and labour market information in the Longitudinal Education Outcomes study (LEO) linked with the information on employment and earnings in the Annual Survey of Hours and Earnings (ASHE)\\n\\n13 Apply to access the Longitudinal Education Outcomes (LEO) dataset - GOV.UK (www.gov.uk) 14 Annual Survey of Hours and Earnings (ASHE) - Office for National Statistics (ons.gov.uk) 15 Felten E, Raj M, Seamans R (2021) Occupational, industry, and geographic exposure to artificial intelligence: A novel dataset and its potential uses. Strategic Management Journal 42(12):2195–2217\\n\\n9\\n\\n1.7 Research by International Monetary Fund\\n\\nThe International Monetary Fund (IMF) have constructed a complementarity adjusted AI occupational exposure (C-AIOE) measure, where the exposure of occupations to AI are mitigated by their potential for complementarity.16\\n\\nAt a high level the authors of this study make an adjustment to the Felten et al methodology for AIOE17 to capture the potential to complement or substitute for labour in each occupation. They then apply both the original measure and the complementarity adjusted measures to labour force microdata (using ISCO-08) from 6 countries including the UK, with a particular focus on emerging markets.\\n\\nThe research finds that there are substantial cross-country disparities in the baseline AIOE, with emerging markets generally displaying lower exposure levels than advanced economies. This disparity is mainly due to different employment structures, with advanced economies characterised by larger proportions of high-skill occupations such as professionals and managers. In line with this report and as outlined by Felten et al, these professions are the most exposed to AI due to their high concentration of cognitive- based tasks. However, because those high-skill occupations also show higher potential for AI complementarity, these cross-country disparities in terms of potentially disruptive exposure reduce considerably once complementarity is factored in. Nevertheless, advanced economies remain more exposed even under the C-AIOE measure. Emerging markets with a large share of agricultural employment, remain relatively less exposed under both measures, as occupations in this sector have very low baseline exposure to AI. Overall, the results suggest that the impact of AI on labour markets in advanced economies may be more “polarised,” as their employment structure better positions them to benefit from growth opportunities but also makes them more vulnerable to likely job displacements.\\n\\n16 Labor Market Exposure to AI: Cross-country Differences and Distributional Implications (imf.org) 17 Felten E, Raj M, Seamans R (2023) ‘How will Language Modelers like ChatGPT Affect Occupations and Industries?’\\n\\n10\\n\\n2 Occupational exposure to AI\\n\\nThere is a range of UK and international research on AI and the impact that it will have on jobs and the labour market. It is very difficult to make a numerical estimate on a technology which is not yet fully understood and is evolving at a rapid pace. However, a consensus has begun to emerge that 10-30% of jobs in the UK are highly automatable and could be subject to some level of automation over the next two decades. However, the overall net effect on employment is unclear but it is often assumed that there will be a broadly neutral long-term effect and job displacement will be matched by job creation.18\\n\\nThis analysis assesses the relative exposure of UK jobs19 to AI by use of an AI Occupational Exposure (AIOE) score. The AIOE score allows jobs to be ranked to show which jobs are more and less likely to be impacted by advances in AI, based on the abilities required to perform the job. As well as AI generally, a similar exposure score is created to consider large language modelling specifically through generative AI tools like ChatGPT and Bard.\\n\\nThe analysis measures the exposure of jobs to AI, rather than distinguishing whether a job will be augmented (aided) or replaced (substituted) by AI. Annex 2 discusses the potential for identifying UK jobs which could be fully automated as a result of AI based on research from the International Labor Organization (ILO).\\n\\n2.1 Occupations most exposed to AI\\n\\nTable 2 shows a list of the top 20 occupations that are most exposed to AI, and to large language modelling specifically. A full list of all occupations is published alongside this report.\\n\\nThe exposure score is based on a number of assumptions including the abilities considered important for a job at a given point in time so rankings should be interpreted with caution, however the themes highlighted by the analysis are expected to continue20.\\n\\nThe occupations most exposed to AI include more professional occupations, particularly those associated with more clerical work and across finance, law and business management roles. This includes management consultants and business analysts, accountants, and psychologists. This compares to the occupations least exposed to AI, which include sport professionals, roofers and steel erectors.\\n\\nThe list of occupations most exposed to large language modelling includes many of the same occupations exposed to AI more generally, with both lists including solicitors,\\n\\n18 Will robots really steal our jobs? (pwc.co.uk) 19 Defined by 4 digit standardised occupation classification (SOC 2010) codes. 20 Felten et al (2021) Appendix C: Quantitative Validation of the AIOE and Related Measures\\n\\n11\\n\\npsychologists and management consultants and business analysts. It also includes more education related occupations, particularly for post-16 training. This aligns with public statements around the potential use of generative AI tools by teachers, for example in preparing teaching material.\\n\\nTable 2: Occupations most exposed to AI and large language modelling\\n\\nExposure to all AI applications\\n\\n1 Management consultants and business\\n\\nExposure to large language modelling Telephone salespersons\\n\\nanalysts*\\n\\n2 Financial managers and directors 3 Charted and certified accountants 4 Psychologists*\\n\\n5 Purchasing managers and directors\\n\\n6 Actuaries, economists and statisticians 7 Business and financial project management professionals\\n\\nSolicitors* Psychologists* Further education teaching professionals Market and street traders and assistants Legal professionals n.e.c.* Credit controllers*\\n\\n8 Finance and investment analysts and\\n\\nadvisers\\n\\n9 Legal professionals n.e.c.*\\n\\n10 Business and related associate\\n\\nprofessionals n.e.c.\\n\\n11 Credit controllers* 12 Solicitors*\\n\\n13 Civil engineers 14 Education advisers and school\\n\\ninspectors*\\n\\n15 Human resources administrative\\n\\noccupations*\\n\\n16 Business, research and administrative\\n\\nprofessionals n.e.c.\\n\\n17 Financial accounts managers\\n\\n18 Bookkeepers, payroll managers and\\n\\nwages clerks\\n\\n19 National government administrative\\n\\nHuman resource administration occupations* Public relations professionals Management consultant and business analysts* Market research interviewers Local government administrative occupations Clergy Higher education teaching professionals Collector salespersons and credit agents Education advisers and school inspectors* Human resource managers and directors National government administrative occupations* Vocational and industrial trainers and instructors Social and humanities scientists\\n\\noccupations*\\n\\n20 Marketing associate professionals\\n\\nOccupations that appear in both lists are marked with an asterisk.\\n\\nTable 3 shows a list of the occupations that are least exposed to AI, and to large language modelling specifically.\\n\\nThe occupations least exposed to AI and LLM include many of the same areas, including more manual work that is technically difficult, in unpredictable environments, and with\\n\\n12\\n\\nlower wages (reducing the incentive to automate) – with the exception of sports players. This includes: roofers, roof tilers and slaters; elementary construction occupations; plasterers; and steel erectors.\\n\\nTable 3: Occupations least exposed to AI and large language modelling\\n\\nExposure to all AI applications\\n\\n1 Sports players* 2 Roofers, roof tilers and slaters* 3 Elementary construction occupations* 4 Plasterers* 5 Steel erectors* 6 Vehicle valeters and cleaners* 7 Hospital porters 8 Cleaners and domestics 9 Floorers and wall tilers*\\n\\n10 Metal plate workers, and riveters\\n\\n11 Launderers, dry cleaners and pressers*\\n\\n12 Window cleaners 13 Painters and decorators 14 Fork-lift truck drivers*\\n\\n15 Packers, bottlers, canners and fillers\\n\\n16 Gardeners and landscape gardeners\\n\\n17 Bricklayers and masons* 18 Road construction operatives* 19 Elementary process plant occupations\\n\\nExposure to large language modelling Fork-lift truck drivers* Roofers, roof tilers and slaters* Steel erectors* Vehicle valeters and cleaners* Elementary construction occupations* Plasterers* Metal plate workers, and riveters* Vehicle paint technicians Floorers and wall tilers* Mobile machine drivers and operatives n.e.c. Launderers, dry cleaners and pressers* Large goods vehicle drivers Road construction operatives* Rail construction and maintenance operatives Industrial cleaning process occupations Elementary process plant occupations n.e.c. Sewing machinists Sports players* Street cleaners\\n\\nn.e.c.*\\n\\n20 Tyre, exhaust and windscreen fitters\\n\\nBricklayers and masons*\\n\\nOccupations that appear in both lists are marked with an asterisk.\\n\\nThe rest of this report focusses on the impact of AI. The findings for large language models specifically are very similar to the findings for AI and are discussed further in Annex 4.\\n\\n2.2 Exposure to AI by skill level of occupation\\n\\nThe ONS assign each occupation to one of four skill levels21 gained through education or work-related experience:\\n\\n21 SOC2010 volume 1: structure and descriptions of unit groups - Office for National Statistics\\n\\n13\\n\\nLevel 1 – general compulsory education.\\n\\nLevel 2 – general compulsory education with a longer period of work-related training or work experience.\\n\\nLevel 3 – post-compulsory education below degree level.\\n\\nLevel 4 – professional occupations normally requiring a degree or equivalent period of relevant work experience.\\n\\nFigure 1 shows that professional occupations (those at skill level 4) are more exposed to AI than other occupations. These include many of the top 20 occupations listed in the previous section, including management consultants and business analysts, financial managers and directors, chartered and certified accountants, and psychologists.\\n\\nFigure 1: Exposure to all AI by skill level of occupation\\n\\nA\\n\\nC\\n\\nB\\n\\nHow to read this chart\\n\\nThe boxes show the upper 25%, lower 25%, and average value for the AIOE score. • The error bars show the highest and lowest AIOE scores. • Each dot represents the AIOE score of an individual occupation. • The AIOE score is a relative measure so negative values still indicate some exposure to AI.\\n\\nThe professional occupations least exposed to AI (marked by ‘C’ on Figure 1) are veterinarians, medical radiographers, dental practitioners, physiotherapists, and senior police officers. Despite being less exposed to AI compared to other professional occupations, they rank among the middle for exposure to AI across all occupations. It may be expected that occupations such as radiographers would be more exposed, but this may be explained by the current use of technology and AI within these roles.\\n\\nSimilarly, those occupations requiring the lowest levels of education or relevant work experience are less exposed to AI (those at skill level 1). The exception to this is security\\n\\n14\\n\\nguards (as shown by ‘A’ in Figure 1) where potential uses of AI have been documented to be anything from monitoring live video to AI powered patrol bots.22 Whilst lower skilled occupations are generally less exposed to AI, there are still some higher skilled occupations at skill level 3 that are less exposed, such as roofers and sports players (as shown by ‘B’ in Figure 1).\\n\\nThese results are consistent with the findings of similar research23 which suggests that occupations requiring a lower level of education tend to be more manual and often technically difficult roles, which have already seen extensive changes due to developments in technologies, and it is unlikely to be cost effective to apply further automation.24, 25 Furthermore, more recent advancements in AI have been more applicable to software and technologies and either require skills in technical coding or use of specific software as part of the job, e.g. accountancy and finance.\\n\\n22 Artificial Intelligence and its applications in physical security | G4S United Kingdom 23 Eloundou et al (2023), Felten et al (2023), Brynjolfsson et al (2023) 24 How automation has affected jobs through the ages | World Economic Forum (weforum.org) 25 AI-and-work-evidence-synthesis.pdf (thebritishacademy.ac.uk)\\n\\n15\\n\\n3 Exposure to AI across industries and geography\\n\\n3.1 Exposure to AI across industry\\n\\nThe industry estimate of exposure to AI is constructed by taking a weighted average of the AI Occupational Exposure (AIOE) scores across occupations within an industry. This provides an average AIOE score for each industry, which are shown in Figure 2. In general, the industries more exposed to AI follow the same themes as discussed earlier in this report.\\n\\nThe finance & insurance sector is more exposed to AI than any other sector. This sector features a large number of finance and clerical roles which have high AIOE scores. There are five other sectors that are highly exposed to AI: information & communication; professional, scientific & technical; property; public administration & defence; and education.\\n\\nThe industries least exposed to AI are accommodation & food services; motor trades, agriculture, forestry, and fishing; transport & storage and construction.\\n\\nSome of these industries capture a range of activities. For example, the veterinary activities sub-sector has much lower exposure to AI (average AIOE of -0.06) compared to the professional, scientific & technical industry as whole (average AIOE of 0.86).\\n\\nFigure 2: Exposure to AI by industry\\n\\n16\\n\\n3.2 Exposure to AI by geography\\n\\nThe geographical estimate of exposure to AI is constructed by taking a weighted average of the AI Occupational Exposure (AIOE) scores across occupations within a geographical area. This provides an average AIOE score for each geographical area or nation of the UK, which are shown in Figure 3.\\n\\nOverall, workers in London and the South East have the highest exposure to AI across any geographical area of the UK. They are also the only areas to be above the average for the UK as a whole. The North East is the area with the least exposure to AI across the UK.\\n\\nComparing London to the North East, the increased exposure is due to London having:\\n\\nA higher proportion of professional occupations, including programmers, financial\\n\\nmanagers, and IT professionals.\\n\\nA lower proportion of elementary trades, administration and services occupations,\\n\\nskilled trades, and caring personal services occupations.\\n\\nOverall, the variation in exposure to AI across the geographical areas is much smaller than the variation across occupations or industries. Each geographical area covers a large population and a lot of overlap in the types of jobs, so we would expect to see more variation in exposure to AI when looking at smaller areas where the job markets will differ more26.\\n\\nFigure 3: Exposure to AI by geography\\n\\n26 At 4 digit SOC, between 55% and 80% of occupations within an individual geographical area or nation match the proportions seen for the UK as a whole.\\n\\n17\\n\\n4 Exposure to AI by qualification\\n\\nAn average AI occupational exposure score by highest qualification is estimated by linking together information on training with jobs. This is done using sample data that covers the qualifications held and training routes taken for young people in employment (age 23-30).27\\n\\n4.1 Training routes\\n\\nFigure 4 shows that early-career employees with higher levels of achievement are typically in occupations more exposed to AI. This aligns with findings from earlier in this report showing occupations labelled as higher skills levels were more exposed to AI. The same pattern is seen overall and across different training routes, for example apprenticeships, as shown in Figure 5. Female students are also in training that leads to more exposure to AI in jobs (overall their exposure score is 0.34 compared to 0.06 for males).\\n\\nEmployees that achieved apprenticeships at level 4 and above are in jobs most exposed to AI compared to any other route. However, this is based on a small sample, and the reference period for the data means it mainly includes the level 4 and 5 apprenticeship frameworks available before the introduction of new standards and growth in higher level apprenticeships from 2017 onwards. These apprenticeships were predominantly in accounting, professional services and IT, which typically are held by those in the occupations that are most exposed to AI.\\n\\nIn Annex 1, similar estimates have been made on the average exposure to AI using apprenticeship occupational maps and more recent data on apprenticeship starts. These estimates suggest employees with a level 4 or 5 qualification achieved through an apprenticeship are linked to jobs more exposed to AI than those that achieved similar level qualifications in Further Education or Higher Education settings.\\n\\n27 Longitudinal Education Outcomes study (LEO) linked to the Annual Survey of Hours and Earnings (ASHE).\\n\\n18\\n\\nFigure 4: Exposure to AI by highest level of attainment for early-career employees\\n\\nStudent average\\n\\nFigure 5: Exposure to AI by training route28 for early-career employees\\n\\nStudent average\\n\\n4.2 Subject areas\\n\\nThe tables below show more detail on the subject area for the highest qualification held by employees and show similar findings to earlier in the report around occupations and sectors most impacted by AI.\\n\\nEarly-career employees that achieved qualifications in accounting and finance at level 4 and above are in jobs more exposed to AI than any other subject area across Further\\n\\n28 Higher Education and Further Education refers to the education setting.\\n\\n19\\n\\nEducation or apprenticeships. Employees that achieved a level 7 or higher qualification in economics or mathematics and statistics are in jobs most exposed to AI across all subjects in Higher Education. This reflects a high number of learners with these qualifications ending up in professional occupations, including in the finance and insurance sector.\\n\\nThe employees with the lowest exposure to AI are those that achieved level 2 or 3 qualifications in building and construction, manufacturing technologies, and transportation operations and maintenance.\\n\\nTable 4: Subjects most and least associated with exposure to AI by further education setting\\n\\nTop 5\\n\\nLevel Level 4/5 Level 4/5 Level 3 Level 3 Level 6\\n\\nSubject Accounting and finance Building and construction Administration Business management Crafts, creative arts and design\\n\\nBottom 5 Level 3\\n\\nTransportation operations and maintenance\\n\\nBelow level 2 Foundations for learning and life Level 2 Level 2 Level 2\\n\\nBuilding and construction Manufacturing technologies Preparation for work\\n\\nTable 5: Top 5 subjects most and least associated with exposure to AI by apprenticeship setting\\n\\nTop 5\\n\\nLevel Level 4/5 Level 3 Level 3 Level 3 Level 3\\n\\nSubject Accounting and finance Accounting and finance Administration Marketing and sales ICT practitioners\\n\\nBottom 5 Level 2 Level 3 Level 2 Level 3 Level 2\\n\\nManufacturing technologies Transportation operations and maintenance Transportation operations and maintenance Building and construction Building and construction\\n\\nTable 6: Top 5 subjects most and least associated with exposure to AI by higher education setting29\\n\\nLevel\\n\\nSubject\\n\\n29 Higher Education training has been mapped to the sector subject area classification for Further Education.\\n\\n20\\n\\nAIOE 1.22 0.51 0.46 0.26 0.21\\n\\n0.65 -0.66 -0.74 -0.78 -0.79\\n\\nAIOE 1.31 1.10 0.75 0.53 0.52\\n\\n0.66 -0.73 -0.74 -0.80 -0.92\\n\\nAIOE\\n\\nTop 5\\n\\nLevel 7+ Level 7+ Level 6 Level 6 Level 7+\\n\\nEconomics Mathematics and statistics Economics Accounting and finance Law and legal services\\n\\nBottom 5 Level 4/5 Level 4/5 Level 4/5 Level 4/5 Level 6\\n\\nSport, leisure and recreation Leisure, Travel and Tourism Engineering Sociology and social policy Animal care and veterinary science\\n\\n1. The AI occupational exposure scores relate to the job that the individual was employed in which may not be directly associated with their training.\\n\\n2. Not all subject areas are included due to low sample sizes. 3. Higher Education and Further Education refers to the education setting. 4. Higher Education training has been mapped to the sector subject area classification for Further Education.\\n\\n21\\n\\n1.26 1.15 1.14 1.07 1.04\\n\\n0.11 0.10 0.08 0.05 -0.03\\n\\nAnnex 1: Apprenticeships\\n\\nAll apprenticeships are based on occupations recognised by employers. The Institute for Apprenticeships and Technical Education (IfATE) have developed occupational maps that bring these together to show where apprenticeships can lead.30 These occupational maps can be used together with data on apprenticeship participation to show the apprenticeships that lead to jobs with the most exposure to AI.31\\n\\nUnlike the analysis in the main body of the report these maps do not show the full range of occupations that people may actually take up after completing a standard but do provide a good relationship to the skills that would be expected in those occupations.\\n\\nFigure 6: Expected exposure to AI by apprenticeship level (using occupational maps)\\n\\nApprenticeships average\\n\\nFigure 6 shows that higher level apprenticeships are expected to lead to jobs with the most exposure to AI. This is consistent with the findings in the main report. Level 4 and level 5 apprenticeships are expected to lead to occupations with higher exposure to AI than level 6 apprenticeships, though this may be due to a small number of popular standards overly impacting on the average. The level 6 standards ‘Police Constable’ and ‘Registered Nurse Degree’ alone account for nearly 30% of starts at level 6 and have relatively low AIOE scores. Excluding these two standards would increase the level 6 average AIOE to 0.81, far closer to the level 4 exposure score.\\n\\n30 Occupational maps / Institute for Apprenticeships and Technical Education 31 IfATE occupational maps are mapped from SOC 2020 to SOC 2010 to align with the classification of the exposure data. The methodology covers 99.2% of apprenticeship starts in the data for 2022/23 Q3.\\n\\n22\\n\\nThe top 5 apprenticeships standards leading to jobs most exposed to AI (and with more than 1,000 starts) are:\\n\\n1. Level 4 Business Analyst 2. Level 7 Accountancy or Taxation Specialist 3. Level 4 Associate Project Manager 4. Level 3 Data Technician 5. Level 3 Assistant Accountant\\n\\n23\\n\\nAnnex 2: Augmentation versus substitution\\n\\nResearch from the International Labor Organisation (ILO)32 used statistical methods to categorise the impact of AI on occupations as either ‘high augmentation’ or ‘high automation’ (or ‘high substitution’). The analysis is not UK specific and uses a different methodology including an international occupational classification system (ISCO) to categorise occupations. This has been mapped across to UK occupations using a crosswalk between ISCO and SOC 2010.33\\n\\nThe 16 occupations identified as ‘high automation’ tend to be those with the highest AIOE scores, both looking across all AI and for language modelling specifically (occupations appear in the top right corner of Figure 7).\\n\\nThe longer list of occupations identified as ‘high augmentation’ have a wide range of AIOE scores, though exclude those with the very lowest AIOE scores. This is to be expected as the augmentation only refers to some, but not all, of the tasks required for a job. Further, it is possible that occupations not highlighted may still have high exposure to AI but were not able to be identified as either high augmentation or high automation.\\n\\nTable 7: High automation occupations\\n\\nOccupation Authors, writers and translators Bank and post office clerks Bookkeepers, payroll managers and wages clerks Brokers Call and contact centre occupations Customer service occupations n.e.c. Finance officers Financial administrative occupations n.e.c Human resources administrative occupations Librarians Market research interviewers Other administrative occupations n.e.c. Pensions and insurance clerks and assistants Telephone salespersons Travel agents Typists and related keyboard occupations\\n\\n32 Generative AI and Jobs: A global analysis of potential effects on job quantity and quality (ilo.org) 33 Excel file for UK SOC 2010 mapped to ISCO 08\\n\\n24\\n\\nFigure 7: Occupations identified as ‘high augmentation’ or ‘high automation’ by ILO\\n\\n25\\n\\nAnnex 3: Comparison to findings from the Pew Research Center\\n\\nThe Pew Research Center produced a study in July 2023 on which US workers are more exposed to AI in their jobs34. This followed a similar approach to Felten et al but using work activities rather than human abilities. The 41 work activities listed in O*NET were classified as having low, medium or high exposure to AI based on the collective judgment of the researchers. Applying the same low, medium and high ratings to UK occupations through a mapping between O*NET and SOC 2010 allows the analysis to be replicated for UK.35\\n\\nOccupations are ranked according to the importance and proportion of high exposure work activities, and the top quarter of occupations are labelled as AI being of high importance. The same approach is carried out for low exposure work activities.\\n\\nFigure 8 shows a strong correlation between occupations with a high AIOE and occupations where AI is of high importance. The correlation to large language modelling specifically is slightly less strong but still present, and largely reflects that the Pew method considered all AI. Similarly, Figure 9 shows a strong correlation between occupations with a low AIOE score and occupations where AI is of low importance.\\n\\nFigure 8: High importance occupations highlighted against AIOE scores for AI and large language modelling\\n\\n34 https://www.pewresearch.org/social-trends/2023/07/26/which-u-s-workers-are-more-exposed-to-ai-on- their-jobs/ 35 UK SOC 2010 mapped to O*NET\\n\\n26\\n\\nFigure 9: Low importance occupations highlighted against AIOE scores for AI and large language modelling\\n\\n27\\n\\nAnnex 4: Further analysis for occupations exposed to large language modelling\\n\\nThe trends for exposure to large language modelling (LLM) follow a very similar pattern to those seen across all AI.\\n\\nThe estimates in this section use the AIOE scores for LLM specifically and are aggregated across industries, geography and training in the same way as described in the main report for all AI.\\n\\nExposure to LLM across industries\\n\\nThe methodology to calculate the industry estimate of exposure to LLM is constructed in the same way as is highlighted in section 3.1 for AI: taking the weighted average of the exposure scores for LLM across occupations within an industry. The average exposure to LLM for each industry is shown in\\n\\n28\\n\\nFigure 10.\\n\\nIn general, the industries more exposed to LLM follow the same themes as discussed for AI. The top six sectors with the highest exposure to LLM are the same as those with the highest exposure to AI: finance & insurance; information & communication; professional, scientific & technical; education; property; and public administration & defence. The education sector shows slightly higher relative exposure to LLM than to AI more generally.\\n\\nThe industries with the least exposure to LLM are also the same as those with the lowest exposure to AI: Agriculture, forestry & fishing; transport & storage (inc. postal); motor trades; construction; and accommodation & food services.\\n\\n29\\n\\nFigure 10: Exposure to LLM by industry\\n\\nExposure to LLM by geography\\n\\nFigure 11 shows that similar to AI, workers in London and the South East have the highest exposure to LLM across any geographical area of the UK. They are also the only areas to be above the average for the UK as a whole. The North East is the area with the least exposure to LLM across the UK.\\n\\nFigure 11: Exposure to LLM applications by geography\\n\\n30\\n\\nExposure to LLM by qualification\\n\\nTraining routes\\n\\nAs with all AI, Figure 12 shows that learners with higher levels of achievement are typically in jobs more exposed to LLM. The same pattern is seen overall and across different training routes.\\n\\nFigure 12: Exposure to LLM by highest level of attainment for early-career employees\\n\\nStudent average\\n\\nFigure 13: Exposure to LLM by training route for early-career employees\\n\\n31\\n\\nStudent average\\n\\nSubject areas\\n\\nThe tables below show more detail on the subject area for the highest qualification held by early-career employees and exposure to LLM. These show similar findings to the training most impacted by AI more generally.\\n\\nTable 8: Top 5 subjects most and least associated with exposure to LLM by further education setting\\n\\nTop 5\\n\\nLevel Level 4/5 Level 3 Level 3 Level 4/5 Level 3\\n\\nSubject Accounting and finance Administration Direct learning support Building and construction Child development and well being\\n\\nBottom 5 Level 2 Level 2 Level 3 Level 2 Level 2\\n\\nTransportation operations and maintenance Preparation for work Transportation operations and maintenance Building and construction Manufacturing technologies\\n\\nTable 9: Top 5 subjects most and least associated with exposure to LLM by apprenticeship setting\\n\\nTop 5\\n\\nLevel Level 4/5 Level 3 Level 3 Level 3 Level 3\\n\\nSubject Accounting and finance Accounting and finance Administration Marketing and sales ICT practitioners\\n\\n32\\n\\nAIOE 1.11 0.53 0.42 0.36 0.33\\n\\n0.59 -0.61 -0.68 -0.71 -0.81\\n\\nAIOE 1.17 1.04 0.77 0.60 0.44\\n\\n… … … … Bottom 5 Level 2 Level 3 Level 2 Level 3 Level 2\\n\\nManufacturing technologies Transportation operations and maintenance Transportation operations and maintenance Building and construction Building and construction\\n\\nTable 10: Top 5 subjects most and least associated with exposure to LLM by higher education setting36\\n\\nTop 5\\n\\nLevel Level 7+ Level 7+ Level 7+ Level 6 Level 6\\n\\nSubject Economics Law and legal services Mathematics and statistics Economics Accounting and finance\\n\\nBottom 5 Level 6\\n\\nLevel 4/5 Level 4/5 Level 6 Level 4/5\\n\\nEngineering and Manufacturing Technologies Sport, leisure, and recreation Sociology and social policy Animal care and veterinary science Engineering\\n\\n36 Higher Education training has been mapped to the sector subject area classification for Further Education.\\n\\n33\\n\\n0.69 -0.81 -0.74 -0.83 -0.93\\n\\nAIOE 1.19 1.15 1.08 1.08 0.99\\n\\n0.17 0.16 0.15 0.00 -0.01\\n\\n© Crown copyright 2023\\n\\nThis publication is licensed under the terms of the Open Government Licence v3.0 except where otherwise stated. To view this licence, visit nationalarchives.gov.uk/doc/open-government-licence/version/3.\\n\\nWhere we have identified any third-party copyright information you will need to obtain permission from the copyright holders concerned.\\n\\nAbout this publication:\\n\\nenquiries www.education.gov.uk/contactus download www.gov.uk/government/publications\\n\\nFollow us on Twitter: @educationgovuk\\n\\nLike us on Facebook: facebook.com/educationgovuk\\n\\n34\", 'metadata': {'uuid': '5a7503d4-b35f-4071-b00e-8c95ea5b0aa7', 'index': 0, 'created_datetime': '2024-12-05T17:17:13.782231+00:00', 'chunk_resolution': 'largest', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 9593, 'page_number': 1, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'c1eff397-35cd-4040-bbdb-66a7d70b0605', '_score': 1.0, '_source': {'vector_field': [0.0005179959698580205, 0.01822316274046898, 0.03438721224665642, 0.020282277837395668, 0.0007753852987661958, 0.014207890257239342, -0.05024239420890808, -0.03438721224665642, 0.06753895431756973, 0.008287935517728329, 0.043035492300987244, 0.021105922758579254, 0.03232809901237488, -0.015031536109745502, 0.0007335595437325537, -0.0033460611011832952, 0.008596803061664104, 0.022547302767634392, 0.029445337131619453, -0.0027025877498090267, -0.024194594472646713, -0.03747588396072388, 0.018532030284404755, 0.006434732582420111, -0.010604439303278923, -0.04818327724933624, -0.0052764806896448135, 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-0.005585348233580589, 0.02615075372159481, -0.013281288556754589, 0.03232809901237488, 0.018429074436426163, 0.06877442449331284, 0.057655204087495804, -0.0014285106444731355, 0.009214537218213081, -0.0067436001263558865, -0.009214537218213081, -0.03541677072644234, -0.0028055435977876186], 'text': 'The impact of AI on UK jobs and training\\n\\nNovember 2023\\n\\nContents\\n\\nAcknowledgements\\n\\nThe impact of AI on UK jobs and training\\n\\nIntroduction\\n\\nSummary\\n\\n1 Methodology\\n\\n1.1 Selection of AI applications\\n\\n1.2 Mapping human abilities to job roles\\n\\n1.3 Assessing AI applications against human abilities\\n\\n1.4 Calculating occupational exposure\\n\\n1.5 Mapping occupations to training pathways\\n\\n1.6 Data sources\\n\\n1.7 Research by International Monetary Fund\\n\\n2 Occupational exposure to AI\\n\\n2.1 Occupations most exposed to AI\\n\\n2.2 Exposure to AI by skill level of occupation\\n\\n3 Exposure to AI across industries and geography\\n\\n3.1 Exposure to AI across industry\\n\\n3.2 Exposure to AI by geography\\n\\n4 Exposure to AI by qualification\\n\\n4.1 Training routes\\n\\n4.2 Subject areas\\n\\nAnnex 1: Apprenticeships\\n\\nAnnex 2: Augmentation versus substitution\\n\\nAnnex 3: Comparison to findings from the Pew Research Center\\n\\nAnnex 4: Further analysis for occupations exposed to large language modelling\\n\\nExposure to LLM across industries\\n\\nExposure to LLM by geography', 'metadata': {'uuid': '74b281bb-c2b6-4689-b353-8cdff2aeb958', 'index': 0, 'created_datetime': '2024-12-05T17:17:13.837530+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 236, 'page_number': 1, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '79c1d519-be88-472b-9ccf-8bd5cfd20a83', '_score': 1.0, '_source': {'vector_field': [0.00019817473366856575, 0.003690873272716999, 0.03154018893837929, 0.026171647012233734, 0.00012582523049786687, -0.002835261868312955, -0.056101273745298386, -0.017112230882048607, 0.04080092906951904, -0.025769006460905075, 0.05368543043732643, 0.02120574563741684, 0.01006601843982935, 0.017313551157712936, -0.006073164287954569, 0.002281630877405405, -0.011945008300244808, 0.03919036313891411, 0.025366365909576416, -0.0006039611180312932, -0.03462710231542587, -0.011945008300244808, 0.00838834885507822, 0.00825413502752781, -0.01825304701924324, -0.05878554657101631, 0.007113319355994463, 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0.017112230882048607, 0.01590430922806263, 0.04455890879034996, 0.05636970326304436, 0.007650173734873533, -0.011810794472694397, -0.0030533589888364077, 0.00694555277004838, -0.018521472811698914, -0.011273940093815327], 'text': 'Exposure to LLM by qualification\\n\\nTraining routes\\n\\nSubject areas\\n\\n2\\n\\n3\\n\\n4\\n\\n4\\n\\n5\\n\\n6\\n\\n6\\n\\n7\\n\\n7\\n\\n8\\n\\n9\\n\\n9\\n\\n10\\n\\n11\\n\\n11\\n\\n13\\n\\n16\\n\\n16\\n\\n17\\n\\n18\\n\\n18\\n\\n19\\n\\n22\\n\\n24\\n\\n26\\n\\n28\\n\\n28\\n\\n30\\n\\n31\\n\\n31\\n\\n32\\n\\nAcknowledgements\\n\\nThe authors would like to extend their thanks to Edward Felten, Robert Seamans and Manav Raj who published the resources for their research, allowing it to be reused for this report. They would also like to thank the National Foundation for Education Research and researchers at the University of Sheffield and the University of Warwick for making available the latest mapping between SOC 2020 and O*NET.\\n\\n3\\n\\nThe impact of AI on UK jobs and training\\n\\nIntroduction\\n\\nAdvances in Artificial Intelligence (AI) are widely expected to have a profound and widespread effect on the UK economy and society, though the precise nature and speed of this effect is uncertain. It is estimated that 10-30% of jobs are automatable with AI having the potential to increase productivity and create new high value jobs in the UK economy.1,2 The UK education system and employers will need to adapt to ensure that individuals in the workforce have the skills they need to make the most of the potential benefits, advances in AI will bring.\\n\\nThis report, produced by the Unit for Future Skills3 in the Department for Education, is one of the first attempts to quantify the impact of AI on the UK job market (separate to automation more generally). The research takes a methodology from a US based study developed by Felten et al4 and applies it for a UK context. The approach considers the abilities needed to perform different job roles, and the extent to which these can be aided by a selection of 10 common AI applications5. The methodology is extended further to consider the link between training and jobs impacted by AI, using a novel dataset that includes information on the qualifications held by young people in employment.\\n\\nResults should be interpreted with caution\\n\\nThe estimates of which jobs are more exposed to AI are based on a number of uncertain assumptions so the results should be interpreted with caution. Quantifying occupations in terms of abilities to perform a job role will never fully describe all roles and a level of judgement is required when interpreting the results. Further, the extent to which occupations are exposed to AI will change due to the pace at which AI technologies are developing and as new data becomes available.\\n\\nHowever, the themes highlighted by the analysis are expected to continue and provide a good basis for considering the relative impact of AI across different parts of the labour market.\\n\\n1 PwC, Will robots really steal our jobs? 2 The British Institute Academy, The impact of artificial intelligence on work 3 https://www.gov.uk/government/groups/unit-for-future-skills 4 Felten E, Raj M, Seamans R (2023) ‘How will Language Modelers like ChatGPT Affect Occupations and Industries?’ 5 Abstract strategy games; real-time video games; image recognition; visual question answering; image generation; reading comprehension; language modelling; translation; speech recognition; instrumental track recognition.\\n\\n4', 'metadata': {'uuid': '91112cde-9324-4bb3-bfb6-0ce7a077803d', 'index': 1, 'created_datetime': '2024-12-05T17:17:13.838614+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 651, 'page_number': 2, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '075f0b64-bd0a-4d7a-ab71-f75ab8c721c0', '_score': 1.0, '_source': {'vector_field': [-0.02317112311720848, 0.04218599200248718, 0.04031567648053169, 0.026184407994151115, -0.011949233710765839, -0.006156453397125006, -0.04239380359649658, -0.03325004130601883, 0.06608445942401886, 0.008208604529500008, 0.04509536921977997, 0.00011851821909658611, 0.0048576234839856625, -0.006650008726865053, -0.01579377055168152, -0.0020001977682113647, 0.014235174283385277, 0.035951606929302216, 0.05278444290161133, 0.02524925023317337, -0.006520125549286604, -0.027639098465442657, 0.011689468286931515, -0.0005260260659269989, -0.00108452292624861, 0.009247668087482452, 0.00025814241962507367, 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0.0288859736174345, 0.020469557493925095, 0.05444694310426712, 0.0382375493645668, 0.005325201898813248, -0.0036107467021793127, -0.010910170152783394, -0.015170332044363022, -0.010858217254281044, 0.022339873015880585], 'text': 'Summary\\n\\nThis report shows the occupations, sectors and areas within the UK labour market that are expected to be most impacted by AI and large language models specifically. It also shows the qualifications and training routes that most commonly lead to these highly impacted jobs. The main findings are:\\n\\nProfessional occupations are more exposed to AI, particularly those associated with more clerical work and across finance, law and business management roles. This includes management consultants and business analysts; accountants; and psychologists. Teaching occupations also show higher exposure to AI, where the application of large language models is particularly relevant.\\n\\nThe finance & insurance sector is more exposed to AI than any other sector. The other sectors most exposed to AI are information & communication; professional, scientific & technical; property; public administration & defence; and education.\\n\\nWorkers in London and the South East have the highest exposure to AI, reflecting the greater concentration of professional occupations in those areas. Workers in the North East are in jobs with the least exposure to AI across the UK. However, overall the variation in exposure to AI across the geographical areas is much smaller than the variation observed across occupations or industries.\\n\\nEmployees with higher levels of achievement are typically in jobs more exposed to AI. For example, employees with a level 6 qualification (equivalent to a degree) are more likely to work in a job with higher exposure to AI than employees with a level 3 qualification (equivalent to A-Levels).\\n\\nEmployees with qualifications in accounting and finance through Further Education or apprenticeships, and economics and mathematics through Higher Education are typically in jobs more exposed to AI. Employees with qualifications at level 3 or below in building and construction, manufacturing technologies, and transportation operations and maintenance are in jobs that are least exposed to AI.\\n\\nThe analysis measures the exposure of jobs to AI, rather than distinguishing whether a job will be augmented (aided) or replaced (substituted) by AI. Research by the International Labor Organization (ILO)6 suggests that most jobs and industries are only partly exposed to automation and are more likely to be complemented rather than substituted by generative AI like ChatGPT. Annex 2 maps the jobs highlighted in that report to the UK job market, and generally include customer service and administrative occupations, including call and contact centre and unclassified administrative occupations.\\n\\n6 Generative AI and jobs: A global analysis of potential effects on job quantity and quality (ilo.org)\\n\\n5', 'metadata': {'uuid': 'f882a0c5-cf75-488b-963c-3462d74f59b0', 'index': 2, 'created_datetime': '2024-12-05T17:17:13.839139+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 483, 'page_number': 5, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'fbd5c64d-d973-418b-bc30-8ced0c9ee95f', '_score': 1.0, '_source': {'vector_field': [-0.011220715939998627, 0.0294842217117548, 0.02649998851120472, 0.03557205572724342, 0.02972295880317688, -0.004237610846757889, 0.030319806188344955, -0.005699884612113237, 0.043689168989658356, 0.03294593095779419, 0.05490988492965698, 0.04727024957537651, 0.03199097514152527, 0.02602251060307026, 0.0346170999109745, -0.04154052212834358, 0.010981976985931396, 0.009549545124173164, 0.03819818049669266, 0.04512160271406174, -0.00662499712780118, -0.08833329379558563, 0.010683553293347359, 0.00817679800093174, -0.0200540442019701, 0.02256080135703087, -0.04774772748351097, -0.03175223618745804, 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0.011399769224226475, 0.05156754329800606, -0.0006714523769915104, 0.050373852252960205, -0.021486476063728333, 0.03939187526702881, 0.044405385851860046, 0.01909909024834633, -0.01002702210098505, -0.011817562393844128, -0.06159456819295883, 0.006804050877690315, -0.0032677350100129843], 'text': '1 Methodology\\n\\nThe methodology broadly follows the approach described by Felten et al7 to create an AI Occupational Exposure (AIOE) score, with some adaptations to make it suitable for a UK context.\\n\\n1.1 Selection of AI applications\\n\\nThe AIOE is constructed based on assumptions around the use of a defined set of common AI applications. The 10 AI applications selected are based on those where the Electronic Frontier Foundation (EFF) has recorded scientific activity and progress in the technology from 2010 onwards.\\n\\nTable 1: AI applications\\n\\nAI application Abstract strategy games\\n\\nReal-time video games\\n\\nImage recognition\\n\\nVisual question answering\\n\\nImage generation Reading comprehension\\n\\nLanguage modelling\\n\\nTranslation\\n\\nDefinition The ability to play abstract games involving sometimes complex strategy and reasoning ability, such as chess, go, or checkers, at a high level. The ability to play a variety of real-time video games of increasing complexity at a high level. The determination of what objects are present in a still image. The recognition of events, relationships, and context from a still image. The creation of complex images. The ability to answer simple reasoning questions based on an understanding of text. The ability to model, predict, or mimic human language. The translation of words or text from one language into another. The recognition of spoken language into text. The recognition of instrumental musical tracks.', 'metadata': {'uuid': '7be29314-5ce8-4dbf-b73a-dd72ad1849dc', 'index': 3, 'created_datetime': '2024-12-05T17:17:13.839488+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 273, 'page_number': 6, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '69837d5c-ba0a-47a4-8e06-f7705c039e9e', '_score': 1.0, '_source': {'vector_field': [-0.021782565861940384, 0.050048038363456726, -0.002641784492880106, 0.044083766639232635, -0.029562054201960564, -0.01918940432369709, 0.023208806291222572, -0.038119491189718246, 0.06560701876878738, 0.031377267092466354, 0.03941607102751732, 0.011993377469480038, 0.005899445153772831, -0.00914089847356081, -0.007260855287313461, -0.0070663681253790855, 0.019319061189889908, 0.005964274052530527, 0.026190942153334618, 0.02372743748128414, -0.04252786934375763, -0.03915675729513168, 0.0030469661578536034, 0.038638122379779816, -0.060161374509334564, 0.015688633546233177, -0.013808591291308403, 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0.0004355702840257436, 0.07727624475955963, 0.06690359860658646, 0.006774637382477522, -0.02567231096327305, 0.03241453319787979, -0.03656359389424324, -0.022171540185809135, -0.006029103416949511], 'text': 'Speech recognition Instrumental track recognition\\n\\nThis set of applications does not comprehensively cover the set of applications for which AI could ultimately be used; however, based on further work conducted by Felten et al with field experts, it is believed that these represent fundamental applications of AI that\\n\\n7 Felten E, Raj M, Seamans R (2023) How will Language Modelers like ChatGPT Affect Occupations and Industries?\\n\\n6\\n\\nare likely to have implications for the workforce and are applications that cover the most likely and most common uses of AI.\\n\\n1.2 Mapping human abilities to job roles\\n\\nThe methodology by Felten et al uses the Occupational Information Network (O*NET) database of occupational characteristics and worker requirements information across the US economy.8 There is currently no equivalent database for UK occupations9 so the O*NET data is mapped to the UK using a crosswalk between O*NET occupations and SOC 2010.\\n\\nThe O*NET system uses 52 distinct abilities to describe the workplace activities of each occupation, each with a separate score for ‘level’ and ‘importance’. Abilities are grouped under four categories: cognitive, physical, psychometer and sensory. Examples of abilities are oral comprehension, written expression, mathematical reasoning, manual dexterity, and stamina.10\\n\\nSOC 2010 was used instead of SOC 2020 to align with information on training pathways and due to known issues with SOC 202011. Updating the analysis to SOC 2020 will lead to small changes in the ordering of AIOE scores but not the overall findings.', 'metadata': {'uuid': 'c5fc9083-36ae-4495-a2e8-f07a56079fd9', 'index': 4, 'created_datetime': '2024-12-05T17:17:13.839694+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 317, 'page_number': 6, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '4d8e6113-ae10-4630-a8eb-e1c2cf7605fb', '_score': 1.0, '_source': {'vector_field': [-0.022925948724150658, 0.043125566095113754, 0.029865695163607597, 0.02243025228381157, 0.005173828918486834, 0.029865695163607597, -0.016729746013879776, -0.03742505982518196, 0.035442277789115906, 0.0443648099899292, 0.026024049147963524, 0.03296379745006561, 0.018092909827828407, 0.002215142361819744, 0.05799645185470581, -0.007249556481838226, 0.01096727792173624, -0.03742505982518196, 0.06642328947782516, 0.022802025079727173, 0.0062271831557154655, -0.046595439314842224, 0.016977593302726746, 0.023297719657421112, -0.04039923846721649, -0.005142848007380962, -0.015986202284693718, 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-0.057005058974027634, 0.028006834909319878, -0.007993101142346859, -0.014994809404015541, -0.003407911164686084, -0.006567974574863911, 0.006567974574863911, 0.03990354388952255, 0.06171417608857155, 0.007466423790901899, 0.032468099147081375, 0.0189603790640831, -0.07286734133958817, -0.005421677138656378, -0.013569682836532593], 'text': \"1.3 Assessing AI applications against human abilities\\n\\nAI applications are linked to workplace abilities using a crowd-sourced data set collected by Felten et al, and constructed using survey responses of “gig workers” from Amazon's Mechanical Turk (mTurk) web service. The data has a measure of application-ability relatedness for each combination bound between 0 and 1. This measure of application- ability relatedness is then organised into a matrix that connects the 10 AI applications to the 52 O*NET occupational abilities. An ability-level exposure is calculated as follows:\\n\\n10\\n\\n𝐴𝑖𝑗 = ∑ 𝑥𝑖𝑗\\n\\n(1)\\n\\n𝑖=1\\n\\nIn this equation, i indexes the AI application and j indexes the occupational ability. The ability-level exposure, A, is calculated as the sum of the 10 application-ability relatedness scores, x, as constructed using mTurk survey data. By calculating the ability-level AI\\n\\n8 Felten E, Raj M, Seamans R (2023) How will Language Modelers like ChatGPT Affect Occupations and Industries? 9 https://www.gov.uk/government/publications/a-skills-classification-for-the-uk 10 O*NET 28.0 Database at O*NET Resource Center (onetcenter.org) 11 Revision of miscoded occupational data in the ONS Labour Force Survey, UK - Office for National Statistics\\n\\n7\\n\\nexposure as a sum of all the AI applications, all applications are weighted equally12. This approach assumes that each application has an independent effect on an ability and does not consider interactions across applications.\\n\\nThe estimates for each application are then standardised to give a rating between 0 and 1.\", 'metadata': {'uuid': '93a7a5f4-8b66-4dbb-8c08-81e4982ec30a', 'index': 5, 'created_datetime': '2024-12-05T17:17:13.839922+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 364, 'page_number': 7, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'f2a31ed6-b70f-4e1c-992a-654fbba1ac5f', '_score': 1.0, '_source': {'vector_field': [-0.026025546714663506, 0.025774091482162476, 0.07292181998491287, 0.00474620470777154, 0.034197818487882614, 0.00229452271014452, 0.03243763744831085, -0.0079522505402565, 0.05179963633418083, 0.035203635692596436, 0.05205109342932701, 0.0017601818544790149, 0.005626295693218708, -0.008109409362077713, 0.05154818296432495, -0.034952182322740555, -0.011378318071365356, -0.024265363812446594, 0.0382210910320282, -0.0197391826659441, -0.04350163787603378, -0.0865003690123558, 0.02866581827402115, 0.01873336359858513, -0.03168327361345291, -0.01835618168115616, -0.04853072762489319, -0.04928509145975113, 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-0.024013910442590714, 0.04853072762489319, 0.06588109582662582, -0.004211863502860069, 0.01452150009572506, 0.0009233096498064697, -0.03168327361345291, -0.005626295693218708, -0.02049354650080204], 'text': \"1.4 Calculating occupational exposure\\n\\nFor each occupation, the values for the level and importance of each ability are combined with the rating for the relatedness of each AI application to create an AI Occupational Exposure (AIOE) score. This is done overall for all AI applications, and individually for each application, e.g. language modelling.\\n\\n𝐴𝐼𝑂𝐸𝑘 =\\n\\n∑\\n\\n52 𝑗=1 ∑\\n\\n𝐴𝑖𝑗 × 𝐿𝑗𝑘 × 52 𝐿𝑗𝑘 × 𝐼𝑗𝑘 𝑗=1\\n\\n𝐼𝑗𝑘\\n\\n(2)\\n\\nIn this equation, i indexes the AI application, j indexes the occupational ability, and k indexes the occupation. Aij represents the ability-level exposure score calculated in Equation 1. The ability-level AI exposure is weighted by the ability's prevalence (Ljk) and importance (Ijk) within each occupation as measured by O*NET (mapped to SOC 2010) by multiplying the ability-level AI exposure by the prevalence and importance scores for that ability within each occupation, scaled so that they are equally weighted. These prevalence and importance scores, account for the presence of different abilities within an occupation. Abilities that are integral to an occupation have high prevalence and importance scores, while those that are used less often or are less vital have lower prevalence and importance scores. An occupation's aggregate exposure to AI is calculated by summing this weighted ability-level AI exposure across all abilities in an occupation. The scores are then standardised and ranked from most to least exposed. These scores are applied to employment counts across occupations to give aggregate exposure scores, for example across the geographical areas.\\n\\nIn testing the robustness of their methodology Felten et al found evidence that AI is most likely to affect cognitive and sensory abilities, and the AIOE scores were not sensitive to excluding any of the applications in the sample. Therefore, any AI applications that may have been excluded are also likely to be related to a similar set of cognitive and sensory abilities.\\n\\n12 Felten et al carried out further analysis which suggested that weighting the applications is unlikely to have a meaningful impact on the measure.\\n\\n8\\n\\n1.5 Mapping occupations to training pathways\\n\\nRelationships between occupations and training are taken from ASHE-LEO data, a new data resource available in the Department for Education. It brings together the longitudinal education and labour market information in the Longitudinal Education Outcomes study (LEO)13 with the information on employment and earnings in the Annual Survey of Hours and Earnings (ASHE).14\\n\\nThere are around 100,000 individuals in the ASHE-LEO sample in each year. This represents 45-75% of the overall ASHE sample, with later years having a better match rate than earlier years, and younger ages having a better match rate than older ages. ASHE-LEO is used here as an approximately representative sample of early career employees in LEO (employees aged 23-30 in the 2018-19 tax year).\\n\\nThe data is used to identify the training taken by employees for each occupation. As each training route may be associated with multiple occupations, a weighted average is calculated to arrive at an average AIOE score.\", 'metadata': {'uuid': '3f5b91a5-b7e6-4cbb-8c0c-f31a9914f9e0', 'index': 6, 'created_datetime': '2024-12-05T17:17:13.840209+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 687, 'page_number': 8, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'aef2bac5-68ae-42f4-adff-fd6582d01f78', '_score': 1.0, '_source': {'vector_field': [-0.011496881023049355, -0.009073213674128056, 0.013112658634781837, -0.02112940140068531, -0.02560386434197426, -0.01000539306551218, 0.030451197177171707, -0.04524178057909012, 0.015598470345139503, 0.023242343217134476, -0.02038365788757801, 0.013299094513058662, -0.006276675499975681, -0.06910557299852371, 0.042010221630334854, -0.05667651444673538, -0.04971624165773392, -0.03430420532822609, 0.04747901111841202, 0.030078325420618057, -0.026722479611635208, -0.03579569235444069, 0.01360982097685337, -0.008451760746538639, -0.020880820229649544, -0.04598752409219742, -0.043998874723911285, 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0.007519581355154514, 0.04747901111841202, 0.006463111378252506, 0.018022136762738228, 0.039772991091012955, 0.04076731577515602, 0.015536325052380562, 0.030699778348207474, 0.023490924388170242, -0.02224801853299141, -0.034552786499261856, 0.002843147609382868], 'text': '1.6 Data sources\\n\\nName AIOE data15\\n\\nAnnual Population Survey\\n\\nApprenticeship data\\n\\nASHE-LEO\\n\\nDescription Organised measure of application-ability relatedness that connects the 10 EFF AI applications to the 52 O*NET occupational abilities. A residence based labour market survey encompassing population, economic activity (employment and unemployment), economic inactivity and qualifications. Apprenticeships starts in England reported for an academic year based on data returned by providers. Education and labour market information in the Longitudinal Education Outcomes study (LEO) linked with the information on employment and earnings in the Annual Survey of Hours and Earnings (ASHE)\\n\\n13 Apply to access the Longitudinal Education Outcomes (LEO) dataset - GOV.UK (www.gov.uk) 14 Annual Survey of Hours and Earnings (ASHE) - Office for National Statistics (ons.gov.uk) 15 Felten E, Raj M, Seamans R (2021) Occupational, industry, and geographic exposure to artificial intelligence: A novel dataset and its potential uses. Strategic Management Journal 42(12):2195–2217\\n\\n9', 'metadata': {'uuid': '08a3a984-3718-4dff-a0a9-5de2e35c297f', 'index': 7, 'created_datetime': '2024-12-05T17:17:13.840612+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 236, 'page_number': 9, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'b1562596-76e9-415c-94bd-f4db174702bd', '_score': 1.0, '_source': {'vector_field': [0.010438477620482445, 0.03131356090307236, 0.06509535014629364, 0.02027318812906742, 0.0009483293979428709, -0.008168593049049377, -0.00824865885078907, -0.027375536039471626, 0.07699194550514221, 0.04467117413878441, 0.06138688698410988, 0.010423836298286915, 0.01004017237573862, 0.006404027342796326, -0.001219291822053492, -0.015862397849559784, 0.008168826811015606, 0.010594247840344906, 0.058504510670900345, 0.002706508617848158, -0.02638062834739685, -0.03972480446100235, 0.00018086875206790864, 0.012862029485404491, -0.014011847786605358, -0.0028741173446178436, -0.01122636254876852, 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They then apply both the original measure and the complementarity adjusted measures to labour force microdata (using ISCO-08) from 6 countries including the UK, with a particular focus on emerging markets.\\n\\nThe research finds that there are substantial cross-country disparities in the baseline AIOE, with emerging markets generally displaying lower exposure levels than advanced economies. This disparity is mainly due to different employment structures, with advanced economies characterised by larger proportions of high-skill occupations such as professionals and managers. In line with this report and as outlined by Felten et al, these professions are the most exposed to AI due to their high concentration of cognitive- based tasks. However, because those high-skill occupations also show higher potential for AI complementarity, these cross-country disparities in terms of potentially disruptive exposure reduce considerably once complementarity is factored in. Nevertheless, advanced economies remain more exposed even under the C-AIOE measure. Emerging markets with a large share of agricultural employment, remain relatively less exposed under both measures, as occupations in this sector have very low baseline exposure to AI. Overall, the results suggest that the impact of AI on labour markets in advanced economies may be more “polarised,” as their employment structure better positions them to benefit from growth opportunities but also makes them more vulnerable to likely job displacements.\\n\\n16 Labor Market Exposure to AI: Cross-country Differences and Distributional Implications (imf.org) 17 Felten E, Raj M, Seamans R (2023) ‘How will Language Modelers like ChatGPT Affect Occupations and Industries?’\\n\\n10\\n\\n2 Occupational exposure to AI\\n\\nThere is a range of UK and international research on AI and the impact that it will have on jobs and the labour market. It is very difficult to make a numerical estimate on a technology which is not yet fully understood and is evolving at a rapid pace. However, a consensus has begun to emerge that 10-30% of jobs in the UK are highly automatable and could be subject to some level of automation over the next two decades. However, the overall net effect on employment is unclear but it is often assumed that there will be a broadly neutral long-term effect and job displacement will be matched by job creation.18\\n\\nThis analysis assesses the relative exposure of UK jobs19 to AI by use of an AI Occupational Exposure (AIOE) score. The AIOE score allows jobs to be ranked to show which jobs are more and less likely to be impacted by advances in AI, based on the abilities required to perform the job. As well as AI generally, a similar exposure score is created to consider large language modelling specifically through generative AI tools like ChatGPT and Bard.\\n\\nThe analysis measures the exposure of jobs to AI, rather than distinguishing whether a job will be augmented (aided) or replaced (substituted) by AI. Annex 2 discusses the potential for identifying UK jobs which could be fully automated as a result of AI based on research from the International Labor Organization (ILO).\\n\\n2.1 Occupations most exposed to AI\\n\\nTable 2 shows a list of the top 20 occupations that are most exposed to AI, and to large language modelling specifically. A full list of all occupations is published alongside this report.\\n\\nThe exposure score is based on a number of assumptions including the abilities considered important for a job at a given point in time so rankings should be interpreted with caution, however the themes highlighted by the analysis are expected to continue20.\\n\\nThe occupations most exposed to AI include more professional occupations, particularly those associated with more clerical work and across finance, law and business management roles. This includes management consultants and business analysts, accountants, and psychologists. This compares to the occupations least exposed to AI, which include sport professionals, roofers and steel erectors.\\n\\nThe list of occupations most exposed to large language modelling includes many of the same occupations exposed to AI more generally, with both lists including solicitors,\\n\\n18 Will robots really steal our jobs? (pwc.co.uk) 19 Defined by 4 digit standardised occupation classification (SOC 2010) codes. 20 Felten et al (2021) Appendix C: Quantitative Validation of the AIOE and Related Measures\\n\\n11\\n\\npsychologists and management consultants and business analysts. It also includes more education related occupations, particularly for post-16 training. This aligns with public statements around the potential use of generative AI tools by teachers, for example in preparing teaching material.\\n\\nTable 2: Occupations most exposed to AI and large language modelling', 'metadata': {'uuid': '4f334873-59ea-4caf-a198-0232621d6f10', 'index': 8, 'created_datetime': '2024-12-05T17:17:13.840769+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 1012, 'page_number': 10, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'd0f9c726-e8ce-4196-934b-676655b4c211', '_score': 1.0, '_source': {'vector_field': [-0.02791612222790718, 0.07333896309137344, 0.04116445034742355, 0.046605728566646576, -0.006358014885336161, 0.0077479067258536816, -0.044713109731674194, -0.03714263439178467, 0.05630539730191231, -0.0016042898641899228, 0.039744988083839417, 0.02424917370080948, 0.025786925107240677, 0.034303709864616394, -0.001907404512166977, -0.010409400798380375, 0.012183730490505695, 0.023066285997629166, 0.03572317212820053, 0.0008945579174906015, -0.0005507815512828529, -0.05559566617012024, -0.0023214146494865417, -0.015850679948925972, -0.0296904519200325, 0.026260079815983772, -0.0032085797283798456, 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-0.02874414250254631, 0.014490359462797642, -0.00021717057097703218, 0.014608648605644703, 0.01928105019032955, 0.05464935675263405, 0.045659419149160385, 0.03217451274394989, -0.005086411722004414, 0.012775174342095852, -0.042110759764909744, 0.025786925107240677, 0.01212458685040474], 'text': 'Exposure to all AI applications\\n\\n1 Management consultants and business\\n\\nExposure to large language modelling Telephone salespersons\\n\\nanalysts*\\n\\n2 Financial managers and directors 3 Charted and certified accountants 4 Psychologists*\\n\\n5 Purchasing managers and directors\\n\\n6 Actuaries, economists and statisticians 7 Business and financial project management professionals\\n\\nSolicitors* Psychologists* Further education teaching professionals Market and street traders and assistants Legal professionals n.e.c.* Credit controllers*\\n\\n8 Finance and investment analysts and\\n\\nadvisers\\n\\n9 Legal professionals n.e.c.*\\n\\n10 Business and related associate\\n\\nprofessionals n.e.c.\\n\\n11 Credit controllers* 12 Solicitors*\\n\\n13 Civil engineers 14 Education advisers and school\\n\\ninspectors*\\n\\n15 Human resources administrative\\n\\noccupations*\\n\\n16 Business, research and administrative\\n\\nprofessionals n.e.c.\\n\\n17 Financial accounts managers\\n\\n18 Bookkeepers, payroll managers and\\n\\nwages clerks\\n\\n19 National government administrative\\n\\nHuman resource administration occupations* Public relations professionals Management consultant and business analysts* Market research interviewers Local government administrative occupations Clergy Higher education teaching professionals Collector salespersons and credit agents Education advisers and school inspectors* Human resource managers and directors National government administrative occupations* Vocational and industrial trainers and instructors Social and humanities scientists\\n\\noccupations*\\n\\n20 Marketing associate professionals\\n\\nOccupations that appear in both lists are marked with an asterisk.\\n\\nTable 3 shows a list of the occupations that are least exposed to AI, and to large language modelling specifically.\\n\\nThe occupations least exposed to AI and LLM include many of the same areas, including more manual work that is technically difficult, in unpredictable environments, and with\\n\\n12\\n\\nlower wages (reducing the incentive to automate) – with the exception of sports players. This includes: roofers, roof tilers and slaters; elementary construction occupations; plasterers; and steel erectors.\\n\\nTable 3: Occupations least exposed to AI and large language modelling', 'metadata': {'uuid': 'e24ca78e-f7ce-4c28-88bb-46ceeb7a2ce3', 'index': 9, 'created_datetime': '2024-12-05T17:17:13.841749+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 390, 'page_number': 12, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '2c019f44-db97-447a-a051-7ff1d66fc92c', '_score': 1.0, '_source': {'vector_field': [-0.05046830326318741, 0.024583786725997925, -0.01716962829232216, 0.038241446018218994, -0.005723209585994482, -0.038241446018218994, -0.017559848725795746, -0.014177951030433178, 0.06867851316928864, -0.006828829646110535, 0.02406349591910839, 0.04630596935749054, 0.027055174112319946, 0.01677940972149372, -0.02120188996195793, -0.02471386082470417, 0.015088462270796299, 0.00372333824634552, 0.02822582982480526, 0.03590013459324837, 0.014633206650614738, -0.04058276116847992, -0.004227370955049992, -0.0189906507730484, -0.030827289447188377, 0.00429240707308054, -0.01489335298538208, 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-0.03668057173490524, 0.03616027906537056, -0.01619408279657364, -0.007186530157923698, -0.00018697985797189176, 0.02822582982480526, 0.03954217582941055, 0.03511969745159149, -0.030306996777653694, 0.0006625590613111854, -0.011706565506756306, -0.007901931181550026, 0.00969043467193842], 'text': 'Exposure to all AI applications\\n\\n1 Sports players* 2 Roofers, roof tilers and slaters* 3 Elementary construction occupations* 4 Plasterers* 5 Steel erectors* 6 Vehicle valeters and cleaners* 7 Hospital porters 8 Cleaners and domestics 9 Floorers and wall tilers*\\n\\n10 Metal plate workers, and riveters\\n\\n11 Launderers, dry cleaners and pressers*\\n\\n12 Window cleaners 13 Painters and decorators 14 Fork-lift truck drivers*\\n\\n15 Packers, bottlers, canners and fillers\\n\\n16 Gardeners and landscape gardeners\\n\\n17 Bricklayers and masons* 18 Road construction operatives* 19 Elementary process plant occupations\\n\\nExposure to large language modelling Fork-lift truck drivers* Roofers, roof tilers and slaters* Steel erectors* Vehicle valeters and cleaners* Elementary construction occupations* Plasterers* Metal plate workers, and riveters* Vehicle paint technicians Floorers and wall tilers* Mobile machine drivers and operatives n.e.c. Launderers, dry cleaners and pressers* Large goods vehicle drivers Road construction operatives* Rail construction and maintenance operatives Industrial cleaning process occupations Elementary process plant occupations n.e.c. Sewing machinists Sports players* Street cleaners\\n\\nn.e.c.*', 'metadata': {'uuid': 'b48de681-6b11-4290-9cfc-f80cbc5abfc4', 'index': 10, 'created_datetime': '2024-12-05T17:17:13.842047+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 266, 'page_number': 13, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'c35e98a0-9350-43b5-b575-b6e4384584dc', '_score': 1.0, '_source': {'vector_field': [-0.03352178633213043, 0.03395998105406761, 0.046010296791791916, 0.02421017922461033, -0.023114696145057678, 0.017308635637164116, -0.02672979049384594, -0.02826346829533577, 0.07230189442634583, 0.012433734722435474, 0.02552475966513157, 0.016322700306773186, 0.018404118716716766, -0.00580606097355485, 0.015555862337350845, -0.03505546227097511, 0.016651345416903496, 0.010078446008265018, 0.03198811039328575, -0.011776444502174854, -0.02979714423418045, -0.03527456149458885, -0.010790510103106499, 0.011119155213236809, -0.016103602945804596, 0.006545512471348047, -0.015555862337350845, 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-0.012433734722435474, -0.023333793506026268, 0.06047067418694496, 0.045572102069854736, 0.021909665316343307, 0.007339737843722105, -0.022238310426473618, -0.010571413673460484, -0.016979990527033806, 0.020704632624983788], 'text': '20 Tyre, exhaust and windscreen fitters\\n\\nBricklayers and masons*\\n\\nOccupations that appear in both lists are marked with an asterisk.\\n\\nThe rest of this report focusses on the impact of AI. The findings for large language models specifically are very similar to the findings for AI and are discussed further in Annex 4.\\n\\n2.2 Exposure to AI by skill level of occupation\\n\\nThe ONS assign each occupation to one of four skill levels21 gained through education or work-related experience:\\n\\n21 SOC2010 volume 1: structure and descriptions of unit groups - Office for National Statistics\\n\\n13\\n\\nLevel 1 – general compulsory education.\\n\\nLevel 2 – general compulsory education with a longer period of work-related training or work experience.\\n\\nLevel 3 – post-compulsory education below degree level.\\n\\nLevel 4 – professional occupations normally requiring a degree or equivalent period of relevant work experience.\\n\\nFigure 1 shows that professional occupations (those at skill level 4) are more exposed to AI than other occupations. These include many of the top 20 occupations listed in the previous section, including management consultants and business analysts, financial managers and directors, chartered and certified accountants, and psychologists.', 'metadata': {'uuid': '5008a387-754c-434e-bdad-b9d536419834', 'index': 11, 'created_datetime': '2024-12-05T17:17:13.842239+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 243, 'page_number': 13, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '897d93b9-19fa-4ba3-bdb8-f3be40233d9b', '_score': 1.0, '_source': {'vector_field': [-0.006880876608192921, 0.008124408312141895, 0.027634043246507645, 0.04885698854923248, -0.017906859517097473, 0.018570076674222946, 0.014093361794948578, -0.013485413044691086, 0.08047033101320267, 0.015364527702331543, 0.04465661197900772, 0.013374876230955124, 0.006825608666986227, 0.03338192403316498, 0.030065838247537613, -0.007046680897474289, 0.03935087472200394, 0.005278102122247219, 0.030286910012364388, 0.010611472651362419, 0.01193790603429079, -0.05836309865117073, 0.004421446938067675, -0.004255642648786306, -0.02940262109041214, 0.0011951723136007786, -0.01624881662428379, 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0.00012089893425581977, 0.006632170174270868, -0.0011606297921389341, 0.016027744859457016, 0.04067730903625488, 0.0038411319255828857, -0.0021001871209591627, -0.01016932725906372, -0.02741296961903572, 0.05106770992279053, -0.0024317956995218992], 'text': 'Figure 1: Exposure to all AI by skill level of occupation\\n\\nA\\n\\nC\\n\\nB\\n\\nHow to read this chart\\n\\nThe boxes show the upper 25%, lower 25%, and average value for the AIOE score. • The error bars show the highest and lowest AIOE scores. • Each dot represents the AIOE score of an individual occupation. • The AIOE score is a relative measure so negative values still indicate some exposure to AI.\\n\\nThe professional occupations least exposed to AI (marked by ‘C’ on Figure 1) are veterinarians, medical radiographers, dental practitioners, physiotherapists, and senior police officers. Despite being less exposed to AI compared to other professional occupations, they rank among the middle for exposure to AI across all occupations. It may be expected that occupations such as radiographers would be more exposed, but this may be explained by the current use of technology and AI within these roles.\\n\\nSimilarly, those occupations requiring the lowest levels of education or relevant work experience are less exposed to AI (those at skill level 1). The exception to this is security\\n\\n14\\n\\nguards (as shown by ‘A’ in Figure 1) where potential uses of AI have been documented to be anything from monitoring live video to AI powered patrol bots.22 Whilst lower skilled occupations are generally less exposed to AI, there are still some higher skilled occupations at skill level 3 that are less exposed, such as roofers and sports players (as shown by ‘B’ in Figure 1).\\n\\nThese results are consistent with the findings of similar research23 which suggests that occupations requiring a lower level of education tend to be more manual and often technically difficult roles, which have already seen extensive changes due to developments in technologies, and it is unlikely to be cost effective to apply further automation.24, 25 Furthermore, more recent advancements in AI have been more applicable to software and technologies and either require skills in technical coding or use of specific software as part of the job, e.g. accountancy and finance.\\n\\n22 Artificial Intelligence and its applications in physical security | G4S United Kingdom 23 Eloundou et al (2023), Felten et al (2023), Brynjolfsson et al (2023) 24 How automation has affected jobs through the ages | World Economic Forum (weforum.org) 25 AI-and-work-evidence-synthesis.pdf (thebritishacademy.ac.uk)\\n\\n15', 'metadata': {'uuid': '629d8091-f26c-466b-90f4-81a364ac663f', 'index': 12, 'created_datetime': '2024-12-05T17:17:13.842445+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 497, 'page_number': 14, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'c5b7bc29-52ef-401f-9c28-77578e9914e9', '_score': 1.0, '_source': {'vector_field': [-0.020484117791056633, 0.06584180146455765, 0.06547601521015167, 0.01033350545912981, 0.031274858862161636, 0.004435176961123943, 0.01316836103796959, -0.015637429431080818, 0.06547601521015167, 0.03785903751850128, 0.05450238287448883, -0.023959100246429443, 0.0022404503542929888, 0.013717042282223701, 0.026519615203142166, -0.04682083800435066, 0.03456694632768631, -0.01737491972744465, 0.03932218998670578, 0.002126141684129834, -0.009601930156350136, -0.07206019759178162, 0.036212991923093796, 0.0009544775239191949, 0.012253891676664352, 0.022587396204471588, -0.030177494511008263, 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0.027068298310041428, -0.0006572749698534608, 0.025970933958888054, -0.0025490836706012487, 0.07901016622781754, -0.004800965078175068, 0.0332866907119751, 0.02834855392575264, 0.007132862228900194, 0.019569646567106247, -0.009419036097824574, -0.04791820049285889, 0.004595209378749132, 0.01691768504679203], 'text': '3 Exposure to AI across industries and geography\\n\\n3.1 Exposure to AI across industry\\n\\nThe industry estimate of exposure to AI is constructed by taking a weighted average of the AI Occupational Exposure (AIOE) scores across occupations within an industry. This provides an average AIOE score for each industry, which are shown in Figure 2. In general, the industries more exposed to AI follow the same themes as discussed earlier in this report.\\n\\nThe finance & insurance sector is more exposed to AI than any other sector. This sector features a large number of finance and clerical roles which have high AIOE scores. There are five other sectors that are highly exposed to AI: information & communication; professional, scientific & technical; property; public administration & defence; and education.\\n\\nThe industries least exposed to AI are accommodation & food services; motor trades, agriculture, forestry, and fishing; transport & storage and construction.\\n\\nSome of these industries capture a range of activities. For example, the veterinary activities sub-sector has much lower exposure to AI (average AIOE of -0.06) compared to the professional, scientific & technical industry as whole (average AIOE of 0.86).', 'metadata': {'uuid': '47390a11-1121-475c-b7b0-97f3f57e6197', 'index': 13, 'created_datetime': '2024-12-05T17:17:13.842854+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 241, 'page_number': 16, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '5c145a94-c69a-4d0f-8c7a-bb7b5add3c3e', '_score': 1.0, '_source': {'vector_field': [-0.038787491619586945, 0.036352403461933136, 0.028351396322250366, 0.00691391434520483, 0.013479958288371563, -0.021046128123998642, -0.03478698804974556, -0.021393999457359314, 0.05809427425265312, 0.02208973839879036, 0.033569443970918655, -0.03252583369612694, 0.025568436831235886, -0.045223087072372437, 0.01574111357331276, -0.0025220566894859076, 0.020785225555300713, -0.02069825865328312, 0.039657168090343475, 0.02574237249791622, -0.0036743758246302605, -0.055659182369709015, 0.0056094019673764706, 0.00028943861252628267, -0.01339299138635397, 0.009218552149832249, -0.04452734813094139, 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-0.011827576905488968, -0.029916811734437943, 0.0393092967569828, -0.05357196554541588, 0.026612047106027603, -0.07409628480672836, -0.01634988561272621, 0.008566295728087425, -0.0005000629462301731, 0.009609906002879143, 0.01739349402487278, 0.022785477340221405, 0.044875215739011765, 0.05739853158593178, 0.060877230018377304, -0.06505166739225388, 0.033569443970918655, 0.01687169075012207, 0.023133348673582077, -0.03148222714662552, 0.0034786988981068134, 0.005022371653467417, -0.007000881712883711, 0.004435341339558363, -0.0029786359518766403, -0.030612550675868988, 0.013306023553013802, 0.022263674065470695, 0.021915802732110023, 0.021133096888661385, 0.009740357287228107, 0.027829591184854507, 0.04661456495523453, 0.027481721714138985, -0.014610535465180874, 0.03391731530427933, 0.011914543807506561, -0.01217544637620449, 0.021741868928074837, -0.002445960184559226, -0.06539954245090485, 0.033569443970918655, -0.026612047106027603, -0.006479076575487852, 0.02400302328169346, -0.009783840738236904, -0.017219560220837593, 0.06679102033376694, -0.030786486342549324, 0.03322157636284828, 0.04731030762195587, 0.012784218415617943, 0.0024894438683986664, -0.007522686384618282, -0.02400302328169346, -0.0002119832206517458, 0.008348877541720867], 'text': 'Figure 2: Exposure to AI by industry\\n\\n16\\n\\n3.2 Exposure to AI by geography\\n\\nThe geographical estimate of exposure to AI is constructed by taking a weighted average of the AI Occupational Exposure (AIOE) scores across occupations within a geographical area. This provides an average AIOE score for each geographical area or nation of the UK, which are shown in Figure 3.\\n\\nOverall, workers in London and the South East have the highest exposure to AI across any geographical area of the UK. They are also the only areas to be above the average for the UK as a whole. The North East is the area with the least exposure to AI across the UK.\\n\\nComparing London to the North East, the increased exposure is due to London having:\\n\\nA higher proportion of professional occupations, including programmers, financial\\n\\nmanagers, and IT professionals.\\n\\nA lower proportion of elementary trades, administration and services occupations,\\n\\nskilled trades, and caring personal services occupations.\\n\\nOverall, the variation in exposure to AI across the geographical areas is much smaller than the variation across occupations or industries. Each geographical area covers a large population and a lot of overlap in the types of jobs, so we would expect to see more variation in exposure to AI when looking at smaller areas where the job markets will differ more26.', 'metadata': {'uuid': 'dbc598d3-8cc2-480d-866f-5dbce216be9a', 'index': 14, 'created_datetime': '2024-12-05T17:17:13.843265+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 261, 'page_number': 16, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '2e1cff2c-bff2-408e-b457-af8c8d0a78cc', '_score': 1.0, '_source': {'vector_field': [-0.02834351360797882, 0.005327530670911074, 0.03758139908313751, 0.02981317602097988, -0.001056320732459426, 0.00881798192858696, -0.013436924666166306, -0.01658620312809944, 0.06340549141168594, 0.020890219137072563, 0.014801612123847008, 0.01763596385717392, 0.0018764454871416092, 0.014696636237204075, 0.03905106335878372, -0.00981525331735611, 0.016271276399493217, 0.00538001861423254, 0.015116539783775806, -0.01711108349263668, -0.010655061341822147, -0.054587505757808685, 0.009132909588515759, 0.028133561834692955, -0.026558920741081238, -0.019735483452677727, -0.0254041850566864, 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-0.02445940114557743, 0.03317240625619888, -0.029603224247694016, 0.04115058109164238, 0.03464207053184509, 0.026348968967795372, 0.011599845252931118, -0.009027933701872826, -0.0021520075388252735, -0.015851372852921486, -0.00023947644513100386], 'text': 'Figure 3: Exposure to AI by geography\\n\\n26 At 4 digit SOC, between 55% and 80% of occupations within an individual geographical area or nation match the proportions seen for the UK as a whole.\\n\\n17\\n\\n4 Exposure to AI by qualification\\n\\nAn average AI occupational exposure score by highest qualification is estimated by linking together information on training with jobs. This is done using sample data that covers the qualifications held and training routes taken for young people in employment (age 23-30).27\\n\\n4.1 Training routes\\n\\nFigure 4 shows that early-career employees with higher levels of achievement are typically in occupations more exposed to AI. This aligns with findings from earlier in this report showing occupations labelled as higher skills levels were more exposed to AI. The same pattern is seen overall and across different training routes, for example apprenticeships, as shown in Figure 5. Female students are also in training that leads to more exposure to AI in jobs (overall their exposure score is 0.34 compared to 0.06 for males).\\n\\nEmployees that achieved apprenticeships at level 4 and above are in jobs most exposed to AI compared to any other route. However, this is based on a small sample, and the reference period for the data means it mainly includes the level 4 and 5 apprenticeship frameworks available before the introduction of new standards and growth in higher level apprenticeships from 2017 onwards. These apprenticeships were predominantly in accounting, professional services and IT, which typically are held by those in the occupations that are most exposed to AI.\\n\\nIn Annex 1, similar estimates have been made on the average exposure to AI using apprenticeship occupational maps and more recent data on apprenticeship starts. These estimates suggest employees with a level 4 or 5 qualification achieved through an apprenticeship are linked to jobs more exposed to AI than those that achieved similar level qualifications in Further Education or Higher Education settings.\\n\\n27 Longitudinal Education Outcomes study (LEO) linked to the Annual Survey of Hours and Earnings (ASHE).\\n\\n18\\n\\nFigure 4: Exposure to AI by highest level of attainment for early-career employees', 'metadata': {'uuid': '36765f5a-0378-4ea0-859e-e59bfc976f08', 'index': 15, 'created_datetime': '2024-12-05T17:17:13.843683+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 433, 'page_number': 17, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '8f541269-9c4a-45b5-8327-b3e876a91ad8', '_score': 1.0, '_source': {'vector_field': [-0.028304552659392357, 0.0179625041782856, 0.01750890538096428, -0.0033339497167617083, 0.019323300570249557, 0.030481824651360512, -0.03374773636460304, -0.02467576414346695, 0.0359250083565712, 0.0038782679475843906, 0.016329549252986908, 0.028485991060733795, 0.004399906378239393, 0.023587126284837723, 0.014333715662360191, -0.03810228034853935, 0.019958337768912315, 0.0015308952424675226, 0.021591292694211006, 0.00875445269048214, 0.01660170778632164, -0.04826289042830467, 0.004286506678909063, 0.01896042190492153, -0.009162691421806812, -0.0005216383724473417, -0.03628788888454437, 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-0.017871784046292305, 0.037013646215200424, -0.009298770688474178, 0.04862576723098755, 0.012065722607076168, 0.044634100049734116, -0.005171023774892092, -0.007756535895168781, -0.029211748391389847, -0.009298770688474178, 0.0068039787001907825], 'text': 'Student average\\n\\nFigure 5: Exposure to AI by training route28 for early-career employees\\n\\nStudent average\\n\\n4.2 Subject areas\\n\\nThe tables below show more detail on the subject area for the highest qualification held by employees and show similar findings to earlier in the report around occupations and sectors most impacted by AI.\\n\\nEarly-career employees that achieved qualifications in accounting and finance at level 4 and above are in jobs more exposed to AI than any other subject area across Further\\n\\n28 Higher Education and Further Education refers to the education setting.\\n\\n19\\n\\nEducation or apprenticeships. Employees that achieved a level 7 or higher qualification in economics or mathematics and statistics are in jobs most exposed to AI across all subjects in Higher Education. This reflects a high number of learners with these qualifications ending up in professional occupations, including in the finance and insurance sector.\\n\\nThe employees with the lowest exposure to AI are those that achieved level 2 or 3 qualifications in building and construction, manufacturing technologies, and transportation operations and maintenance.\\n\\nTable 4: Subjects most and least associated with exposure to AI by further education setting', 'metadata': {'uuid': '55b04d9a-bab9-4a08-ac82-a20891b32b50', 'index': 16, 'created_datetime': '2024-12-05T17:17:13.844054+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 219, 'page_number': 19, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '576e2faa-aa36-4c1b-ac08-150787ca62b6', '_score': 1.0, '_source': {'vector_field': [-0.017259741201996803, 0.02279588393867016, 0.027572164312005043, -0.00884697400033474, 0.04646018147468567, 0.03039451129734516, -0.014328841120004654, -0.009498285129666328, 0.010529527440667152, -0.017151188105344772, 0.0125920120626688, 0.05101935938000679, 0.03647341579198837, -0.005888936575502157, 0.04711149260401726, -0.0772889032959938, 0.029308993369340897, 0.007435800042003393, 0.03712472319602966, 0.005183349829167128, 0.04059838503599167, -0.0638284757733345, 0.004260659217834473, 0.024207057431340218, 0.02952609769999981, -0.029091889038681984, -0.11289390176534653, 0.00890124961733818, 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-0.002062484622001648, 0.032782651484012604, -0.017368292436003685, 0.05557853728532791, 0.004287797026336193, 0.04884832352399826, 0.02355574630200863, -0.020841950550675392, -0.04949963465332985, 0.00025102609652094543, 0.012646287679672241], 'text': 'Top 5\\n\\nLevel Level 4/5 Level 4/5 Level 3 Level 3 Level 6\\n\\nSubject Accounting and finance Building and construction Administration Business management Crafts, creative arts and design\\n\\nBottom 5 Level 3\\n\\nTransportation operations and maintenance\\n\\nBelow level 2 Foundations for learning and life Level 2 Level 2 Level 2\\n\\nBuilding and construction Manufacturing technologies Preparation for work\\n\\nTable 5: Top 5 subjects most and least associated with exposure to AI by apprenticeship setting\\n\\nTop 5\\n\\nLevel Level 4/5 Level 3 Level 3 Level 3 Level 3\\n\\nSubject Accounting and finance Accounting and finance Administration Marketing and sales ICT practitioners\\n\\nBottom 5 Level 2 Level 3 Level 2 Level 3 Level 2\\n\\nManufacturing technologies Transportation operations and maintenance Transportation operations and maintenance Building and construction Building and construction\\n\\nTable 6: Top 5 subjects most and least associated with exposure to AI by higher education setting29\\n\\nLevel\\n\\nSubject\\n\\n29 Higher Education training has been mapped to the sector subject area classification for Further Education.\\n\\n20\\n\\nAIOE 1.22 0.51 0.46 0.26 0.21\\n\\n0.65 -0.66 -0.74 -0.78 -0.79\\n\\nAIOE 1.31 1.10 0.75 0.53 0.52\\n\\n0.66 -0.73 -0.74 -0.80 -0.92', 'metadata': {'uuid': '91e52605-ae68-4ef6-9ecd-dfdaef5eabbb', 'index': 17, 'created_datetime': '2024-12-05T17:17:13.844242+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 310, 'page_number': 20, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'e5260f9b-d410-4521-9183-72f0753049a0', '_score': 1.0, '_source': {'vector_field': [-0.05141545087099075, 0.018200159072875977, 0.04800292104482651, 0.008929452858865261, 0.024570215493440628, -0.017972657456994057, -0.0021612688433378935, -0.0007464908994734287, 0.058695513755083084, 0.04004035145044327, 0.034580301493406296, 0.017062649130821228, 0.027527740225195885, -0.010976971127092838, 0.03094027005136013, -0.03003026358783245, 0.013991372659802437, 0.005431610159575939, 0.010863220319151878, -0.003256122348830104, -0.013251991011202335, -0.07917069643735886, 0.006796622183173895, 0.020247677341103554, -0.02343270555138588, -0.03276028856635094, -0.05551048740744591, 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0.0005367625271901488, 0.02275019884109497, -0.03935784474015236, 0.06142553687095642, 0.0323052816092968, 0.00597192719578743, 0.02718648873269558, -0.0155838867649436, -0.01171635277569294, -0.0073369392193853855, 0.020475178956985474], 'text': 'AIOE\\n\\nTop 5\\n\\nLevel 7+ Level 7+ Level 6 Level 6 Level 7+\\n\\nEconomics Mathematics and statistics Economics Accounting and finance Law and legal services\\n\\nBottom 5 Level 4/5 Level 4/5 Level 4/5 Level 4/5 Level 6\\n\\nSport, leisure and recreation Leisure, Travel and Tourism Engineering Sociology and social policy Animal care and veterinary science\\n\\n1. The AI occupational exposure scores relate to the job that the individual was employed in which may not be directly associated with their training.\\n\\n2. Not all subject areas are included due to low sample sizes. 3. Higher Education and Further Education refers to the education setting. 4. Higher Education training has been mapped to the sector subject area classification for Further Education.\\n\\n21\\n\\n1.26 1.15 1.14 1.07 1.04\\n\\n0.11 0.10 0.08 0.05 -0.03\\n\\nAnnex 1: Apprenticeships\\n\\nAll apprenticeships are based on occupations recognised by employers. The Institute for Apprenticeships and Technical Education (IfATE) have developed occupational maps that bring these together to show where apprenticeships can lead.30 These occupational maps can be used together with data on apprenticeship participation to show the apprenticeships that lead to jobs with the most exposure to AI.31\\n\\nUnlike the analysis in the main body of the report these maps do not show the full range of occupations that people may actually take up after completing a standard but do provide a good relationship to the skills that would be expected in those occupations.\\n\\nFigure 6: Expected exposure to AI by apprenticeship level (using occupational maps)', 'metadata': {'uuid': 'fa7bbaef-d242-4a2b-a521-469571b09edd', 'index': 18, 'created_datetime': '2024-12-05T17:17:13.844532+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 349, 'page_number': 20, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'ab205a9e-f281-40af-8966-d48498b6c16f', '_score': 1.0, '_source': {'vector_field': [-0.0013975307811051607, 0.021730618551373482, 0.034852974116802216, 0.02110074646770954, 0.013647248968482018, 0.011757629923522472, -0.03590276092290878, -0.0409417450428009, 0.060467809438705444, 0.035482846200466156, 0.006219996139407158, 0.043461237102746964, 0.02813432738184929, -0.009028179571032524, 0.05059979856014252, -0.026664623990654945, 0.0041991532780230045, -0.0033593226689845324, 0.010182946920394897, -0.01858125440776348, 0.0041991532780230045, -0.04388115555047989, -0.02487998455762863, 0.038002338260412216, -0.012912397272884846, -0.05458899587392807, -0.06550679355859756, 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-0.015641845762729645, 0.0613076388835907, 0.019945979118347168, 0.018476275727152824, 0.01921112649142742, -0.016271719709038734, -0.019945979118347168, -0.0010760331060737371, 0.03275339677929878], 'text': 'Apprenticeships average\\n\\nFigure 6 shows that higher level apprenticeships are expected to lead to jobs with the most exposure to AI. This is consistent with the findings in the main report. Level 4 and level 5 apprenticeships are expected to lead to occupations with higher exposure to AI than level 6 apprenticeships, though this may be due to a small number of popular standards overly impacting on the average. The level 6 standards ‘Police Constable’ and ‘Registered Nurse Degree’ alone account for nearly 30% of starts at level 6 and have relatively low AIOE scores. Excluding these two standards would increase the level 6 average AIOE to 0.81, far closer to the level 4 exposure score.\\n\\n30 Occupational maps / Institute for Apprenticeships and Technical Education 31 IfATE occupational maps are mapped from SOC 2020 to SOC 2010 to align with the classification of the exposure data. The methodology covers 99.2% of apprenticeship starts in the data for 2022/23 Q3.\\n\\n22\\n\\nThe top 5 apprenticeships standards leading to jobs most exposed to AI (and with more than 1,000 starts) are:\\n\\n1. Level 4 Business Analyst 2. Level 7 Accountancy or Taxation Specialist 3. Level 4 Associate Project Manager 4. Level 3 Data Technician 5. Level 3 Assistant Accountant\\n\\n23', 'metadata': {'uuid': 'afc99594-be0f-468b-ad94-b1375241f5a1', 'index': 19, 'created_datetime': '2024-12-05T17:17:13.844852+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 293, 'page_number': 22, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'b770cf46-729c-4008-845d-438ca873fd7b', '_score': 1.0, '_source': {'vector_field': [0.013031926937401295, -0.01044622715562582, 0.024098722264170647, 0.04695630818605423, 0.012204502709209919, -0.0011571006616577506, 0.04488774761557579, -0.024926146492362022, 0.06743504852056503, -0.010497940704226494, 0.04530145972967148, -0.019754746928811073, -0.00992908701300621, -0.025443285703659058, 0.011015080846846104, -0.02089245431125164, -0.036820363253355026, 0.03930263593792915, 0.07612299919128418, 0.05067971721291542, -0.04137119650840759, -0.058747097849845886, -0.04343975707888603, 0.0002666502841748297, 0.03971634805202484, -0.032062675803899765, -0.005093828774988651, 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0.03495866060256958, -0.002766698831692338, 0.047163162380456924, 0.020685598254203796, 0.07488186657428741, 0.056678541004657745, 0.007705385331064463, 0.009722230955958366, 0.004861115477979183, -0.03599294275045395, 0.020375315099954605, -0.013445639051496983], 'text': 'Annex 2: Augmentation versus substitution\\n\\nResearch from the International Labor Organisation (ILO)32 used statistical methods to categorise the impact of AI on occupations as either ‘high augmentation’ or ‘high automation’ (or ‘high substitution’). The analysis is not UK specific and uses a different methodology including an international occupational classification system (ISCO) to categorise occupations. This has been mapped across to UK occupations using a crosswalk between ISCO and SOC 2010.33\\n\\nThe 16 occupations identified as ‘high automation’ tend to be those with the highest AIOE scores, both looking across all AI and for language modelling specifically (occupations appear in the top right corner of Figure 7).\\n\\nThe longer list of occupations identified as ‘high augmentation’ have a wide range of AIOE scores, though exclude those with the very lowest AIOE scores. This is to be expected as the augmentation only refers to some, but not all, of the tasks required for a job. Further, it is possible that occupations not highlighted may still have high exposure to AI but were not able to be identified as either high augmentation or high automation.', 'metadata': {'uuid': '68b67996-cbba-4410-9606-25bbdee2f019', 'index': 20, 'created_datetime': '2024-12-05T17:17:13.845102+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 234, 'page_number': 24, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '4dfe5646-d508-42d9-8d81-63f18045c1ef', '_score': 1.0, '_source': {'vector_field': [-0.019474880769848824, 0.02829369530081749, 0.025109123438596725, 0.0243742223829031, 0.021189650520682335, 0.0025568436831235886, -0.01316697895526886, -0.037234991788864136, 0.08181899785995483, -0.0008841779781505466, 0.05315785109996796, -0.03992962837219238, -0.0023424974642693996, -0.005603621248155832, -0.0013396635185927153, -0.002281255554407835, 0.004286923445761204, 0.045563872903585434, 0.061241764575242996, 0.03601015731692314, -0.041399430483579636, -0.055607520043849945, -0.027191342785954475, -0.0020209781359881163, 0.017147693783044815, -0.011452209204435349, -0.006154797039926052, 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-0.0007693496299907565, 0.0033376761712133884, 0.05266791582107544, 0.04507393762469292, 0.013595671392977238, -0.004103198181837797, 0.014514298178255558, -0.045808836817741394, 0.012493319809436798, 0.011819660663604736], 'text': 'Table 7: High automation occupations\\n\\nOccupation Authors, writers and translators Bank and post office clerks Bookkeepers, payroll managers and wages clerks Brokers Call and contact centre occupations Customer service occupations n.e.c. Finance officers Financial administrative occupations n.e.c Human resources administrative occupations Librarians Market research interviewers Other administrative occupations n.e.c. Pensions and insurance clerks and assistants Telephone salespersons Travel agents Typists and related keyboard occupations\\n\\n32 Generative AI and Jobs: A global analysis of potential effects on job quantity and quality (ilo.org) 33 Excel file for UK SOC 2010 mapped to ISCO 08\\n\\n24\\n\\nFigure 7: Occupations identified as ‘high augmentation’ or ‘high automation’ by ILO\\n\\n25\\n\\nAnnex 3: Comparison to findings from the Pew Research Center\\n\\nThe Pew Research Center produced a study in July 2023 on which US workers are more exposed to AI in their jobs34. This followed a similar approach to Felten et al but using work activities rather than human abilities. The 41 work activities listed in O*NET were classified as having low, medium or high exposure to AI based on the collective judgment of the researchers. Applying the same low, medium and high ratings to UK occupations through a mapping between O*NET and SOC 2010 allows the analysis to be replicated for UK.35\\n\\nOccupations are ranked according to the importance and proportion of high exposure work activities, and the top quarter of occupations are labelled as AI being of high importance. The same approach is carried out for low exposure work activities.\\n\\nFigure 8 shows a strong correlation between occupations with a high AIOE and occupations where AI is of high importance. The correlation to large language modelling specifically is slightly less strong but still present, and largely reflects that the Pew method considered all AI. Similarly, Figure 9 shows a strong correlation between occupations with a low AIOE score and occupations where AI is of low importance.\\n\\nFigure 8: High importance occupations highlighted against AIOE scores for AI and large language modelling', 'metadata': {'uuid': '08e2295f-17dc-48e8-a44a-6113280d6020', 'index': 21, 'created_datetime': '2024-12-05T17:17:13.845356+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 418, 'page_number': 24, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': 'b327e0bc-6481-42d9-9a6b-10c9b7658b15', '_score': 1.0, '_source': {'vector_field': [-0.039360858500003815, 0.09540729969739914, 0.06203613430261612, 0.02577708289027214, 0.010802844539284706, -5.5986274674069136e-05, -0.04043044522404671, -0.032729409635066986, 0.06674232333898544, -8.147256448864937e-05, 0.04535055533051491, -0.018289964646100998, 0.024172700941562653, 0.02695363201200962, 0.002954738447442651, -0.024921413511037827, -0.02845105528831482, -0.005909476894885302, 0.05155416578054428, 0.011658514849841595, -0.0217126477509737, -0.07144851237535477, 0.018931716680526733, -0.02952064387500286, 0.023744866251945496, -0.008770626038312912, 0.0009626296814531088, 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0.0078079961240291595, 0.04599230736494064, 0.03444075211882591, 0.035510338842868805, 0.021391769871115685, 0.006658188533037901, -0.018396923318505287, -0.006658188533037901, 0.01818300597369671], 'text': '34 https://www.pewresearch.org/social-trends/2023/07/26/which-u-s-workers-are-more-exposed-to-ai-on- their-jobs/ 35 UK SOC 2010 mapped to O*NET\\n\\n26\\n\\nFigure 9: Low importance occupations highlighted against AIOE scores for AI and large language modelling\\n\\n27\\n\\nAnnex 4: Further analysis for occupations exposed to large language modelling\\n\\nThe trends for exposure to large language modelling (LLM) follow a very similar pattern to those seen across all AI.\\n\\nThe estimates in this section use the AIOE scores for LLM specifically and are aggregated across industries, geography and training in the same way as described in the main report for all AI.\\n\\nExposure to LLM across industries\\n\\nThe methodology to calculate the industry estimate of exposure to LLM is constructed in the same way as is highlighted in section 3.1 for AI: taking the weighted average of the exposure scores for LLM across occupations within an industry. The average exposure to LLM for each industry is shown in\\n\\n28\\n\\nFigure 10.\\n\\nIn general, the industries more exposed to LLM follow the same themes as discussed for AI. The top six sectors with the highest exposure to LLM are the same as those with the highest exposure to AI: finance & insurance; information & communication; professional, scientific & technical; education; property; and public administration & defence. The education sector shows slightly higher relative exposure to LLM than to AI more generally.\\n\\nThe industries with the least exposure to LLM are also the same as those with the lowest exposure to AI: Agriculture, forestry & fishing; transport & storage (inc. postal); motor trades; construction; and accommodation & food services.\\n\\n29\\n\\nFigure 10: Exposure to LLM by industry', 'metadata': {'uuid': '6a7bbedd-15d1-4e9f-9334-29e08595cb0c', 'index': 22, 'created_datetime': '2024-12-05T17:17:13.845765+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 367, 'page_number': 26, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '7658438e-44d4-41bb-9650-852d19e88c16', '_score': 1.0, '_source': {'vector_field': [-0.046941209584474564, 0.005177339073270559, 0.021997937932610512, 0.011965406127274036, 0.03129413723945618, 0.017395859584212303, -0.058906614780426025, 0.007777513936161995, 0.0276124756783247, -0.017303818836808205, 0.03571213409304619, -0.011275094002485275, 0.01896056719124317, 0.02411489561200142, 0.01905260793864727, -0.0058676511980593204, -0.07768309861421585, -0.013898279517889023, 0.0004774657136294991, 0.00363564258441329, -0.023378562182188034, -0.040866464376449585, 0.002991351531818509, 0.0026461954694241285, 0.011735302396118641, -0.05853844806551933, -0.010906928218901157, 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-0.0125176552683115, -0.014082362875342369, -0.05227962136268616, 0.008605888113379478, -0.00828374270349741, 0.03350313752889633, -0.09793224930763245, 0.004141871351748705, 0.005430453456938267, -0.007087201811373234, 0.014450528658926487, 0.0013863763306289911, -0.01850035786628723, 0.03000555746257305, 0.07621043175458908, 0.040866464376449585, -0.022826312109827995, 0.03902563080191612, -0.004233913030475378, -0.01601523533463478, -0.029453307390213013, -0.05927478149533272, 0.009250178933143616, -0.00038830042467452586, 0.014634612016379833, 0.012977863661944866, -0.044916294515132904, 0.01555502787232399, -0.016199318692088127, 0.010446719825267792, 0.01702769286930561, 0.018868524581193924, 0.01896056719124317, 0.08394192904233932, 0.022458147257566452, 0.01178132276982069, 0.05706578120589256, -0.009848449379205704, -0.003980798646807671, 0.011873364448547363, -0.0351598858833313, -0.10087757557630539, 0.03129413723945618, -0.018132193014025688, 0.011137031950056553, 0.03644846752285957, -0.00929620023816824, -0.0002545525203458965, 0.0600111149251461, -0.0035896217450499535, 0.047861624509096146, 0.010262636467814445, 0.056329451501369476, 0.019788941368460655, -0.015002778731286526, 0.026692058891057968, -0.04068237915635109, -0.00552249513566494], 'text': 'Exposure to LLM by geography\\n\\nFigure 11 shows that similar to AI, workers in London and the South East have the highest exposure to LLM across any geographical area of the UK. They are also the only areas to be above the average for the UK as a whole. The North East is the area with the least exposure to LLM across the UK.\\n\\nFigure 11: Exposure to LLM applications by geography\\n\\n30\\n\\nExposure to LLM by qualification\\n\\nTraining routes\\n\\nAs with all AI, Figure 12 shows that learners with higher levels of achievement are typically in jobs more exposed to LLM. The same pattern is seen overall and across different training routes.\\n\\nFigure 12: Exposure to LLM by highest level of attainment for early-career employees\\n\\nStudent average\\n\\nFigure 13: Exposure to LLM by training route for early-career employees\\n\\n31\\n\\nStudent average\\n\\nSubject areas\\n\\nThe tables below show more detail on the subject area for the highest qualification held by early-career employees and exposure to LLM. These show similar findings to the training most impacted by AI more generally.\\n\\nTable 8: Top 5 subjects most and least associated with exposure to LLM by further education setting', 'metadata': {'uuid': '1ba8f187-c56b-4f49-9ae9-7b6480baff8c', 'index': 23, 'created_datetime': '2024-12-05T17:17:13.846112+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 245, 'page_number': 30, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '0a149429-0581-4edb-a66b-fc10477ed567', '_score': 1.0, '_source': {'vector_field': [-0.014920434914529324, 0.011135471984744072, 0.008667017333209515, 0.023806869983673096, 0.03927585110068321, -0.0015290703158825636, -0.03927585110068321, 0.022051526233553886, 0.006719681434333324, -0.05112443119287491, 0.03949527069926262, 0.012945671565830708, 0.03181563317775726, 0.009544690139591694, 0.025671925395727158, -0.018101997673511505, -0.03620399534702301, 0.005951717495918274, -0.0019747635815292597, -0.03027970716357231, 0.0036203996278345585, -0.04849141463637352, -0.03554574400186539, 0.0224903617054224, 0.042347706854343414, -0.059681739658117294, -0.04761373996734619, 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practitioners\\n\\n32\\n\\nAIOE 1.11 0.53 0.42 0.36 0.33\\n\\n0.59 -0.61 -0.68 -0.71 -0.81\\n\\nAIOE 1.17 1.04 0.77 0.60 0.44\\n\\n… … … … Bottom 5 Level 2 Level 3 Level 2 Level 3 Level 2\\n\\nManufacturing technologies Transportation operations and maintenance Transportation operations and maintenance Building and construction Building and construction\\n\\nTable 10: Top 5 subjects most and least associated with exposure to LLM by higher education setting36', 'metadata': {'uuid': 'cf2f9a3d-ca99-489c-b702-ad158a381b2a', 'index': 24, 'created_datetime': '2024-12-05T17:17:13.846328+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 271, 'page_number': 32, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '71734887-0543-438d-abdb-9b9e3aa9cdfc', '_score': 1.0, '_source': {'vector_field': [-0.046880532056093216, -0.019843611866235733, 0.0031780784483999014, -0.03373413905501366, 0.0148827088996768, 0.020463723689317703, 0.045888353139162064, 0.014634663239121437, -0.010479907505214214, -0.027036920189857483, 0.03323804959654808, 0.032741960138082504, -0.02505256049335003, -0.014200584962964058, -0.008123478852212429, -0.0225721076130867, -0.004216767381876707, -0.01785925030708313, 0.0759018138051033, -0.0036276602186262608, 0.033982183784246445, -0.0307575985789299, 0.0036121574230492115, 0.029021281749010086, 0.008495545946061611, -0.04663248732686043, -0.06598000973463058, 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stated. To view this licence, visit nationalarchives.gov.uk/doc/open-government-licence/version/3.\\n\\nWhere we have identified any third-party copyright information you will need to obtain permission from the copyright holders concerned.\\n\\nAbout this publication:\\n\\nenquiries www.education.gov.uk/contactus download www.gov.uk/government/publications', 'metadata': {'uuid': 'b2a942a7-3a01-477a-bb07-56d119d7e4c6', 'index': 25, 'created_datetime': '2024-12-05T17:17:13.846609+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 258, 'page_number': 33, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}, {'_index': 'redbox-data-integration-chunk', '_id': '1044fde5-f86a-41f0-b212-ab3763898b4a', '_score': 1.0, '_source': {'vector_field': [-0.019840147346258163, -0.04676605761051178, 0.0006310761091299355, -0.021345872431993484, -0.05385182425379753, 0.017448700964450836, -0.029760219156742096, -0.09778358042240143, 0.032240238040685654, -0.05668613314628601, 0.06483476608991623, 0.022585881873965263, -0.010495792143046856, 0.004650034476071596, -0.0627090334892273, 0.0001065632895915769, -0.06483476608991623, 0.006332904100418091, 0.034011680632829666, 0.01939728669822216, 0.08928065747022629, 0.028520209714770317, 0.023028740659356117, -0.016208691522479057, -0.015677258372306824, -0.02922878786921501, -0.04534890502691269, 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0.018688708543777466, 0.02763449028134346, 0.026571623980998993, -0.04818321391940117, 0.04127458855509758, 0.017094410955905914, -0.027811633422970772, 0.004251460079103708, -0.009344354271888733, 0.012665808200836182, 0.02887449972331524, -0.035074543207883835, 0.008104345761239529, -0.020194435492157936, -0.004074316006153822], 'text': 'Follow us on Twitter: @educationgovuk\\n\\nLike us on Facebook: facebook.com/educationgovuk\\n\\n34', 'metadata': {'uuid': '4fd54910-be11-4f7f-b067-2a9e30122e61', 'index': 26, 'created_datetime': '2024-12-05T17:17:13.846939+00:00', 'chunk_resolution': 'normal', 'creator_type': 'UserUploadedDocument', 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf', 'token_count': 23, 'page_number': 34, 'name': 'The Impact of AI on UK Jobs and Training', 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\", 'keywords': ['AI impact', 'UK jobs', 'training', 'occupational exposure', 'labor market']}}}]}}\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "from opensearchpy import OpenSearch, RequestsHttpConnection, client\n",
+ "#\"http://admin:admin@opensearch:9200\"\n",
+ "client = OpenSearch(\n",
+ " hosts=[{\"host\": \"localhost\", \"port\": \"9200\"}],\n",
+ " http_auth=(\"admin\", \"admin\"),\n",
+ " use_ssl=False, #to run locally, changed from True to False\n",
+ " connection_class=RequestsHttpConnection,\n",
+ " retry_on_timeout=True\n",
+ " )\n",
+ "\n",
+ "query = {\n",
+ " \"size\": 1000,\n",
+ " \"track_total_hits\": True,\n",
+ " \"query\" : {\n",
+ " \"match_all\" : {}\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "#redbox-data-integration-chunk-current\n",
+ "\n",
+ "response = client.search(index='redbox-data-integration-chunk-current', body=query)\n",
+ "print(response)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'took': 62,\n",
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+ " 'text': 'JSP 418 Management of Environmental Protection in Defence\\n\\nPart 1: Directive\\n\\nJSP 418 Pt.1 (V1.0 Dec 14) JSP 507 Pt.1 (V6.0 Jan 14)\\n\\nForeword\\n\\nThe Secretary of State for Defence (SofS) through his Health, Safety & Environmental Protection (HS&EP) Policy Statement requires each Top Level Budget Holder or Trading Fund Agency Chief Executive to be the Senior Duty Holder for the safety of defence activities conducted in his/her area of responsibility in addition to his/her wider HS&EP responsibilities. They are required to set down and implement HS&EP management arrangements for activities in their area of responsibility. The policy statement also requires there to be organisational separation between those who conduct defence activities and those who provide regulation, so that the latter are independent whilst being part of the Department.\\n\\nIt is the responsibility of commanders and line managers at all levels to ensure that personnel, including contractors, involved in the management, supervision and conduct of defence activities are fully aware of their environmental protection responsibilities.\\n\\nJ C S Baker\\n\\nDirector Defence Safety & Environment Authority Defence Authority for Health Safety & Environmental Protection September 2014\\n\\ni\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nPreface\\n\\nHow to use this JSP\\n\\nJSP 418 is intended as the lead Departmental publication for the management of 1. environmental protection in defence. It is designed to be used by all staff. This JSP contains the policy and direction on environmental protection in defence and guidance on the processes involved and good practice to apply to ensure defence meets its’ regulatory obligations. This JSP will be reviewed at least annually.\\n\\n2.\\n\\nThe JSP is structured in two parts:\\n\\na. Part 1 - Directive, which provides the direction that must be followed in\\n\\naccordance with Statute, or Policy mandated by Defence or on Defence by Central Government.\\n\\nb. Part 2 - Guidance, which provides the guidance and best practice that will\\n\\nassist the user to comply with the Directive(s) detailed in Part 1.\\n\\nRelated JSPs JSP 815 JSP 375 JSP 392\\n\\nTitle Defence, Health, Safety & Environmental Protection Management of Health & Safety in Defence Management of Radiation Protection in Defence\\n\\nCoherence with other Defence Authority Policy and Guidance.\\n\\n3. Where applicable, this document contains links to other relevant JSPs, some of which may be published by different Defence Authorities. Where particular dependencies exist, these other Defence Authorities have been consulted in the formulation of the policy and guidance detailed in this publication. Training\\n\\n4. Details of relevant training and competence can be sourced from TLB/TFA Chief Environment and Safety Officers (CESO) Organisation or equivalents. Defence specific Environmental Protection training is also available through the Specialist Training School at RAF Halton1. Further Advice and Feedback- Contacts\\n\\n5. The owner of this JSP is DSEA-CPA. For further information on any aspect of this guide, or questions not answered within the subsequent sections, or to provide feedback on the content, contact:\\n\\nJob Title/E-mail DSEA-CPA- Safetyenquiries@mod.uk\\n\\nProject focus JSP 418 Authors\\n\\nPhone\\n\\n1 http://defenceintranet.diif.r.mil.uk/Organisations/Orgs/RAF/Organisations/Locations/Halton/Pages/STSTrgSupp.aspx\\n\\nii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nFMC-Cap- InfraPolEnvComplAH@mod.uk DESTECH-QSEPEnv@mod.uk\\n\\nTLB/TFA CESO organisation or equivalent Local environmental protection advisors\\n\\nLead for Part 2 Leaflet 3\\n\\nLead for Part 2 Leaflets 5, 6, & 7 TLB/TFA central health & safety function and advice. Site specific environmental protection advice.\\n\\niii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nContents\\n\\nForeword\\n\\ni\\n\\nPreface\\n\\nii\\n\\nHow to use this JSP\\n\\nii\\n\\nTraining\\n\\nii\\n\\nCoherence with other Defence Authority Policy and Guidance\\n\\nii\\n\\nFurther Advice and Feedback – Contacts\\n\\nii\\n\\nContents\\n\\niv\\n\\nChapter 1 - Introduction, Maintenance and Disclaimer\\n\\n1\\n\\nChapter 2 - The Legislative Framework and Formulation of\\n\\n3\\n\\nDepartmental Policy\\n\\nChapter 3 - Organisational Roles and Responsibilities\\n\\n6\\n\\nChapter 4 - Risk Management\\n\\n8\\n\\nChapter 5 - Regulatory Organisations\\n\\n10\\n\\nChapter 6 - Corporate Records, Notifications and Investigations\\n\\n13\\n\\niv\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n1\\n\\nIntroduction, Authority, Maintenance and Disclaimer\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement by the Secretary of State (SofS) for Defence for Health, Safety and Environmental Protection (HS&EP) in Defence2 has as a fundamental objective that those who deliver or conduct defence activities protect the environment when undertaking those activities. The Policy Statement applies to everyone and all organisations within Defence who conduct defence activities.\\n\\n2.\\n\\nThe Policy Statement states that authority is given to the Director General, Military Aviation Authority (DG MAA) and the Director, Defence Safety and Environment Authority (Director DSEA) for the regulation of HS&EP in Defence where there is a Departmental responsibility.\\n\\n3.\\n\\nJSP 815 amplifies the SofS’s Policy Statement and describes the arrangements for the management of HS&EP throughout Defence, provides strategic direction to TLB Holders and TFA Chief Executives responsible for conducting defence activities and provides an overview of the arrangements for the regulation of defence activities. JSP 815 defines the requirements of the Policy Statement in respect of Environmental Protection as being ‘based on the UK environmental legislative framework not encompassing sustainable development’. Therefore sustainable development requirements are not addressed within this JSP; Departmental policy for which is the responsibility of the Defence Infrastructure Organisation.\\n\\n4.\\n\\nJSP 418 is the corporate publication that provides guidance to Defence in meeting its’ Environmental Protection Policy and Regulatory obligations. JSP 418 has two parts. Part 1 Directive, which provides the direction that must be followed in accordance with Statute, or Policy mandated by Defence or on Defence by Central Government. Part 2 Guidance, which provides the guidance and best practice that will assist the user to comply with the Directive(s) detailed in Part 1. These leaflets provide guidance and Defence Codes of Practice (DCoP) on how TLB/TFAs and Commanding Officers / Heads of Establishment comply with regulatory or policy requirements. DCoPs set out rules to aid TLB/TFAs in complying with regulations and represent good practice for defence.\\n\\nAuthority\\n\\n5.\\n\\nJSP 418 is the lead Department publication for Corporate Environmental Protection under the SofS’s Policy Statement for HS&EP and JSP 815.\\n\\n6.\\n\\nJSP 418 is sponsored by Director DSEA, and is produced and maintained, in consultation with stakeholders, by DSEA Corporate Policy and assurance (CPA).\\n\\nAmendment Record\\n\\n7.\\n\\nAmendments will be staffed by DSEA-CPA together with lead areas, relevant subject matter experts and key stakeholders.\\n\\n2http://defenceintranet.diif.r.mil.uk/libraries/corporate/Ministry%20of%20Defence/20120920.1/20130601_SofS_HSEP_Policy_Statement _signed.pdf\\n\\n1\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n8.\\n\\nComments or proposed amendments to this JSP are to be made by e-mail to DSEA-CPA- Safety enquiries using the following format:\\n\\na. Senders reference b. Date c. Chapter/Leaflet/Page/Paragraph being addressed d. Comment\\n\\nAmd no.\\n\\nDate\\n\\nText Affected\\n\\nAuthority\\n\\nDisclaimer\\n\\n9.\\n\\nNothing contained within this JSP removes the requirement on anyone to comply with applicable legislation, Defence regulations and the Policy Statement.\\n\\nEquality & Diversity Impact Assessing Statement\\n\\nThis policy has been equality and diversity impact assessed in accordance with Departmental policy. This resulted in a Part 1 screening only completed (no direct discrimination or adverse impact identified). This policy is due for review in 2017.\\n\\n2\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n2 The Legislative Framework and\\n\\nFormulation of Departmental Policy\\n\\nIntroduction\\n\\n1.\\n\\nEnvironmental legislation provides the cornerstone for protecting both the environment and human health from harm. Within the UK, Defence is required to comply with all applicable environmental protection legislation (including legislation giving effect to the UK’s international obligations). Overseas, Defence will apply UK standards where reasonably practicable and, in addition, respond to host nations’ relevant environmental protection expectations.\\n\\n2.\\n\\nThere are a number of pieces of environmental protection legislation, international treaties or protocols which include exemptions (coverage excludes) or derogations (authority given to deviate) relevant to defence activities. Additionally, where legislation does apply, there maybe powers of specific dis-application granted to SofS which may be invoked in the interests of Defence and or national security. In these circumstances the Policy Statement requires the introduction of Departmental arrangements that produces outcomes which are, so far as reasonably practicable, at least as good as those required by legislation. In the few cases where applicable the guidance in Part 2 of this JSP outlines in detail the mandated processes through which an exemption, derogation or dis-application can be granted or utilised for certain defence activities.\\n\\n3.\\n\\nUnder customary international law, Visiting Forces have state immunity from domestic legislation and this is outlined in more detail JSP 815 Part 2. Interface arrangements have been agreed between the Environment Agency and United States Visiting forces (USVF) 3; these form an annex to the Ministry of Defence / Environment Agency Memorandum of Understanding.\\n\\nLegislation\\n\\n4.\\n\\nThere is a wide range of environmental legislation covering air, water, land, waste, natural resources, flora, fauna and human activity which have the potential to impact on Defence. Such requirements can often be complex both individually and collectively and because of the unique position of Defence and the need to maintain outputs including Operational Capability. Defence’s environmental protection obligations can be found throughout differing levels of legislation. Comprehensive lists of relevant environmental protection legislation are required as part of the Environmental Management System (EMS) covering the site; further information on EMS can be found in Chapter 4.\\n\\nInternational Treaties\\n\\n5.\\n\\nInternational treaties are usually signed by national governments (Westminster Parliament not Devolved Administrations) and they may or may not be binding legal requirements on signatories. As Defence operates across national boundaries we need to be aware of our international obligations and these include, amongst others, the Basel Convention on the Transboundary Movements of Hazardous Waste and Their Disposal and the Stockholm Convention on Persistent Organic Pollutants.\\n\\n3 In the UK, United States Visiting Forces (USVF) operate under the terms of the Agreement Between the Parties to the North Atlantic Treaty Regarding the Status of Their Forces (London 19 June 1951) (NATO SOFA). USVF implement management systems and processes which provide the same substantive protection as required by UK legislation and MOD environmental protection policy. When there is a variance between US and UK standards it is USVF policy to apply the more environmentally protective standard.\\n\\n3\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nEuropean Legislation\\n\\n6.\\n\\nThe majority of new UK environmental protection legislation now originates at the European level; the main legal instruments are EU directives and regulations. European legislation is transposed into national legislation by each member state. For example the Integrated Pollution Prevention and Control (IPPC) (EC 1996) was implemented in the UK by the Pollution Prevention and Control (PPC) Act (1999) and supporting statutory instruments such as the Environmental Permitting (England & Wales) Regulations (2010). European regulations tend to apply directly on a member state and do not necessarily need to be transposed through specific national legislation for example the Transfrontier Shipment of Waste Regulations (EC 1994).\\n\\nUnited Kingdom (UK) Legislation\\n\\n7.\\n\\nIn the UK legislation comprises Acts of Parliament and statutory instruments with the latter being referred to as regulations. Acts generally provide policy principles and broad requirements while statutory instruments (SIs) are specific and detailed. SIs can be updated to take account of changes at the operating level.\\n\\n8.\\n\\nIn the UK the primary piece of environmental protection legislation is the Environmental Protection (EPA) Act (1990). The EPA defines within England, Scotland and Wales the legal framework for duty of care for waste, contaminated land and statutory nuisance. One of the principal regulations in England and Wales is the Environmental Permitting Regulations (EPR) (2010). EPR provides a consolidated framework for environmental permits and exemptions covering industrial activities, waste operations and water discharge activities amongst others. EPR also sets out the powers, functions and duties of the regulators4. In Scotland and Northern Ireland the principle permitting regulations are the Pollution Prevention and Control (PPC) Regulations.\\n\\nDevolved Administrations\\n\\n9.\\n\\nUnlike Defence, which is a reserved matter, environment is a devolved power and the Devolved Administrations have the right to bring forward their own environmental protection legislation. Within the UK there are four differing regulatory regimes for environmental protection; the differences can be subtle but the impact of non-compliance maybe significant. Defence operates throughout the UK and needs to be aware of the differing requirements in each of the four UK territories to ensure we are compliant in meeting differing statutory requirements5.\\n\\nDefence Regulations\\n\\n10. Defence Regulators provide regulation of EP for Defence activities where this is a Departmental responsibility. Defence regulators are empowered by SofS by Charter (DG MAA) or via a delegation from PUS and Director DSEA (DSEA Regulators). Defence regulators operate regimes that are aligned, where reasonably practicable, with statutory equivalents or near equivalents. These defence regulations are contained in the regulators appropriate Level 2 documents. Further information on the role of Defence Regulators can be found in Chapter 5.\\n\\n4 The Environment Act (1995) established the regulatory bodies of the Environment Agency and Scottish Environment Protection Agency. 5 For example England, Wales and Northern Ireland brought in Hazardous Waste Regulations in 2005 to replace the Special Waste Regulations (1996); whereas Scotland took the decision to amend the Special Waste Regulations (1996) in 2004 rather than bring in new Hazardous Waste Regulations.\\n\\n4\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence Policy & Formulation\\n\\n11.\\n\\nIt is essential that Defence is aware of, and can appropriately influence, emerging EP legislation and consider the need for exemptions for Defence activities, should the potential consequence be a severe constraint on capability. DSEA-CPA co-ordinates processes aligned with HS&EP domains with TLBs, TFAs and Defence Regulators to track and influence legislation and exemptions. The granting of exemptions is a rare event in EP legislation and will only be considered where a significant impact on Defence activities has been identified. The Department is supportive of the principles underpinning environmental protection legislation including the principle that the polluter pays.\\n\\n12. As the majority of new EP legislation originates from Europe DSEA-CPA represents MOD in DEFNET (DEFence environmental NETwork) to ensure we are aware of upcoming European legislation that has the potential to impact Defence activities and, where appropriate, to influence its development through the established formal UK process. DEFNET is an informal, expert-level, forum which focuses on the environmental issues that through European legislation adversely affect, or could adversely affect, Member State’s defence activities and operational capabilities.\\n\\n13. The Defence Environment and Safety Committee (DESC) is the senior Departmental committee for HS&EP; it is chaired by the PUS and provides advice on high-level policy including JSP 815 from which this JSP takes its lead.\\n\\n14. There is no formal Defence Committee for JSP 418. DSEA-CPA, as its authors, will utilise the Department’s existing informal processes to consult on the development of the JSP with stakeholders and experts groups; these will include the TLB/TFA CESO organisations or equivalents and appropriate subject matter expert groups.\\n\\nDepartmental Publications\\n\\n15. The Department produces publications (typically in JSPs) on HS&EP in a hierarchy of four levels.\\n\\na. Level 1 – Departmental Policy (e.g. JSP 815)\\n\\nb. Level 2 – Defence Regulations owned by Defence Regulators\\n\\nc. Level 3 – Rules and guidance (including where appropriate Codes of Practice) provided by Defence Regulators on Legislation and Defence regulations; DSEA-CPA provides rules and guidance to Defence on corporate requirements and compliance with legislation (this JSP).\\n\\nd. Level 4 – procedures and arrangements, normally produced within TLBs and TFAs, containing more detailed advice for line management on how implementation of Levels 1-3 can be achieved.\\n\\n16. DSEA-CPA is to ensure that the contents of JSP 418 is consistent with the publications above it i.e. JSP 815. TLBs and TFAs are to ensure consistency with higher level documents including this JSP.\\n\\n5\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n3 Organisational Roles and\\n\\nResponsibilities\\n\\nCorporate Roles and Responsibilities\\n\\n1.\\n\\nAs part of their commitment to achieving and maintaining high HS&EP standards; SofS and the Defence Board regularly receive information on and consider HS&EP matters. This information includes interventions by Statutory and Defence regulators for environmental protection.\\n\\n2.\\n\\nThe PUS is responsible for ensuring that effective management arrangements are in place to deliver compliance with the Policy Statement. The term arrangements is used to encompass any set of ‘systems’ or ‘procedures’ that would be put in place to comply with the Policy Statement. For EP this includes the requirement that all MOD sites are covered by an appropriate Environmental Management System (EMS) based on the ISO 14001 standard. An EMS is an important tool in managing EP as it requires sites to identify, understand and keep a record of the regulatory requirements applicable to the activities conducted.\\n\\nCorporate Policy and Assurance\\n\\n3.\\n\\nDirector DSEA through DSEA-CPA is responsible for:\\n\\na. Drafting the SofS’s Policy Statement, JSP 815 and providing other corporate\\n\\nguidance including this JSP.\\n\\nb. Co-ordinating the tracking and influencing of legislation.\\n\\nc. Managing the Strategic relationship with HS&EP statutory regulators e.g. HSE, EA\\n\\nd. High level assurance processes including the compilation of the Departmental\\n\\nHS&EP Annual Assurance report.\\n\\ne. Providing the Secretariat for the DESC.\\n\\nf. Ministerial, Parliamentary and public information business relating to corporate\\n\\nenvironmental protection.\\n\\ng. Proposing corporate approaches to improve environmental protection performance.\\n\\nh. Maintaining a central record of environmental protection enforcement action and\\n\\nrisks referred to the SofS.\\n\\nEnvironmental Protection Management Duties\\n\\n4.\\n\\nThe Policy Statement requires that TLB holders and TFA Chief Executives are to set down and implement HS&EP management arrangements for activities in their areas of responsibility and that commanding officers and managers to whom they may delegate HS&EP authority are competent and have adequate resources at their disposal. TLB/TFA holders should ensure that their organisations have processes and systems in place to minimise adverse effects on the environment, to report, collate and record environmental incidents from their activities.\\n\\n6\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n5.\\n\\nEach establishment (Site) shall have in place processes and procedures to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the EMS covering the site. Commanding Officer / Heads of Establishments must ensure that the establishment has or is covered by an EMS.\\n\\n6.\\n\\nCommanding Officer / Heads of Establishments must make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site. Where there is imminent or actual threat of environmental damage6 occurring the relevant statutory regulator should be immediately informed.\\n\\n7.\\n\\nFor acquisition Delivery Team leaders must ensure that their project has or is covered by a Project Orientated Environmental Management System (POEMS)7.\\n\\n8.\\n\\nEmployees have duties under EP legislation and should be made aware of those through site procedures and systems.\\n\\nContractors and Partners\\n\\n9.\\n\\nTLB/TFAs routinely engage contractors and partners to undertake a wide range of defence activities. Contractors and partners must be competent to undertake the activities required and will comply with all relevant environmental legislation and the employing commanding officer or manager is to ensure that this is the case. TLB/TFAs will monitor that its contractors and partners hold appropriate environmental permits and licences and, the contractor and partners have in place and implement procedures to comply with environmental protection legislation.\\n\\n10.\\n\\nIf there are exemptions from legislation that are relevant to the contractor’s or partner’s defence activities, then Defence regulations apply. The Defence contracting organisation is to ensure that this is expressed in the contract or agreement and that relevant Defence regulators are empowered through the contract agreement to regulate the contractor’s or partner’s activities.\\n\\n6 Environmental Damage (Prevention and Remediation) Regulations 2009 – See Volume 2 Leaflet 2 for further information\\n\\n7 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n7\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n4 Environmental Risk Management\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement requires that adverse effects on the environment are minimised; Defence must meet this requirement through legislative compliance and the implementation of Environmental Management Systems (EMS) 8. on our sites and in our acquisition projects etc.\\n\\nEnvironmental Regulations\\n\\n2.\\n\\nIndividual environmental protection legislation refers to terms such as ‘As Low As Reasonably Achievable’, ‘Best Available Techniques’, Best Practicable Environmental Option’; all have subtle variations of meaning and application. Where establishments undertake defence activities requiring permits or authorisations under statutory regulations the appropriate statutory regulator or statutory guidance for the activity will be able to advise on the applicable risk management technique to be utilised.\\n\\n3. Many Defence activities requiring statutory authorisations or permits are undertaken by contractors or partnering organisations. In such cases Defence contracting organisations shall assure themselves and other TLBs/Duty Holders that their Industry Partners have all the appropriate permits and licenses. Commanding Officer / Heads of Establishments will need to assure themselves that the appropriate permit or licence has been granted for the activity; local or central TLB/TFA HS&EP advisors should be able to provide advice on the process for gaining that assurance. Volume 2 of this JSP provides detailed guidance and DCoPs in the form of leaflets for how defence meets its’ regulatory obligations. Volume 2 includes leaflets covering EP areas such as Environmental Management Systems, Pollution Prevention, Controlled Waste, Hazardous Substances & Restricted Materials and Contaminated Land.\\n\\n5. Where Defence has exemptions, derogations or dis-applications from legislation then Defence Regulators will provide guidance, usually through their level 2 JSP documents, on the risk management for environmental protection. This may be in the form of an equivalent process to statutory requirements or through a process of identifying the most appropriate environmental protection option for the Defence activity concerned.\\n\\n6. Where there is a need to identify the most appropriate environmental protection option the outcome decided on should be the result of a systematic and consultative decision-making procedure which involves customers and delivery organisations and defence regulators where appropriate. The final option should identify a level of management and engineering control that minimises, as far as practicable, the release of potentially polluting substances to the environment whilst taking account of a wider range of factors, including cost-effectiveness, technological status, operational capability, and environmental factors.\\n\\nEnvironmental Management Systems\\n\\n7.\\n\\nPotential risk to the environment from a sites’ day to day activities should be managed through the implementation of EMS on our establishments and the identification of environmental activities, their aspects and impacts and the assessment of significance. EMS should be proportional to the risks associated with the size of the site, and the types of activities undertaken on site. Under certain circumstances, e.g. small low risk sites, it may be appropriate for the site to be covered by either a nearby establishment’s EMS or, as part\\n\\n8 Further details can be found in Part 2\\n\\n8\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nof a higher level EMS i.e. TLB level. EMS are the key tool in helping manage EP regulatory compliance in Defence. Commanding Officer / Heads of Establishments must ensure their establishment has or is covered by an EMS, this will usually be through the local environmental protection advisor. Further detail can be found in Volume 2 Leaflet 1.\\n\\n8. During acquisition the SofS commitment to EP is met through implementation of a Project Oriented Environmental Management System (POEMS)9. POEMS ensures Delivery Teams identify potential environmental impacts and risks associated with equipment systems and services acquisition projects. POEMS states that DTs are responsible for providing information gathered on potential environmental impacts associated with their projects to other parties. E.g. emissions to the environment, including noise, provided to users and/or Defence regulators. Major Accident and Control Regulations\\n\\n9.\\n\\nThe Major Accident Control Regulations (MACR) require a comprehensive Major Accident Environmental Risk Assessment (ERA) to be undertaken on establishments that fall under MACR in line with JSP 49810. MACR Sites with an ERA should incorporate the assessment in to the site EMS to aid in the management of EP on site.\\n\\nEnvironmental Protection Overseas and in Operations\\n\\n10. Defence recognises that it still has a requirement to minimise adverse impacts on the environment overseas and in Operations despite these posing unique challenges in the management of environmental protection. Part 2 provides further advice on managing EP on the overseas estate.\\n\\n11. When on Operations personnel should apply UK standards where reasonably practicable and, in addition, apply the Host Nation’s standards for Health and Safety, including EP. Whilst it is fully understood that total compliance with UK legislation is not always possible within the operational environment, Operational Commanders have a duty of care to ensure, as far as reasonably practicable, that the approach to EP, as part of Op Safety is proportionate with the understanding that it may not be possible to fully meet legislative and policy standards expected in the UK. Where this is the case, decisions shall be supported by a robust risk assessment process.\\n\\n9 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n10 http://defenceintranet.diif.r.mil.uk/Reference/DINsJSPs/Pages/JSP498MajorAccidentControlRegulations.aspx\\n\\n9\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n5 Regulatory Organisations\\n\\nStatutory Regulators\\n\\n1. Most Defence activities in the UK are fully subject to the requirements of environmental protection legislation and are regulated by statutory regulators. Within the UK territories there are four main statutory regulators for EP, these are:\\n\\na. Environment Agency\\n\\nb. Scottish Environment Protection Agency\\n\\nc. Natural Resources Wales\\n\\nd. Northern Ireland Environment Agency\\n\\n2.\\n\\nFurther to the four main statutory regulators other organisations also have statutory roles for EP these include:\\n\\na. Local Authorities\\n\\nb. Marine Management Organisation\\n\\nc. Health & Safety Executive (UK Competent Authority for the Registration, Evaluation,\\n\\nAuthorisation & Restriction of Chemicals (REACH) Regulation)\\n\\nd. Office of the Nuclear Regulator (ONR)\\n\\n3.\\n\\nThe regimes operated by the statutory regulators are dependent on the legislation that empowers them, and there is variety in those. The Environment Act (1995) established the Environment Agency (EA) and the Scottish Environment Protection Agency (SEPA) as regulatory bodies for environmental protection; the Natural Resources Body for Wales (Establishment) Order 2012 established Natural Resources Wales as the environmental protection regulator for Wales. The Northern Ireland Environment Agency was launched in 2008 and is an Executive Agency within the Department of Environment in Northern Ireland.\\n\\n4.\\n\\nCo-ordinated by Director DSEA the Department maintains Memorandum of Understanding (MoU) with the EA and the MMO while the Department also has a Radioactive Substances Agreement with SEPA.\\n\\n5.\\n\\nThese agreements help standardise interactions between the statutory regulators and Commanding Officers / Heads of Establishment and the Department as a whole; in certain areas the MoU provides interpretation of the regulators responsibilities in Defence.\\n\\nDefence Regulators\\n\\n6.\\n\\nDefence regulators provide regulations and guidance of environmental protection for defence activities where there is a Departmental responsibility; this includes where these activities take place outside the UK but with due regard to host nation expectations. See JSP 815 Chapter 4 for further details on Defence regulators.\\n\\n7.\\n\\nAlthough most Defence activities are subject to EP legislation, there are areas where the Defence regulators do have additional Defence regulations that cover areas of EP legislation\\n\\n10\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\ne.g. JSP 518 & 538 Annex C to Chapter 2 – Further Authorisation Conditions (FAC) 3: Radioactive Discharges.\\n\\n8.\\n\\nDefence regulators’ requirements can range from the requirement to submit an exemption case for consideration and approval to a simple requirement that TLB/TFAs have systems and processes in place to manage an environmental protection requirement.\\n\\n9.\\n\\nDefence regulators may also take account of compliance with statutory requirements as part of their permissioning of activities e.g. DSEA – Fuels and Gases Safety Regulator (FGSR) licensing of fuel installactions. For further information on Defence regulators requirements please see their specific Level 2 JSPs.\\n\\nOverseas Authorities\\n\\n10. Notwithstanding the position of state immunity under customary international law, many host nations have environmental protection authorities with expectations (which maybe expressed in written agreements) in respect of UK defence activities conducted in their jurisdiction. A Commanding Officer or manager should be fully aware of such agreements and the environmental protection requirements placed on defence when undertaking their activities. Enforcement\\n\\nStatutory Regulators\\n\\n11. Statutory regulators have enforcement powers and regimes granted to them by legislation. Where an allegedly offending defence activity is conducted by Crown servants i.e. members of the armed forces or MOD civilians, statutory regulators powers can be modified to take account of that fact.\\n\\n12. The relevant statutory regulator in the four territories of the UK will consider action against the Department, as they would against a civil establishment, in accordance with their own individual enforcement guidance/statements11. However, the Department, as part of the Crown, cannot be criminally liable, including failure to comply with prohibition, enforcement or works notices. This does not reduce the impact of enforcement action taken against the Department.\\n\\n13. Where, but for Crown immunity, the Department would have been prosecuted as a corporate body; the statutory regulators may apply to the High Court (England, Wales, Northern Ireland) or the Court of Session (Scotland) for a declaration that our acts or omissions were unlawful. The Environment Agency (EA) has undertaken, through the Memorandum of Understanding (MoU), not to prosecute Crown servants in lieu of corporate responsibilities.\\n\\n14. Notwithstanding Crown immunity from prosecution, the actions of Crown servants may constitute criminal offences and as such they may be prosecuted individually. The MoU with the EA sets out that they will only prosecute individuals in circumstances where they would have prosecuted individuals of a private company. For senior managers only, this will normally be where it can be shown that an offence has been committed with the consent of or connivance of, or has been attributable to any neglect on the part of, any senior manager or a person who was purporting to act in such a capacity.\\n\\n15. The Radioactive Substances Agreement with SEPA states that in the event of a compliance issue SEPA will deal with the matter using a similar approach to that outlined in SEPA’s Enforcement Policy. In such an event SEPA will formally write to the Secretary of State for\\n\\n11 http://www.environment-agency.gov.uk/static/documents/Business/Enforcement_and_Sanctions_Guidance.pdf http://www.sepa.org.uk/about_us/idoc.ashx?docid=48c35c8b-7a17-40da-80ed-f4637abbcf4c&version=-1 http://www.doeni.gov.uk/niea/niea_enforcement_policy.pdf http://naturalresourceswales.gov.uk/content/docs/word/our-work/about-us/enforcement-policy-en.doc?lang=en\\n\\n11\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence and copied to the Commanding Officer / Head of Establishment, Director DSEA and Hd DNSR.\\n\\n16. As part of the Crown, the Department cannot be made subject of a civil penalty under the Regulatory Enforcement and Sanctions Act 2008.\\n\\n17.\\n\\nIn the event of any of the following interventions by a statutory regulator: enforcement notices, works notices, prohibition notices, suspension or revocation of environmental permits or licenses; DSEA-CPA should be notified by the TLB/TFA involved; usually through the central HS&EP function e.g. CESO. Further information can be found in Chapter 6.\\n\\nDefence Regulators\\n\\n18. Defence regulators have enforcement powers granted by charter or delegations; see JSP 815 Chapter 4 and for further information on Defence regulators requirements see their specific Level 2 documents. Where Defence is subject to environmental protection legislation, the statutory regulator has ultimate jurisdiction.\\n\\n12\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n6 Corporate Records, Notifications and\\n\\nInvestigations\\n\\n1.\\n\\nIn order to support routine and annual reporting (including to the Defence Board and for the Holding to Account Process) and to provide centrally held data in the event of enquiries. DSEA-CPA collates records for certain EP interventions by statutory regulators. JSP 815 requires TLB/TFA holders are to ensure that their organisations have systems in place to report, collate and record environmental incidents from their activities.\\n\\n2.\\n\\nAs outlined in Chapter 3 processes and procedures are to be put in place at site level to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the Environmental Management System (EMS) covering the site and in the event of an incident recorded as part of the site EMS.\\n\\n3.\\n\\nCommanding Officer / Head of Establishments are to make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site.\\n\\n4.\\n\\nThe UK Government is required to annually submit to the European Commission information on Ozone Depleting Substances (ODS) including Halon gases. Members of the MOD Montreal Protocol Task Force (MPTF) must collect and submit data annually so that Defence can meet its obligations; further guidance on the reporting requirements is to be found in Part 2 of this JSP.\\n\\nIncident Notifications\\n\\n5. Where there is imminent or actual threat of environmental damage12 occurring the relevant statutory regulator should be immediately informed.\\n\\n6.\\n\\nDependent on the nature of an environmental incident Commanding Officer / Head of Establishment and environmental protection staff may be required to notify other Defence organisations or their partners, wider than their own TLB/TFA, of an incident.\\n\\n7.\\n\\nThese can include but are not limited to:\\n\\na. DSEA-FGSR in the event of fuel spills, in line with reporting protocols in JSP 317. b. DSEA-DNSR in the event of a discharge to the environment in line with JSPs 518 &\\n\\nc.\\n\\n538. Incidents that have the potential to impact or relating to infrastructure assets failure should be reported to the asset owner; in the majority of cases this will be DIO or PPP/PFI partner.\\n\\n8.\\n\\nAll Contractors and Partners should be made aware of establishment emergency and incident reporting procedures in line with the 4Cs (Co-ordination, Co-operation, Communication and Control) process. Incidents should be reported to the establishment focal point and host TLB.\\n\\n12 Environmental Damage (Prevention and Remediation) Regulations 2009 – See PArt 2 Leaflet 2 for further information\\n\\n13\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n9.\\n\\nAny incidents that have the potential or have actually resulted in any enforcement action against a PFI/PPP partner should be reported through their relevant contract monitoring organisation to DIO.\\n\\n10. Further advice on incident notification can be sort from the TLB/TFA central HS&EP function.\\n\\nEnforcement Notifications\\n\\n11. Summaries of relevant statistics are included in the Departmental HS&EP Annual Assurance Report and enforcement actions by Defence and Statutory regulators are reported to the Defence Board on a monthly basis. TLB/TFA holders (or their central HS&EP staff) must notify DSEA-CPA of any enforcement action taken by statutory or Defence regulator as soon as possible after the action is taken. Investigations\\n\\n12. Following an incident an investigation should be undertaken by the Commanding Officer or senior manager under whose Area of Responsibility the activity resulting in the incident falls. Investigations should be appropriate to the incident under investigation.\\n\\n13. Where an environmental protection incident also involves a health and safety related injury the investigations should be run in parallel so as to enable one incident report to be raised. In such an event the health and safety reporting requirements in JSP 375, Part 2 Volume 1, Accident/Incident Investigation and Reporting should also be followed.\\n\\n14. Commanding Officer / Heads of Establishment are responsible for ensuring that the recommendations of an investigation are followed through and implemented on their site within a reasonable timeframe. Where the responsibility for actioning a recommendation falls on another TLB/TFA or a PPP/PFI partner Commanding Officers / Head of Establishments need to assure themselves the recommendation is being acted on. In the event that a recommendation is not being acted upon within a reasonable timeframe the Commanding Officer / Head of Establishment should escalate this through the management chain.\\n\\n14\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)',\n",
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+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
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+ " 'text': 'JSP 418 Management of Environmental Protection in Defence\\n\\nPart 1: Directive\\n\\nJSP 418 Pt.1 (V1.0 Dec 14) JSP 507 Pt.1 (V6.0 Jan 14)\\n\\nForeword\\n\\nThe Secretary of State for Defence (SofS) through his Health, Safety & Environmental Protection (HS&EP) Policy Statement requires each Top Level Budget Holder or Trading Fund Agency Chief Executive to be the Senior Duty Holder for the safety of defence activities conducted in his/her area of responsibility in addition to his/her wider HS&EP responsibilities. They are required to set down and implement HS&EP management arrangements for activities in their area of responsibility. The policy statement also requires there to be organisational separation between those who conduct defence activities and those who provide regulation, so that the latter are independent whilst being part of the Department.\\n\\nIt is the responsibility of commanders and line managers at all levels to ensure that personnel, including contractors, involved in the management, supervision and conduct of defence activities are fully aware of their environmental protection responsibilities.',\n",
+ " 'metadata': {'uuid': '7e66a7f7-febe-4ec6-979e-83a740934f15',\n",
+ " 'index': 0,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.807686+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 217,\n",
+ " 'page_number': 1,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'J C S Baker\\n\\nDirector Defence Safety & Environment Authority Defence Authority for Health Safety & Environmental Protection September 2014\\n\\ni\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nPreface\\n\\nHow to use this JSP\\n\\nJSP 418 is intended as the lead Departmental publication for the management of 1. environmental protection in defence. It is designed to be used by all staff. This JSP contains the policy and direction on environmental protection in defence and guidance on the processes involved and good practice to apply to ensure defence meets its’ regulatory obligations. This JSP will be reviewed at least annually.\\n\\n2.\\n\\nThe JSP is structured in two parts:\\n\\na. Part 1 - Directive, which provides the direction that must be followed in\\n\\naccordance with Statute, or Policy mandated by Defence or on Defence by Central Government.\\n\\nb. Part 2 - Guidance, which provides the guidance and best practice that will\\n\\nassist the user to comply with the Directive(s) detailed in Part 1.\\n\\nRelated JSPs JSP 815 JSP 375 JSP 392\\n\\nTitle Defence, Health, Safety & Environmental Protection Management of Health & Safety in Defence Management of Radiation Protection in Defence',\n",
+ " 'metadata': {'uuid': '63b337f5-f24e-4dce-b0bf-c52355f61fdd',\n",
+ " 'index': 1,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.811852+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 250,\n",
+ " 'page_number': 2,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Coherence with other Defence Authority Policy and Guidance.\\n\\n3. Where applicable, this document contains links to other relevant JSPs, some of which may be published by different Defence Authorities. Where particular dependencies exist, these other Defence Authorities have been consulted in the formulation of the policy and guidance detailed in this publication. Training\\n\\n4. Details of relevant training and competence can be sourced from TLB/TFA Chief Environment and Safety Officers (CESO) Organisation or equivalents. Defence specific Environmental Protection training is also available through the Specialist Training School at RAF Halton1. Further Advice and Feedback- Contacts\\n\\n5. The owner of this JSP is DSEA-CPA. For further information on any aspect of this guide, or questions not answered within the subsequent sections, or to provide feedback on the content, contact:\\n\\nJob Title/E-mail DSEA-CPA- Safetyenquiries@mod.uk\\n\\nProject focus JSP 418 Authors\\n\\nPhone\\n\\n1 http://defenceintranet.diif.r.mil.uk/Organisations/Orgs/RAF/Organisations/Locations/Halton/Pages/STSTrgSupp.aspx\\n\\nii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nFMC-Cap- InfraPolEnvComplAH@mod.uk DESTECH-QSEPEnv@mod.uk',\n",
+ " 'metadata': {'uuid': '832a90d9-0eff-4715-87c9-b5f23fa2b7c2',\n",
+ " 'index': 2,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.812091+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 273,\n",
+ " 'page_number': 3,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'TLB/TFA CESO organisation or equivalent Local environmental protection advisors\\n\\nLead for Part 2 Leaflet 3\\n\\nLead for Part 2 Leaflets 5, 6, & 7 TLB/TFA central health & safety function and advice. Site specific environmental protection advice.\\n\\niii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nContents\\n\\nForeword\\n\\ni\\n\\nPreface\\n\\nii\\n\\nHow to use this JSP\\n\\nii\\n\\nTraining\\n\\nii\\n\\nCoherence with other Defence Authority Policy and Guidance\\n\\nii\\n\\nFurther Advice and Feedback – Contacts\\n\\nii\\n\\nContents\\n\\niv\\n\\nChapter 1 - Introduction, Maintenance and Disclaimer\\n\\n1\\n\\nChapter 2 - The Legislative Framework and Formulation of\\n\\n3\\n\\nDepartmental Policy\\n\\nChapter 3 - Organisational Roles and Responsibilities\\n\\n6\\n\\nChapter 4 - Risk Management\\n\\n8\\n\\nChapter 5 - Regulatory Organisations\\n\\n10\\n\\nChapter 6 - Corporate Records, Notifications and Investigations\\n\\n13\\n\\niv\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n1\\n\\nIntroduction, Authority, Maintenance and Disclaimer\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement by the Secretary of State (SofS) for Defence for Health, Safety and Environmental Protection (HS&EP) in Defence2 has as a fundamental objective that those who deliver or conduct defence activities protect the environment when undertaking those activities. The Policy Statement applies to everyone and all organisations within Defence who conduct defence activities.\\n\\n2.\\n\\nThe Policy Statement states that authority is given to the Director General, Military Aviation Authority (DG MAA) and the Director, Defence Safety and Environment Authority (Director DSEA) for the regulation of HS&EP in Defence where there is a Departmental responsibility.\\n\\n3.\\n\\nJSP 815 amplifies the SofS’s Policy Statement and describes the arrangements for the management of HS&EP throughout Defence, provides strategic direction to TLB Holders and TFA Chief Executives responsible for conducting defence activities and provides an overview of the arrangements for the regulation of defence activities. JSP 815 defines the requirements of the Policy Statement in respect of Environmental Protection as being ‘based on the UK environmental legislative framework not encompassing sustainable development’. Therefore sustainable development requirements are not addressed within this JSP; Departmental policy for which is the responsibility of the Defence Infrastructure Organisation.\\n\\n4.\\n\\nJSP 418 is the corporate publication that provides guidance to Defence in meeting its’ Environmental Protection Policy and Regulatory obligations. JSP 418 has two parts. Part 1 Directive, which provides the direction that must be followed in accordance with Statute, or Policy mandated by Defence or on Defence by Central Government. Part 2 Guidance, which provides the guidance and best practice that will assist the user to comply with the Directive(s) detailed in Part 1. These leaflets provide guidance and Defence Codes of Practice (DCoP) on how TLB/TFAs and Commanding Officers / Heads of Establishment comply with regulatory or policy requirements. DCoPs set out rules to aid TLB/TFAs in complying with regulations and represent good practice for defence.',\n",
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+ " 'index': 3,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.812717+00:00',\n",
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+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 631,\n",
+ " 'page_number': 4,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Authority\\n\\n5.\\n\\nJSP 418 is the lead Department publication for Corporate Environmental Protection under the SofS’s Policy Statement for HS&EP and JSP 815.\\n\\n6.\\n\\nJSP 418 is sponsored by Director DSEA, and is produced and maintained, in consultation with stakeholders, by DSEA Corporate Policy and assurance (CPA).\\n\\nAmendment Record\\n\\n7.\\n\\nAmendments will be staffed by DSEA-CPA together with lead areas, relevant subject matter experts and key stakeholders.\\n\\n2http://defenceintranet.diif.r.mil.uk/libraries/corporate/Ministry%20of%20Defence/20120920.1/20130601_SofS_HSEP_Policy_Statement _signed.pdf\\n\\n1\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n8.\\n\\nComments or proposed amendments to this JSP are to be made by e-mail to DSEA-CPA- Safety enquiries using the following format:\\n\\na. Senders reference b. Date c. Chapter/Leaflet/Page/Paragraph being addressed d. Comment\\n\\nAmd no.\\n\\nDate\\n\\nText Affected\\n\\nAuthority\\n\\nDisclaimer\\n\\n9.\\n\\nNothing contained within this JSP removes the requirement on anyone to comply with applicable legislation, Defence regulations and the Policy Statement.',\n",
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+ " 'index': 4,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.813581+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
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+ " 'page_number': 6,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Equality & Diversity Impact Assessing Statement\\n\\nThis policy has been equality and diversity impact assessed in accordance with Departmental policy. This resulted in a Part 1 screening only completed (no direct discrimination or adverse impact identified). This policy is due for review in 2017.\\n\\n2\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n2 The Legislative Framework and\\n\\nFormulation of Departmental Policy\\n\\nIntroduction\\n\\n1.\\n\\nEnvironmental legislation provides the cornerstone for protecting both the environment and human health from harm. Within the UK, Defence is required to comply with all applicable environmental protection legislation (including legislation giving effect to the UK’s international obligations). Overseas, Defence will apply UK standards where reasonably practicable and, in addition, respond to host nations’ relevant environmental protection expectations.\\n\\n2.\\n\\nThere are a number of pieces of environmental protection legislation, international treaties or protocols which include exemptions (coverage excludes) or derogations (authority given to deviate) relevant to defence activities. Additionally, where legislation does apply, there maybe powers of specific dis-application granted to SofS which may be invoked in the interests of Defence and or national security. In these circumstances the Policy Statement requires the introduction of Departmental arrangements that produces outcomes which are, so far as reasonably practicable, at least as good as those required by legislation. In the few cases where applicable the guidance in Part 2 of this JSP outlines in detail the mandated processes through which an exemption, derogation or dis-application can be granted or utilised for certain defence activities.\\n\\n3.\\n\\nUnder customary international law, Visiting Forces have state immunity from domestic legislation and this is outlined in more detail JSP 815 Part 2. Interface arrangements have been agreed between the Environment Agency and United States Visiting forces (USVF) 3; these form an annex to the Ministry of Defence / Environment Agency Memorandum of Understanding.',\n",
+ " 'metadata': {'uuid': '7d807f7f-8b9d-44b1-80fb-fd14c5ed8edf',\n",
+ " 'index': 5,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.814075+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 380,\n",
+ " 'page_number': 7,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
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+ " 'text': 'Legislation\\n\\n4.\\n\\nThere is a wide range of environmental legislation covering air, water, land, waste, natural resources, flora, fauna and human activity which have the potential to impact on Defence. Such requirements can often be complex both individually and collectively and because of the unique position of Defence and the need to maintain outputs including Operational Capability. Defence’s environmental protection obligations can be found throughout differing levels of legislation. Comprehensive lists of relevant environmental protection legislation are required as part of the Environmental Management System (EMS) covering the site; further information on EMS can be found in Chapter 4.\\n\\nInternational Treaties\\n\\n5.\\n\\nInternational treaties are usually signed by national governments (Westminster Parliament not Devolved Administrations) and they may or may not be binding legal requirements on signatories. As Defence operates across national boundaries we need to be aware of our international obligations and these include, amongst others, the Basel Convention on the Transboundary Movements of Hazardous Waste and Their Disposal and the Stockholm Convention on Persistent Organic Pollutants.\\n\\n3 In the UK, United States Visiting Forces (USVF) operate under the terms of the Agreement Between the Parties to the North Atlantic Treaty Regarding the Status of Their Forces (London 19 June 1951) (NATO SOFA). USVF implement management systems and processes which provide the same substantive protection as required by UK legislation and MOD environmental protection policy. When there is a variance between US and UK standards it is USVF policy to apply the more environmentally protective standard.\\n\\n3\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': 'ed420024-f97a-4d49-98e5-f4196fbbbcbc',\n",
+ " 'index': 6,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.814584+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 320,\n",
+ " 'page_number': 8,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'European Legislation\\n\\n6.\\n\\nThe majority of new UK environmental protection legislation now originates at the European level; the main legal instruments are EU directives and regulations. European legislation is transposed into national legislation by each member state. For example the Integrated Pollution Prevention and Control (IPPC) (EC 1996) was implemented in the UK by the Pollution Prevention and Control (PPC) Act (1999) and supporting statutory instruments such as the Environmental Permitting (England & Wales) Regulations (2010). European regulations tend to apply directly on a member state and do not necessarily need to be transposed through specific national legislation for example the Transfrontier Shipment of Waste Regulations (EC 1994).\\n\\nUnited Kingdom (UK) Legislation\\n\\n7.\\n\\nIn the UK legislation comprises Acts of Parliament and statutory instruments with the latter being referred to as regulations. Acts generally provide policy principles and broad requirements while statutory instruments (SIs) are specific and detailed. SIs can be updated to take account of changes at the operating level.\\n\\n8.\\n\\nIn the UK the primary piece of environmental protection legislation is the Environmental Protection (EPA) Act (1990). The EPA defines within England, Scotland and Wales the legal framework for duty of care for waste, contaminated land and statutory nuisance. One of the principal regulations in England and Wales is the Environmental Permitting Regulations (EPR) (2010). EPR provides a consolidated framework for environmental permits and exemptions covering industrial activities, waste operations and water discharge activities amongst others. EPR also sets out the powers, functions and duties of the regulators4. In Scotland and Northern Ireland the principle permitting regulations are the Pollution Prevention and Control (PPC) Regulations.',\n",
+ " 'metadata': {'uuid': 'f28bc8bd-cf00-482a-91db-ce0959b80545',\n",
+ " 'index': 7,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.815089+00:00',\n",
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+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 339,\n",
+ " 'page_number': 9,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Devolved Administrations\\n\\n9.\\n\\nUnlike Defence, which is a reserved matter, environment is a devolved power and the Devolved Administrations have the right to bring forward their own environmental protection legislation. Within the UK there are four differing regulatory regimes for environmental protection; the differences can be subtle but the impact of non-compliance maybe significant. Defence operates throughout the UK and needs to be aware of the differing requirements in each of the four UK territories to ensure we are compliant in meeting differing statutory requirements5.\\n\\nDefence Regulations\\n\\n10. Defence Regulators provide regulation of EP for Defence activities where this is a Departmental responsibility. Defence regulators are empowered by SofS by Charter (DG MAA) or via a delegation from PUS and Director DSEA (DSEA Regulators). Defence regulators operate regimes that are aligned, where reasonably practicable, with statutory equivalents or near equivalents. These defence regulations are contained in the regulators appropriate Level 2 documents. Further information on the role of Defence Regulators can be found in Chapter 5.\\n\\n4 The Environment Act (1995) established the regulatory bodies of the Environment Agency and Scottish Environment Protection Agency. 5 For example England, Wales and Northern Ireland brought in Hazardous Waste Regulations in 2005 to replace the Special Waste Regulations (1996); whereas Scotland took the decision to amend the Special Waste Regulations (1996) in 2004 rather than bring in new Hazardous Waste Regulations.\\n\\n4\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': '897aefec-e4fd-45ac-b42a-e113a3208405',\n",
+ " 'index': 8,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.815422+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 306,\n",
+ " 'page_number': 9,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Defence Policy & Formulation\\n\\n11.\\n\\nIt is essential that Defence is aware of, and can appropriately influence, emerging EP legislation and consider the need for exemptions for Defence activities, should the potential consequence be a severe constraint on capability. DSEA-CPA co-ordinates processes aligned with HS&EP domains with TLBs, TFAs and Defence Regulators to track and influence legislation and exemptions. The granting of exemptions is a rare event in EP legislation and will only be considered where a significant impact on Defence activities has been identified. The Department is supportive of the principles underpinning environmental protection legislation including the principle that the polluter pays.\\n\\n12. As the majority of new EP legislation originates from Europe DSEA-CPA represents MOD in DEFNET (DEFence environmental NETwork) to ensure we are aware of upcoming European legislation that has the potential to impact Defence activities and, where appropriate, to influence its development through the established formal UK process. DEFNET is an informal, expert-level, forum which focuses on the environmental issues that through European legislation adversely affect, or could adversely affect, Member State’s defence activities and operational capabilities.\\n\\n13. The Defence Environment and Safety Committee (DESC) is the senior Departmental committee for HS&EP; it is chaired by the PUS and provides advice on high-level policy including JSP 815 from which this JSP takes its lead.\\n\\n14. There is no formal Defence Committee for JSP 418. DSEA-CPA, as its authors, will utilise the Department’s existing informal processes to consult on the development of the JSP with stakeholders and experts groups; these will include the TLB/TFA CESO organisations or equivalents and appropriate subject matter expert groups.',\n",
+ " 'metadata': {'uuid': 'c9ab4db7-ab6b-42b8-90b5-01c0023aa67d',\n",
+ " 'index': 9,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.815661+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 345,\n",
+ " 'page_number': 10,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
+ " 'defence policy',\n",
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+ " 'text': 'Departmental Publications\\n\\n15. The Department produces publications (typically in JSPs) on HS&EP in a hierarchy of four levels.\\n\\na. Level 1 – Departmental Policy (e.g. JSP 815)\\n\\nb. Level 2 – Defence Regulations owned by Defence Regulators\\n\\nc. Level 3 – Rules and guidance (including where appropriate Codes of Practice) provided by Defence Regulators on Legislation and Defence regulations; DSEA-CPA provides rules and guidance to Defence on corporate requirements and compliance with legislation (this JSP).\\n\\nd. Level 4 – procedures and arrangements, normally produced within TLBs and TFAs, containing more detailed advice for line management on how implementation of Levels 1-3 can be achieved.\\n\\n16. DSEA-CPA is to ensure that the contents of JSP 418 is consistent with the publications above it i.e. JSP 815. TLBs and TFAs are to ensure consistency with higher level documents including this JSP.\\n\\n5\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n3 Organisational Roles and\\n\\nResponsibilities\\n\\nCorporate Roles and Responsibilities\\n\\n1.\\n\\nAs part of their commitment to achieving and maintaining high HS&EP standards; SofS and the Defence Board regularly receive information on and consider HS&EP matters. This information includes interventions by Statutory and Defence regulators for environmental protection.\\n\\n2.\\n\\nThe PUS is responsible for ensuring that effective management arrangements are in place to deliver compliance with the Policy Statement. The term arrangements is used to encompass any set of ‘systems’ or ‘procedures’ that would be put in place to comply with the Policy Statement. For EP this includes the requirement that all MOD sites are covered by an appropriate Environmental Management System (EMS) based on the ISO 14001 standard. An EMS is an important tool in managing EP as it requires sites to identify, understand and keep a record of the regulatory requirements applicable to the activities conducted.',\n",
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+ " 'created_datetime': '2024-12-05T16:50:08.815912+00:00',\n",
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+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
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+ " 'page_number': 10,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
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+ " 'text': 'Corporate Policy and Assurance\\n\\n3.\\n\\nDirector DSEA through DSEA-CPA is responsible for:\\n\\na. Drafting the SofS’s Policy Statement, JSP 815 and providing other corporate\\n\\nguidance including this JSP.\\n\\nb. Co-ordinating the tracking and influencing of legislation.\\n\\nc. Managing the Strategic relationship with HS&EP statutory regulators e.g. HSE, EA\\n\\nd. High level assurance processes including the compilation of the Departmental\\n\\nHS&EP Annual Assurance report.\\n\\ne. Providing the Secretariat for the DESC.\\n\\nf. Ministerial, Parliamentary and public information business relating to corporate\\n\\nenvironmental protection.\\n\\ng. Proposing corporate approaches to improve environmental protection performance.\\n\\nh. Maintaining a central record of environmental protection enforcement action and\\n\\nrisks referred to the SofS.\\n\\nEnvironmental Protection Management Duties\\n\\n4.\\n\\nThe Policy Statement requires that TLB holders and TFA Chief Executives are to set down and implement HS&EP management arrangements for activities in their areas of responsibility and that commanding officers and managers to whom they may delegate HS&EP authority are competent and have adequate resources at their disposal. TLB/TFA holders should ensure that their organisations have processes and systems in place to minimise adverse effects on the environment, to report, collate and record environmental incidents from their activities.\\n\\n6\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n5.\\n\\nEach establishment (Site) shall have in place processes and procedures to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the EMS covering the site. Commanding Officer / Heads of Establishments must ensure that the establishment has or is covered by an EMS.\\n\\n6.\\n\\nCommanding Officer / Heads of Establishments must make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site. Where there is imminent or actual threat of environmental damage6 occurring the relevant statutory regulator should be immediately informed.\\n\\n7.\\n\\nFor acquisition Delivery Team leaders must ensure that their project has or is covered by a Project Orientated Environmental Management System (POEMS)7.\\n\\n8.\\n\\nEmployees have duties under EP legislation and should be made aware of those through site procedures and systems.',\n",
+ " 'metadata': {'uuid': '5f800cc0-8d84-4d6e-bd25-43450d036d0f',\n",
+ " 'index': 11,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.816188+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 486,\n",
+ " 'page_number': 11,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
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+ " 'text': 'Contractors and Partners\\n\\n9.\\n\\nTLB/TFAs routinely engage contractors and partners to undertake a wide range of defence activities. Contractors and partners must be competent to undertake the activities required and will comply with all relevant environmental legislation and the employing commanding officer or manager is to ensure that this is the case. TLB/TFAs will monitor that its contractors and partners hold appropriate environmental permits and licences and, the contractor and partners have in place and implement procedures to comply with environmental protection legislation.\\n\\n10.\\n\\nIf there are exemptions from legislation that are relevant to the contractor’s or partner’s defence activities, then Defence regulations apply. The Defence contracting organisation is to ensure that this is expressed in the contract or agreement and that relevant Defence regulators are empowered through the contract agreement to regulate the contractor’s or partner’s activities.\\n\\n6 Environmental Damage (Prevention and Remediation) Regulations 2009 – See Volume 2 Leaflet 2 for further information',\n",
+ " 'metadata': {'uuid': '37524317-60bb-475b-93c1-e32722c4767e',\n",
+ " 'index': 12,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.816621+00:00',\n",
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+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 187,\n",
+ " 'page_number': 12,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': '7 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n7\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n4 Environmental Risk Management\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement requires that adverse effects on the environment are minimised; Defence must meet this requirement through legislative compliance and the implementation of Environmental Management Systems (EMS) 8. on our sites and in our acquisition projects etc.\\n\\nEnvironmental Regulations\\n\\n2.\\n\\nIndividual environmental protection legislation refers to terms such as ‘As Low As Reasonably Achievable’, ‘Best Available Techniques’, Best Practicable Environmental Option’; all have subtle variations of meaning and application. Where establishments undertake defence activities requiring permits or authorisations under statutory regulations the appropriate statutory regulator or statutory guidance for the activity will be able to advise on the applicable risk management technique to be utilised.\\n\\n3. Many Defence activities requiring statutory authorisations or permits are undertaken by contractors or partnering organisations. In such cases Defence contracting organisations shall assure themselves and other TLBs/Duty Holders that their Industry Partners have all the appropriate permits and licenses. Commanding Officer / Heads of Establishments will need to assure themselves that the appropriate permit or licence has been granted for the activity; local or central TLB/TFA HS&EP advisors should be able to provide advice on the process for gaining that assurance. Volume 2 of this JSP provides detailed guidance and DCoPs in the form of leaflets for how defence meets its’ regulatory obligations. Volume 2 includes leaflets covering EP areas such as Environmental Management Systems, Pollution Prevention, Controlled Waste, Hazardous Substances & Restricted Materials and Contaminated Land.\\n\\n5. Where Defence has exemptions, derogations or dis-applications from legislation then Defence Regulators will provide guidance, usually through their level 2 JSP documents, on the risk management for environmental protection. This may be in the form of an equivalent process to statutory requirements or through a process of identifying the most appropriate environmental protection option for the Defence activity concerned.\\n\\n6. Where there is a need to identify the most appropriate environmental protection option the outcome decided on should be the result of a systematic and consultative decision-making procedure which involves customers and delivery organisations and defence regulators where appropriate. The final option should identify a level of management and engineering control that minimises, as far as practicable, the release of potentially polluting substances to the environment whilst taking account of a wider range of factors, including cost-effectiveness, technological status, operational capability, and environmental factors.',\n",
+ " 'metadata': {'uuid': 'd0867c17-263a-42cb-9ed6-51a3ca9f7736',\n",
+ " 'index': 13,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.816748+00:00',\n",
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+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 517,\n",
+ " 'page_number': 12,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Environmental Management Systems\\n\\n7.\\n\\nPotential risk to the environment from a sites’ day to day activities should be managed through the implementation of EMS on our establishments and the identification of environmental activities, their aspects and impacts and the assessment of significance. EMS should be proportional to the risks associated with the size of the site, and the types of activities undertaken on site. Under certain circumstances, e.g. small low risk sites, it may be appropriate for the site to be covered by either a nearby establishment’s EMS or, as part\\n\\n8 Further details can be found in Part 2\\n\\n8\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nof a higher level EMS i.e. TLB level. EMS are the key tool in helping manage EP regulatory compliance in Defence. Commanding Officer / Heads of Establishments must ensure their establishment has or is covered by an EMS, this will usually be through the local environmental protection advisor. Further detail can be found in Volume 2 Leaflet 1.\\n\\n8. During acquisition the SofS commitment to EP is met through implementation of a Project Oriented Environmental Management System (POEMS)9. POEMS ensures Delivery Teams identify potential environmental impacts and risks associated with equipment systems and services acquisition projects. POEMS states that DTs are responsible for providing information gathered on potential environmental impacts associated with their projects to other parties. E.g. emissions to the environment, including noise, provided to users and/or Defence regulators. Major Accident and Control Regulations\\n\\n9.\\n\\nThe Major Accident Control Regulations (MACR) require a comprehensive Major Accident Environmental Risk Assessment (ERA) to be undertaken on establishments that fall under MACR in line with JSP 49810. MACR Sites with an ERA should incorporate the assessment in to the site EMS to aid in the management of EP on site.',\n",
+ " 'metadata': {'uuid': 'c03f69c8-a423-4379-b634-d9ce299b34ff',\n",
+ " 'index': 14,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.817141+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 368,\n",
+ " 'page_number': 13,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Environmental Protection Overseas and in Operations\\n\\n10. Defence recognises that it still has a requirement to minimise adverse impacts on the environment overseas and in Operations despite these posing unique challenges in the management of environmental protection. Part 2 provides further advice on managing EP on the overseas estate.\\n\\n11. When on Operations personnel should apply UK standards where reasonably practicable and, in addition, apply the Host Nation’s standards for Health and Safety, including EP. Whilst it is fully understood that total compliance with UK legislation is not always possible within the operational environment, Operational Commanders have a duty of care to ensure, as far as reasonably practicable, that the approach to EP, as part of Op Safety is proportionate with the understanding that it may not be possible to fully meet legislative and policy standards expected in the UK. Where this is the case, decisions shall be supported by a robust risk assessment process.',\n",
+ " 'metadata': {'uuid': 'bccc27bf-1f18-4c6b-bd8e-197adf538051',\n",
+ " 'index': 15,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.817344+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 179,\n",
+ " 'page_number': 14,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
+ " 'defence policy',\n",
+ " 'health and safety',\n",
+ " 'regulatory compliance',\n",
+ " 'management guidelines']}}},\n",
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+ " 'text': '9 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n10 http://defenceintranet.diif.r.mil.uk/Reference/DINsJSPs/Pages/JSP498MajorAccidentControlRegulations.aspx\\n\\n9\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n5 Regulatory Organisations\\n\\nStatutory Regulators\\n\\n1. Most Defence activities in the UK are fully subject to the requirements of environmental protection legislation and are regulated by statutory regulators. Within the UK territories there are four main statutory regulators for EP, these are:\\n\\na. Environment Agency\\n\\nb. Scottish Environment Protection Agency\\n\\nc. Natural Resources Wales\\n\\nd. Northern Ireland Environment Agency\\n\\n2.\\n\\nFurther to the four main statutory regulators other organisations also have statutory roles for EP these include:\\n\\na. Local Authorities\\n\\nb. Marine Management Organisation\\n\\nc. Health & Safety Executive (UK Competent Authority for the Registration, Evaluation,\\n\\nAuthorisation & Restriction of Chemicals (REACH) Regulation)\\n\\nd. Office of the Nuclear Regulator (ONR)\\n\\n3.\\n\\nThe regimes operated by the statutory regulators are dependent on the legislation that empowers them, and there is variety in those. The Environment Act (1995) established the Environment Agency (EA) and the Scottish Environment Protection Agency (SEPA) as regulatory bodies for environmental protection; the Natural Resources Body for Wales (Establishment) Order 2012 established Natural Resources Wales as the environmental protection regulator for Wales. The Northern Ireland Environment Agency was launched in 2008 and is an Executive Agency within the Department of Environment in Northern Ireland.\\n\\n4.\\n\\nCo-ordinated by Director DSEA the Department maintains Memorandum of Understanding (MoU) with the EA and the MMO while the Department also has a Radioactive Substances Agreement with SEPA.\\n\\n5.\\n\\nThese agreements help standardise interactions between the statutory regulators and Commanding Officers / Heads of Establishment and the Department as a whole; in certain areas the MoU provides interpretation of the regulators responsibilities in Defence.',\n",
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+ " 'created_datetime': '2024-12-05T16:50:08.817453+00:00',\n",
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+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
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+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
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+ " 'text': 'Defence Regulators\\n\\n6.\\n\\nDefence regulators provide regulations and guidance of environmental protection for defence activities where there is a Departmental responsibility; this includes where these activities take place outside the UK but with due regard to host nation expectations. See JSP 815 Chapter 4 for further details on Defence regulators.\\n\\n7.\\n\\nAlthough most Defence activities are subject to EP legislation, there are areas where the Defence regulators do have additional Defence regulations that cover areas of EP legislation\\n\\n10\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\ne.g. JSP 518 & 538 Annex C to Chapter 2 – Further Authorisation Conditions (FAC) 3: Radioactive Discharges.\\n\\n8.\\n\\nDefence regulators’ requirements can range from the requirement to submit an exemption case for consideration and approval to a simple requirement that TLB/TFAs have systems and processes in place to manage an environmental protection requirement.\\n\\n9.\\n\\nDefence regulators may also take account of compliance with statutory requirements as part of their permissioning of activities e.g. DSEA – Fuels and Gases Safety Regulator (FGSR) licensing of fuel installactions. For further information on Defence regulators requirements please see their specific Level 2 JSPs.',\n",
+ " 'metadata': {'uuid': '15d481d1-bb31-4344-a834-9f7f5204e67d',\n",
+ " 'index': 17,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.817735+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 252,\n",
+ " 'page_number': 15,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Overseas Authorities\\n\\n10. Notwithstanding the position of state immunity under customary international law, many host nations have environmental protection authorities with expectations (which maybe expressed in written agreements) in respect of UK defence activities conducted in their jurisdiction. A Commanding Officer or manager should be fully aware of such agreements and the environmental protection requirements placed on defence when undertaking their activities. Enforcement\\n\\nStatutory Regulators\\n\\n11. Statutory regulators have enforcement powers and regimes granted to them by legislation. Where an allegedly offending defence activity is conducted by Crown servants i.e. members of the armed forces or MOD civilians, statutory regulators powers can be modified to take account of that fact.\\n\\n12. The relevant statutory regulator in the four territories of the UK will consider action against the Department, as they would against a civil establishment, in accordance with their own individual enforcement guidance/statements11. However, the Department, as part of the Crown, cannot be criminally liable, including failure to comply with prohibition, enforcement or works notices. This does not reduce the impact of enforcement action taken against the Department.\\n\\n13. Where, but for Crown immunity, the Department would have been prosecuted as a corporate body; the statutory regulators may apply to the High Court (England, Wales, Northern Ireland) or the Court of Session (Scotland) for a declaration that our acts or omissions were unlawful. The Environment Agency (EA) has undertaken, through the Memorandum of Understanding (MoU), not to prosecute Crown servants in lieu of corporate responsibilities.\\n\\n14. Notwithstanding Crown immunity from prosecution, the actions of Crown servants may constitute criminal offences and as such they may be prosecuted individually. The MoU with the EA sets out that they will only prosecute individuals in circumstances where they would have prosecuted individuals of a private company. For senior managers only, this will normally be where it can be shown that an offence has been committed with the consent of or connivance of, or has been attributable to any neglect on the part of, any senior manager or a person who was purporting to act in such a capacity.\\n\\n15. The Radioactive Substances Agreement with SEPA states that in the event of a compliance issue SEPA will deal with the matter using a similar approach to that outlined in SEPA’s Enforcement Policy. In such an event SEPA will formally write to the Secretary of State for',\n",
+ " 'metadata': {'uuid': 'f2362b07-1f1e-48bc-a260-3601f8dc0ff3',\n",
+ " 'index': 18,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.817915+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 472,\n",
+ " 'page_number': 16,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
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+ " 'text': '11 http://www.environment-agency.gov.uk/static/documents/Business/Enforcement_and_Sanctions_Guidance.pdf http://www.sepa.org.uk/about_us/idoc.ashx?docid=48c35c8b-7a17-40da-80ed-f4637abbcf4c&version=-1 http://www.doeni.gov.uk/niea/niea_enforcement_policy.pdf http://naturalresourceswales.gov.uk/content/docs/word/our-work/about-us/enforcement-policy-en.doc?lang=en\\n\\n11\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence and copied to the Commanding Officer / Head of Establishment, Director DSEA and Hd DNSR.\\n\\n16. As part of the Crown, the Department cannot be made subject of a civil penalty under the Regulatory Enforcement and Sanctions Act 2008.\\n\\n17.\\n\\nIn the event of any of the following interventions by a statutory regulator: enforcement notices, works notices, prohibition notices, suspension or revocation of environmental permits or licenses; DSEA-CPA should be notified by the TLB/TFA involved; usually through the central HS&EP function e.g. CESO. Further information can be found in Chapter 6.\\n\\nDefence Regulators\\n\\n18. Defence regulators have enforcement powers granted by charter or delegations; see JSP 815 Chapter 4 and for further information on Defence regulators requirements see their specific Level 2 documents. Where Defence is subject to environmental protection legislation, the statutory regulator has ultimate jurisdiction.\\n\\n12\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': '26a085e3-e69b-4cbe-8019-2916da8a22c8',\n",
+ " 'index': 19,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.818222+00:00',\n",
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+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 337,\n",
+ " 'page_number': 16,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
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+ " 'text': '6 Corporate Records, Notifications and\\n\\nInvestigations\\n\\n1.\\n\\nIn order to support routine and annual reporting (including to the Defence Board and for the Holding to Account Process) and to provide centrally held data in the event of enquiries. DSEA-CPA collates records for certain EP interventions by statutory regulators. JSP 815 requires TLB/TFA holders are to ensure that their organisations have systems in place to report, collate and record environmental incidents from their activities.\\n\\n2.\\n\\nAs outlined in Chapter 3 processes and procedures are to be put in place at site level to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the Environmental Management System (EMS) covering the site and in the event of an incident recorded as part of the site EMS.\\n\\n3.\\n\\nCommanding Officer / Head of Establishments are to make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site.\\n\\n4.\\n\\nThe UK Government is required to annually submit to the European Commission information on Ozone Depleting Substances (ODS) including Halon gases. Members of the MOD Montreal Protocol Task Force (MPTF) must collect and submit data annually so that Defence can meet its obligations; further guidance on the reporting requirements is to be found in Part 2 of this JSP.',\n",
+ " 'metadata': {'uuid': 'b4652b76-deb2-4831-b9e4-ada68cb64cf2',\n",
+ " 'index': 20,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.818438+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 309,\n",
+ " 'page_number': 18,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
+ " 'defence policy',\n",
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+ " 'text': 'Incident Notifications\\n\\n5. Where there is imminent or actual threat of environmental damage12 occurring the relevant statutory regulator should be immediately informed.\\n\\n6.\\n\\nDependent on the nature of an environmental incident Commanding Officer / Head of Establishment and environmental protection staff may be required to notify other Defence organisations or their partners, wider than their own TLB/TFA, of an incident.\\n\\n7.\\n\\nThese can include but are not limited to:\\n\\na. DSEA-FGSR in the event of fuel spills, in line with reporting protocols in JSP 317. b. DSEA-DNSR in the event of a discharge to the environment in line with JSPs 518 &\\n\\nc.\\n\\n538. Incidents that have the potential to impact or relating to infrastructure assets failure should be reported to the asset owner; in the majority of cases this will be DIO or PPP/PFI partner.\\n\\n8.\\n\\nAll Contractors and Partners should be made aware of establishment emergency and incident reporting procedures in line with the 4Cs (Co-ordination, Co-operation, Communication and Control) process. Incidents should be reported to the establishment focal point and host TLB.\\n\\n12 Environmental Damage (Prevention and Remediation) Regulations 2009 – See PArt 2 Leaflet 2 for further information\\n\\n13\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n9.\\n\\nAny incidents that have the potential or have actually resulted in any enforcement action against a PFI/PPP partner should be reported through their relevant contract monitoring organisation to DIO.\\n\\n10. Further advice on incident notification can be sort from the TLB/TFA central HS&EP function.',\n",
+ " 'metadata': {'uuid': '1d621c1e-0205-499a-ba53-c40d28a51dd6',\n",
+ " 'index': 21,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.818606+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 335,\n",
+ " 'page_number': 18,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Enforcement Notifications\\n\\n11. Summaries of relevant statistics are included in the Departmental HS&EP Annual Assurance Report and enforcement actions by Defence and Statutory regulators are reported to the Defence Board on a monthly basis. TLB/TFA holders (or their central HS&EP staff) must notify DSEA-CPA of any enforcement action taken by statutory or Defence regulator as soon as possible after the action is taken. Investigations\\n\\n12. Following an incident an investigation should be undertaken by the Commanding Officer or senior manager under whose Area of Responsibility the activity resulting in the incident falls. Investigations should be appropriate to the incident under investigation.\\n\\n13. Where an environmental protection incident also involves a health and safety related injury the investigations should be run in parallel so as to enable one incident report to be raised. In such an event the health and safety reporting requirements in JSP 375, Part 2 Volume 1, Accident/Incident Investigation and Reporting should also be followed.\\n\\n14. Commanding Officer / Heads of Establishment are responsible for ensuring that the recommendations of an investigation are followed through and implemented on their site within a reasonable timeframe. Where the responsibility for actioning a recommendation falls on another TLB/TFA or a PPP/PFI partner Commanding Officers / Head of Establishments need to assure themselves the recommendation is being acted on. In the event that a recommendation is not being acted upon within a reasonable timeframe the Commanding Officer / Head of Establishment should escalate this through the management chain.\\n\\n14\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': '97d5a31e-506a-415e-abf1-34363030cf2b',\n",
+ " 'index': 22,\n",
+ " 'created_datetime': '2024-12-05T16:50:08.818921+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 317,\n",
+ " 'page_number': 19,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection in defence activities, detailing policies, responsibilities, and best practices to ensure compliance with legal obligations. It serves as a directive for commanders and managers to uphold environmental standards in defence operations.',\n",
+ " 'keywords': ['environmental protection',\n",
+ " 'defence policy',\n",
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+ " 'text': 'JSP 418 Management of Environmental Protection in Defence\\n\\nPart 1: Directive\\n\\nJSP 418 Pt.1 (V1.0 Dec 14) JSP 507 Pt.1 (V6.0 Jan 14)\\n\\nForeword\\n\\nThe Secretary of State for Defence (SofS) through his Health, Safety & Environmental Protection (HS&EP) Policy Statement requires each Top Level Budget Holder or Trading Fund Agency Chief Executive to be the Senior Duty Holder for the safety of defence activities conducted in his/her area of responsibility in addition to his/her wider HS&EP responsibilities. They are required to set down and implement HS&EP management arrangements for activities in their area of responsibility. The policy statement also requires there to be organisational separation between those who conduct defence activities and those who provide regulation, so that the latter are independent whilst being part of the Department.\\n\\nIt is the responsibility of commanders and line managers at all levels to ensure that personnel, including contractors, involved in the management, supervision and conduct of defence activities are fully aware of their environmental protection responsibilities.\\n\\nJ C S Baker\\n\\nDirector Defence Safety & Environment Authority Defence Authority for Health Safety & Environmental Protection September 2014\\n\\ni\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nPreface\\n\\nHow to use this JSP\\n\\nJSP 418 is intended as the lead Departmental publication for the management of 1. environmental protection in defence. It is designed to be used by all staff. This JSP contains the policy and direction on environmental protection in defence and guidance on the processes involved and good practice to apply to ensure defence meets its’ regulatory obligations. This JSP will be reviewed at least annually.\\n\\n2.\\n\\nThe JSP is structured in two parts:\\n\\na. Part 1 - Directive, which provides the direction that must be followed in\\n\\naccordance with Statute, or Policy mandated by Defence or on Defence by Central Government.\\n\\nb. Part 2 - Guidance, which provides the guidance and best practice that will\\n\\nassist the user to comply with the Directive(s) detailed in Part 1.\\n\\nRelated JSPs JSP 815 JSP 375 JSP 392\\n\\nTitle Defence, Health, Safety & Environmental Protection Management of Health & Safety in Defence Management of Radiation Protection in Defence\\n\\nCoherence with other Defence Authority Policy and Guidance.\\n\\n3. Where applicable, this document contains links to other relevant JSPs, some of which may be published by different Defence Authorities. Where particular dependencies exist, these other Defence Authorities have been consulted in the formulation of the policy and guidance detailed in this publication. Training\\n\\n4. Details of relevant training and competence can be sourced from TLB/TFA Chief Environment and Safety Officers (CESO) Organisation or equivalents. Defence specific Environmental Protection training is also available through the Specialist Training School at RAF Halton1. Further Advice and Feedback- Contacts\\n\\n5. The owner of this JSP is DSEA-CPA. For further information on any aspect of this guide, or questions not answered within the subsequent sections, or to provide feedback on the content, contact:\\n\\nJob Title/E-mail DSEA-CPA- Safetyenquiries@mod.uk\\n\\nProject focus JSP 418 Authors\\n\\nPhone\\n\\n1 http://defenceintranet.diif.r.mil.uk/Organisations/Orgs/RAF/Organisations/Locations/Halton/Pages/STSTrgSupp.aspx\\n\\nii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nFMC-Cap- InfraPolEnvComplAH@mod.uk DESTECH-QSEPEnv@mod.uk\\n\\nTLB/TFA CESO organisation or equivalent Local environmental protection advisors\\n\\nLead for Part 2 Leaflet 3\\n\\nLead for Part 2 Leaflets 5, 6, & 7 TLB/TFA central health & safety function and advice. Site specific environmental protection advice.\\n\\niii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nContents\\n\\nForeword\\n\\ni\\n\\nPreface\\n\\nii\\n\\nHow to use this JSP\\n\\nii\\n\\nTraining\\n\\nii\\n\\nCoherence with other Defence Authority Policy and Guidance\\n\\nii\\n\\nFurther Advice and Feedback – Contacts\\n\\nii\\n\\nContents\\n\\niv\\n\\nChapter 1 - Introduction, Maintenance and Disclaimer\\n\\n1\\n\\nChapter 2 - The Legislative Framework and Formulation of\\n\\n3\\n\\nDepartmental Policy\\n\\nChapter 3 - Organisational Roles and Responsibilities\\n\\n6\\n\\nChapter 4 - Risk Management\\n\\n8\\n\\nChapter 5 - Regulatory Organisations\\n\\n10\\n\\nChapter 6 - Corporate Records, Notifications and Investigations\\n\\n13\\n\\niv\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n1\\n\\nIntroduction, Authority, Maintenance and Disclaimer\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement by the Secretary of State (SofS) for Defence for Health, Safety and Environmental Protection (HS&EP) in Defence2 has as a fundamental objective that those who deliver or conduct defence activities protect the environment when undertaking those activities. The Policy Statement applies to everyone and all organisations within Defence who conduct defence activities.\\n\\n2.\\n\\nThe Policy Statement states that authority is given to the Director General, Military Aviation Authority (DG MAA) and the Director, Defence Safety and Environment Authority (Director DSEA) for the regulation of HS&EP in Defence where there is a Departmental responsibility.\\n\\n3.\\n\\nJSP 815 amplifies the SofS’s Policy Statement and describes the arrangements for the management of HS&EP throughout Defence, provides strategic direction to TLB Holders and TFA Chief Executives responsible for conducting defence activities and provides an overview of the arrangements for the regulation of defence activities. JSP 815 defines the requirements of the Policy Statement in respect of Environmental Protection as being ‘based on the UK environmental legislative framework not encompassing sustainable development’. Therefore sustainable development requirements are not addressed within this JSP; Departmental policy for which is the responsibility of the Defence Infrastructure Organisation.\\n\\n4.\\n\\nJSP 418 is the corporate publication that provides guidance to Defence in meeting its’ Environmental Protection Policy and Regulatory obligations. JSP 418 has two parts. Part 1 Directive, which provides the direction that must be followed in accordance with Statute, or Policy mandated by Defence or on Defence by Central Government. Part 2 Guidance, which provides the guidance and best practice that will assist the user to comply with the Directive(s) detailed in Part 1. These leaflets provide guidance and Defence Codes of Practice (DCoP) on how TLB/TFAs and Commanding Officers / Heads of Establishment comply with regulatory or policy requirements. DCoPs set out rules to aid TLB/TFAs in complying with regulations and represent good practice for defence.\\n\\nAuthority\\n\\n5.\\n\\nJSP 418 is the lead Department publication for Corporate Environmental Protection under the SofS’s Policy Statement for HS&EP and JSP 815.\\n\\n6.\\n\\nJSP 418 is sponsored by Director DSEA, and is produced and maintained, in consultation with stakeholders, by DSEA Corporate Policy and assurance (CPA).\\n\\nAmendment Record\\n\\n7.\\n\\nAmendments will be staffed by DSEA-CPA together with lead areas, relevant subject matter experts and key stakeholders.\\n\\n2http://defenceintranet.diif.r.mil.uk/libraries/corporate/Ministry%20of%20Defence/20120920.1/20130601_SofS_HSEP_Policy_Statement _signed.pdf\\n\\n1\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n8.\\n\\nComments or proposed amendments to this JSP are to be made by e-mail to DSEA-CPA- Safety enquiries using the following format:\\n\\na. Senders reference b. Date c. Chapter/Leaflet/Page/Paragraph being addressed d. Comment\\n\\nAmd no.\\n\\nDate\\n\\nText Affected\\n\\nAuthority\\n\\nDisclaimer\\n\\n9.\\n\\nNothing contained within this JSP removes the requirement on anyone to comply with applicable legislation, Defence regulations and the Policy Statement.\\n\\nEquality & Diversity Impact Assessing Statement\\n\\nThis policy has been equality and diversity impact assessed in accordance with Departmental policy. This resulted in a Part 1 screening only completed (no direct discrimination or adverse impact identified). This policy is due for review in 2017.\\n\\n2\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n2 The Legislative Framework and\\n\\nFormulation of Departmental Policy\\n\\nIntroduction\\n\\n1.\\n\\nEnvironmental legislation provides the cornerstone for protecting both the environment and human health from harm. Within the UK, Defence is required to comply with all applicable environmental protection legislation (including legislation giving effect to the UK’s international obligations). Overseas, Defence will apply UK standards where reasonably practicable and, in addition, respond to host nations’ relevant environmental protection expectations.\\n\\n2.\\n\\nThere are a number of pieces of environmental protection legislation, international treaties or protocols which include exemptions (coverage excludes) or derogations (authority given to deviate) relevant to defence activities. Additionally, where legislation does apply, there maybe powers of specific dis-application granted to SofS which may be invoked in the interests of Defence and or national security. In these circumstances the Policy Statement requires the introduction of Departmental arrangements that produces outcomes which are, so far as reasonably practicable, at least as good as those required by legislation. In the few cases where applicable the guidance in Part 2 of this JSP outlines in detail the mandated processes through which an exemption, derogation or dis-application can be granted or utilised for certain defence activities.\\n\\n3.\\n\\nUnder customary international law, Visiting Forces have state immunity from domestic legislation and this is outlined in more detail JSP 815 Part 2. Interface arrangements have been agreed between the Environment Agency and United States Visiting forces (USVF) 3; these form an annex to the Ministry of Defence / Environment Agency Memorandum of Understanding.\\n\\nLegislation\\n\\n4.\\n\\nThere is a wide range of environmental legislation covering air, water, land, waste, natural resources, flora, fauna and human activity which have the potential to impact on Defence. Such requirements can often be complex both individually and collectively and because of the unique position of Defence and the need to maintain outputs including Operational Capability. Defence’s environmental protection obligations can be found throughout differing levels of legislation. Comprehensive lists of relevant environmental protection legislation are required as part of the Environmental Management System (EMS) covering the site; further information on EMS can be found in Chapter 4.\\n\\nInternational Treaties\\n\\n5.\\n\\nInternational treaties are usually signed by national governments (Westminster Parliament not Devolved Administrations) and they may or may not be binding legal requirements on signatories. As Defence operates across national boundaries we need to be aware of our international obligations and these include, amongst others, the Basel Convention on the Transboundary Movements of Hazardous Waste and Their Disposal and the Stockholm Convention on Persistent Organic Pollutants.\\n\\n3 In the UK, United States Visiting Forces (USVF) operate under the terms of the Agreement Between the Parties to the North Atlantic Treaty Regarding the Status of Their Forces (London 19 June 1951) (NATO SOFA). USVF implement management systems and processes which provide the same substantive protection as required by UK legislation and MOD environmental protection policy. When there is a variance between US and UK standards it is USVF policy to apply the more environmentally protective standard.\\n\\n3\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nEuropean Legislation\\n\\n6.\\n\\nThe majority of new UK environmental protection legislation now originates at the European level; the main legal instruments are EU directives and regulations. European legislation is transposed into national legislation by each member state. For example the Integrated Pollution Prevention and Control (IPPC) (EC 1996) was implemented in the UK by the Pollution Prevention and Control (PPC) Act (1999) and supporting statutory instruments such as the Environmental Permitting (England & Wales) Regulations (2010). European regulations tend to apply directly on a member state and do not necessarily need to be transposed through specific national legislation for example the Transfrontier Shipment of Waste Regulations (EC 1994).\\n\\nUnited Kingdom (UK) Legislation\\n\\n7.\\n\\nIn the UK legislation comprises Acts of Parliament and statutory instruments with the latter being referred to as regulations. Acts generally provide policy principles and broad requirements while statutory instruments (SIs) are specific and detailed. SIs can be updated to take account of changes at the operating level.\\n\\n8.\\n\\nIn the UK the primary piece of environmental protection legislation is the Environmental Protection (EPA) Act (1990). The EPA defines within England, Scotland and Wales the legal framework for duty of care for waste, contaminated land and statutory nuisance. One of the principal regulations in England and Wales is the Environmental Permitting Regulations (EPR) (2010). EPR provides a consolidated framework for environmental permits and exemptions covering industrial activities, waste operations and water discharge activities amongst others. EPR also sets out the powers, functions and duties of the regulators4. In Scotland and Northern Ireland the principle permitting regulations are the Pollution Prevention and Control (PPC) Regulations.\\n\\nDevolved Administrations\\n\\n9.\\n\\nUnlike Defence, which is a reserved matter, environment is a devolved power and the Devolved Administrations have the right to bring forward their own environmental protection legislation. Within the UK there are four differing regulatory regimes for environmental protection; the differences can be subtle but the impact of non-compliance maybe significant. Defence operates throughout the UK and needs to be aware of the differing requirements in each of the four UK territories to ensure we are compliant in meeting differing statutory requirements5.\\n\\nDefence Regulations\\n\\n10. Defence Regulators provide regulation of EP for Defence activities where this is a Departmental responsibility. Defence regulators are empowered by SofS by Charter (DG MAA) or via a delegation from PUS and Director DSEA (DSEA Regulators). Defence regulators operate regimes that are aligned, where reasonably practicable, with statutory equivalents or near equivalents. These defence regulations are contained in the regulators appropriate Level 2 documents. Further information on the role of Defence Regulators can be found in Chapter 5.\\n\\n4 The Environment Act (1995) established the regulatory bodies of the Environment Agency and Scottish Environment Protection Agency. 5 For example England, Wales and Northern Ireland brought in Hazardous Waste Regulations in 2005 to replace the Special Waste Regulations (1996); whereas Scotland took the decision to amend the Special Waste Regulations (1996) in 2004 rather than bring in new Hazardous Waste Regulations.\\n\\n4\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence Policy & Formulation\\n\\n11.\\n\\nIt is essential that Defence is aware of, and can appropriately influence, emerging EP legislation and consider the need for exemptions for Defence activities, should the potential consequence be a severe constraint on capability. DSEA-CPA co-ordinates processes aligned with HS&EP domains with TLBs, TFAs and Defence Regulators to track and influence legislation and exemptions. The granting of exemptions is a rare event in EP legislation and will only be considered where a significant impact on Defence activities has been identified. The Department is supportive of the principles underpinning environmental protection legislation including the principle that the polluter pays.\\n\\n12. As the majority of new EP legislation originates from Europe DSEA-CPA represents MOD in DEFNET (DEFence environmental NETwork) to ensure we are aware of upcoming European legislation that has the potential to impact Defence activities and, where appropriate, to influence its development through the established formal UK process. DEFNET is an informal, expert-level, forum which focuses on the environmental issues that through European legislation adversely affect, or could adversely affect, Member State’s defence activities and operational capabilities.\\n\\n13. The Defence Environment and Safety Committee (DESC) is the senior Departmental committee for HS&EP; it is chaired by the PUS and provides advice on high-level policy including JSP 815 from which this JSP takes its lead.\\n\\n14. There is no formal Defence Committee for JSP 418. DSEA-CPA, as its authors, will utilise the Department’s existing informal processes to consult on the development of the JSP with stakeholders and experts groups; these will include the TLB/TFA CESO organisations or equivalents and appropriate subject matter expert groups.\\n\\nDepartmental Publications\\n\\n15. The Department produces publications (typically in JSPs) on HS&EP in a hierarchy of four levels.\\n\\na. Level 1 – Departmental Policy (e.g. JSP 815)\\n\\nb. Level 2 – Defence Regulations owned by Defence Regulators\\n\\nc. Level 3 – Rules and guidance (including where appropriate Codes of Practice) provided by Defence Regulators on Legislation and Defence regulations; DSEA-CPA provides rules and guidance to Defence on corporate requirements and compliance with legislation (this JSP).\\n\\nd. Level 4 – procedures and arrangements, normally produced within TLBs and TFAs, containing more detailed advice for line management on how implementation of Levels 1-3 can be achieved.\\n\\n16. DSEA-CPA is to ensure that the contents of JSP 418 is consistent with the publications above it i.e. JSP 815. TLBs and TFAs are to ensure consistency with higher level documents including this JSP.\\n\\n5\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n3 Organisational Roles and\\n\\nResponsibilities\\n\\nCorporate Roles and Responsibilities\\n\\n1.\\n\\nAs part of their commitment to achieving and maintaining high HS&EP standards; SofS and the Defence Board regularly receive information on and consider HS&EP matters. This information includes interventions by Statutory and Defence regulators for environmental protection.\\n\\n2.\\n\\nThe PUS is responsible for ensuring that effective management arrangements are in place to deliver compliance with the Policy Statement. The term arrangements is used to encompass any set of ‘systems’ or ‘procedures’ that would be put in place to comply with the Policy Statement. For EP this includes the requirement that all MOD sites are covered by an appropriate Environmental Management System (EMS) based on the ISO 14001 standard. An EMS is an important tool in managing EP as it requires sites to identify, understand and keep a record of the regulatory requirements applicable to the activities conducted.\\n\\nCorporate Policy and Assurance\\n\\n3.\\n\\nDirector DSEA through DSEA-CPA is responsible for:\\n\\na. Drafting the SofS’s Policy Statement, JSP 815 and providing other corporate\\n\\nguidance including this JSP.\\n\\nb. Co-ordinating the tracking and influencing of legislation.\\n\\nc. Managing the Strategic relationship with HS&EP statutory regulators e.g. HSE, EA\\n\\nd. High level assurance processes including the compilation of the Departmental\\n\\nHS&EP Annual Assurance report.\\n\\ne. Providing the Secretariat for the DESC.\\n\\nf. Ministerial, Parliamentary and public information business relating to corporate\\n\\nenvironmental protection.\\n\\ng. Proposing corporate approaches to improve environmental protection performance.\\n\\nh. Maintaining a central record of environmental protection enforcement action and\\n\\nrisks referred to the SofS.\\n\\nEnvironmental Protection Management Duties\\n\\n4.\\n\\nThe Policy Statement requires that TLB holders and TFA Chief Executives are to set down and implement HS&EP management arrangements for activities in their areas of responsibility and that commanding officers and managers to whom they may delegate HS&EP authority are competent and have adequate resources at their disposal. TLB/TFA holders should ensure that their organisations have processes and systems in place to minimise adverse effects on the environment, to report, collate and record environmental incidents from their activities.\\n\\n6\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n5.\\n\\nEach establishment (Site) shall have in place processes and procedures to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the EMS covering the site. Commanding Officer / Heads of Establishments must ensure that the establishment has or is covered by an EMS.\\n\\n6.\\n\\nCommanding Officer / Heads of Establishments must make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site. Where there is imminent or actual threat of environmental damage6 occurring the relevant statutory regulator should be immediately informed.\\n\\n7.\\n\\nFor acquisition Delivery Team leaders must ensure that their project has or is covered by a Project Orientated Environmental Management System (POEMS)7.\\n\\n8.\\n\\nEmployees have duties under EP legislation and should be made aware of those through site procedures and systems.\\n\\nContractors and Partners\\n\\n9.\\n\\nTLB/TFAs routinely engage contractors and partners to undertake a wide range of defence activities. Contractors and partners must be competent to undertake the activities required and will comply with all relevant environmental legislation and the employing commanding officer or manager is to ensure that this is the case. TLB/TFAs will monitor that its contractors and partners hold appropriate environmental permits and licences and, the contractor and partners have in place and implement procedures to comply with environmental protection legislation.\\n\\n10.\\n\\nIf there are exemptions from legislation that are relevant to the contractor’s or partner’s defence activities, then Defence regulations apply. The Defence contracting organisation is to ensure that this is expressed in the contract or agreement and that relevant Defence regulators are empowered through the contract agreement to regulate the contractor’s or partner’s activities.\\n\\n6 Environmental Damage (Prevention and Remediation) Regulations 2009 – See Volume 2 Leaflet 2 for further information\\n\\n7 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n7\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n4 Environmental Risk Management\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement requires that adverse effects on the environment are minimised; Defence must meet this requirement through legislative compliance and the implementation of Environmental Management Systems (EMS) 8. on our sites and in our acquisition projects etc.\\n\\nEnvironmental Regulations\\n\\n2.\\n\\nIndividual environmental protection legislation refers to terms such as ‘As Low As Reasonably Achievable’, ‘Best Available Techniques’, Best Practicable Environmental Option’; all have subtle variations of meaning and application. Where establishments undertake defence activities requiring permits or authorisations under statutory regulations the appropriate statutory regulator or statutory guidance for the activity will be able to advise on the applicable risk management technique to be utilised.\\n\\n3. Many Defence activities requiring statutory authorisations or permits are undertaken by contractors or partnering organisations. In such cases Defence contracting organisations shall assure themselves and other TLBs/Duty Holders that their Industry Partners have all the appropriate permits and licenses. Commanding Officer / Heads of Establishments will need to assure themselves that the appropriate permit or licence has been granted for the activity; local or central TLB/TFA HS&EP advisors should be able to provide advice on the process for gaining that assurance. Volume 2 of this JSP provides detailed guidance and DCoPs in the form of leaflets for how defence meets its’ regulatory obligations. Volume 2 includes leaflets covering EP areas such as Environmental Management Systems, Pollution Prevention, Controlled Waste, Hazardous Substances & Restricted Materials and Contaminated Land.\\n\\n5. Where Defence has exemptions, derogations or dis-applications from legislation then Defence Regulators will provide guidance, usually through their level 2 JSP documents, on the risk management for environmental protection. This may be in the form of an equivalent process to statutory requirements or through a process of identifying the most appropriate environmental protection option for the Defence activity concerned.\\n\\n6. Where there is a need to identify the most appropriate environmental protection option the outcome decided on should be the result of a systematic and consultative decision-making procedure which involves customers and delivery organisations and defence regulators where appropriate. The final option should identify a level of management and engineering control that minimises, as far as practicable, the release of potentially polluting substances to the environment whilst taking account of a wider range of factors, including cost-effectiveness, technological status, operational capability, and environmental factors.\\n\\nEnvironmental Management Systems\\n\\n7.\\n\\nPotential risk to the environment from a sites’ day to day activities should be managed through the implementation of EMS on our establishments and the identification of environmental activities, their aspects and impacts and the assessment of significance. EMS should be proportional to the risks associated with the size of the site, and the types of activities undertaken on site. Under certain circumstances, e.g. small low risk sites, it may be appropriate for the site to be covered by either a nearby establishment’s EMS or, as part\\n\\n8 Further details can be found in Part 2\\n\\n8\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nof a higher level EMS i.e. TLB level. EMS are the key tool in helping manage EP regulatory compliance in Defence. Commanding Officer / Heads of Establishments must ensure their establishment has or is covered by an EMS, this will usually be through the local environmental protection advisor. Further detail can be found in Volume 2 Leaflet 1.\\n\\n8. During acquisition the SofS commitment to EP is met through implementation of a Project Oriented Environmental Management System (POEMS)9. POEMS ensures Delivery Teams identify potential environmental impacts and risks associated with equipment systems and services acquisition projects. POEMS states that DTs are responsible for providing information gathered on potential environmental impacts associated with their projects to other parties. E.g. emissions to the environment, including noise, provided to users and/or Defence regulators. Major Accident and Control Regulations\\n\\n9.\\n\\nThe Major Accident Control Regulations (MACR) require a comprehensive Major Accident Environmental Risk Assessment (ERA) to be undertaken on establishments that fall under MACR in line with JSP 49810. MACR Sites with an ERA should incorporate the assessment in to the site EMS to aid in the management of EP on site.\\n\\nEnvironmental Protection Overseas and in Operations\\n\\n10. Defence recognises that it still has a requirement to minimise adverse impacts on the environment overseas and in Operations despite these posing unique challenges in the management of environmental protection. Part 2 provides further advice on managing EP on the overseas estate.\\n\\n11. When on Operations personnel should apply UK standards where reasonably practicable and, in addition, apply the Host Nation’s standards for Health and Safety, including EP. Whilst it is fully understood that total compliance with UK legislation is not always possible within the operational environment, Operational Commanders have a duty of care to ensure, as far as reasonably practicable, that the approach to EP, as part of Op Safety is proportionate with the understanding that it may not be possible to fully meet legislative and policy standards expected in the UK. Where this is the case, decisions shall be supported by a robust risk assessment process.\\n\\n9 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n10 http://defenceintranet.diif.r.mil.uk/Reference/DINsJSPs/Pages/JSP498MajorAccidentControlRegulations.aspx\\n\\n9\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n5 Regulatory Organisations\\n\\nStatutory Regulators\\n\\n1. Most Defence activities in the UK are fully subject to the requirements of environmental protection legislation and are regulated by statutory regulators. Within the UK territories there are four main statutory regulators for EP, these are:\\n\\na. Environment Agency\\n\\nb. Scottish Environment Protection Agency\\n\\nc. Natural Resources Wales\\n\\nd. Northern Ireland Environment Agency\\n\\n2.\\n\\nFurther to the four main statutory regulators other organisations also have statutory roles for EP these include:\\n\\na. Local Authorities\\n\\nb. Marine Management Organisation\\n\\nc. Health & Safety Executive (UK Competent Authority for the Registration, Evaluation,\\n\\nAuthorisation & Restriction of Chemicals (REACH) Regulation)\\n\\nd. Office of the Nuclear Regulator (ONR)\\n\\n3.\\n\\nThe regimes operated by the statutory regulators are dependent on the legislation that empowers them, and there is variety in those. The Environment Act (1995) established the Environment Agency (EA) and the Scottish Environment Protection Agency (SEPA) as regulatory bodies for environmental protection; the Natural Resources Body for Wales (Establishment) Order 2012 established Natural Resources Wales as the environmental protection regulator for Wales. The Northern Ireland Environment Agency was launched in 2008 and is an Executive Agency within the Department of Environment in Northern Ireland.\\n\\n4.\\n\\nCo-ordinated by Director DSEA the Department maintains Memorandum of Understanding (MoU) with the EA and the MMO while the Department also has a Radioactive Substances Agreement with SEPA.\\n\\n5.\\n\\nThese agreements help standardise interactions between the statutory regulators and Commanding Officers / Heads of Establishment and the Department as a whole; in certain areas the MoU provides interpretation of the regulators responsibilities in Defence.\\n\\nDefence Regulators\\n\\n6.\\n\\nDefence regulators provide regulations and guidance of environmental protection for defence activities where there is a Departmental responsibility; this includes where these activities take place outside the UK but with due regard to host nation expectations. See JSP 815 Chapter 4 for further details on Defence regulators.\\n\\n7.\\n\\nAlthough most Defence activities are subject to EP legislation, there are areas where the Defence regulators do have additional Defence regulations that cover areas of EP legislation\\n\\n10\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\ne.g. JSP 518 & 538 Annex C to Chapter 2 – Further Authorisation Conditions (FAC) 3: Radioactive Discharges.\\n\\n8.\\n\\nDefence regulators’ requirements can range from the requirement to submit an exemption case for consideration and approval to a simple requirement that TLB/TFAs have systems and processes in place to manage an environmental protection requirement.\\n\\n9.\\n\\nDefence regulators may also take account of compliance with statutory requirements as part of their permissioning of activities e.g. DSEA – Fuels and Gases Safety Regulator (FGSR) licensing of fuel installactions. For further information on Defence regulators requirements please see their specific Level 2 JSPs.\\n\\nOverseas Authorities\\n\\n10. Notwithstanding the position of state immunity under customary international law, many host nations have environmental protection authorities with expectations (which maybe expressed in written agreements) in respect of UK defence activities conducted in their jurisdiction. A Commanding Officer or manager should be fully aware of such agreements and the environmental protection requirements placed on defence when undertaking their activities. Enforcement\\n\\nStatutory Regulators\\n\\n11. Statutory regulators have enforcement powers and regimes granted to them by legislation. Where an allegedly offending defence activity is conducted by Crown servants i.e. members of the armed forces or MOD civilians, statutory regulators powers can be modified to take account of that fact.\\n\\n12. The relevant statutory regulator in the four territories of the UK will consider action against the Department, as they would against a civil establishment, in accordance with their own individual enforcement guidance/statements11. However, the Department, as part of the Crown, cannot be criminally liable, including failure to comply with prohibition, enforcement or works notices. This does not reduce the impact of enforcement action taken against the Department.\\n\\n13. Where, but for Crown immunity, the Department would have been prosecuted as a corporate body; the statutory regulators may apply to the High Court (England, Wales, Northern Ireland) or the Court of Session (Scotland) for a declaration that our acts or omissions were unlawful. The Environment Agency (EA) has undertaken, through the Memorandum of Understanding (MoU), not to prosecute Crown servants in lieu of corporate responsibilities.\\n\\n14. Notwithstanding Crown immunity from prosecution, the actions of Crown servants may constitute criminal offences and as such they may be prosecuted individually. The MoU with the EA sets out that they will only prosecute individuals in circumstances where they would have prosecuted individuals of a private company. For senior managers only, this will normally be where it can be shown that an offence has been committed with the consent of or connivance of, or has been attributable to any neglect on the part of, any senior manager or a person who was purporting to act in such a capacity.\\n\\n15. The Radioactive Substances Agreement with SEPA states that in the event of a compliance issue SEPA will deal with the matter using a similar approach to that outlined in SEPA’s Enforcement Policy. In such an event SEPA will formally write to the Secretary of State for\\n\\n11 http://www.environment-agency.gov.uk/static/documents/Business/Enforcement_and_Sanctions_Guidance.pdf http://www.sepa.org.uk/about_us/idoc.ashx?docid=48c35c8b-7a17-40da-80ed-f4637abbcf4c&version=-1 http://www.doeni.gov.uk/niea/niea_enforcement_policy.pdf http://naturalresourceswales.gov.uk/content/docs/word/our-work/about-us/enforcement-policy-en.doc?lang=en\\n\\n11\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence and copied to the Commanding Officer / Head of Establishment, Director DSEA and Hd DNSR.\\n\\n16. As part of the Crown, the Department cannot be made subject of a civil penalty under the Regulatory Enforcement and Sanctions Act 2008.\\n\\n17.\\n\\nIn the event of any of the following interventions by a statutory regulator: enforcement notices, works notices, prohibition notices, suspension or revocation of environmental permits or licenses; DSEA-CPA should be notified by the TLB/TFA involved; usually through the central HS&EP function e.g. CESO. Further information can be found in Chapter 6.\\n\\nDefence Regulators\\n\\n18. Defence regulators have enforcement powers granted by charter or delegations; see JSP 815 Chapter 4 and for further information on Defence regulators requirements see their specific Level 2 documents. Where Defence is subject to environmental protection legislation, the statutory regulator has ultimate jurisdiction.\\n\\n12\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n6 Corporate Records, Notifications and\\n\\nInvestigations\\n\\n1.\\n\\nIn order to support routine and annual reporting (including to the Defence Board and for the Holding to Account Process) and to provide centrally held data in the event of enquiries. DSEA-CPA collates records for certain EP interventions by statutory regulators. JSP 815 requires TLB/TFA holders are to ensure that their organisations have systems in place to report, collate and record environmental incidents from their activities.\\n\\n2.\\n\\nAs outlined in Chapter 3 processes and procedures are to be put in place at site level to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the Environmental Management System (EMS) covering the site and in the event of an incident recorded as part of the site EMS.\\n\\n3.\\n\\nCommanding Officer / Head of Establishments are to make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site.\\n\\n4.\\n\\nThe UK Government is required to annually submit to the European Commission information on Ozone Depleting Substances (ODS) including Halon gases. Members of the MOD Montreal Protocol Task Force (MPTF) must collect and submit data annually so that Defence can meet its obligations; further guidance on the reporting requirements is to be found in Part 2 of this JSP.\\n\\nIncident Notifications\\n\\n5. Where there is imminent or actual threat of environmental damage12 occurring the relevant statutory regulator should be immediately informed.\\n\\n6.\\n\\nDependent on the nature of an environmental incident Commanding Officer / Head of Establishment and environmental protection staff may be required to notify other Defence organisations or their partners, wider than their own TLB/TFA, of an incident.\\n\\n7.\\n\\nThese can include but are not limited to:\\n\\na. DSEA-FGSR in the event of fuel spills, in line with reporting protocols in JSP 317. b. DSEA-DNSR in the event of a discharge to the environment in line with JSPs 518 &\\n\\nc.\\n\\n538. Incidents that have the potential to impact or relating to infrastructure assets failure should be reported to the asset owner; in the majority of cases this will be DIO or PPP/PFI partner.\\n\\n8.\\n\\nAll Contractors and Partners should be made aware of establishment emergency and incident reporting procedures in line with the 4Cs (Co-ordination, Co-operation, Communication and Control) process. Incidents should be reported to the establishment focal point and host TLB.\\n\\n12 Environmental Damage (Prevention and Remediation) Regulations 2009 – See PArt 2 Leaflet 2 for further information\\n\\n13\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n9.\\n\\nAny incidents that have the potential or have actually resulted in any enforcement action against a PFI/PPP partner should be reported through their relevant contract monitoring organisation to DIO.\\n\\n10. Further advice on incident notification can be sort from the TLB/TFA central HS&EP function.\\n\\nEnforcement Notifications\\n\\n11. Summaries of relevant statistics are included in the Departmental HS&EP Annual Assurance Report and enforcement actions by Defence and Statutory regulators are reported to the Defence Board on a monthly basis. TLB/TFA holders (or their central HS&EP staff) must notify DSEA-CPA of any enforcement action taken by statutory or Defence regulator as soon as possible after the action is taken. Investigations\\n\\n12. Following an incident an investigation should be undertaken by the Commanding Officer or senior manager under whose Area of Responsibility the activity resulting in the incident falls. Investigations should be appropriate to the incident under investigation.\\n\\n13. Where an environmental protection incident also involves a health and safety related injury the investigations should be run in parallel so as to enable one incident report to be raised. In such an event the health and safety reporting requirements in JSP 375, Part 2 Volume 1, Accident/Incident Investigation and Reporting should also be followed.\\n\\n14. Commanding Officer / Heads of Establishment are responsible for ensuring that the recommendations of an investigation are followed through and implemented on their site within a reasonable timeframe. Where the responsibility for actioning a recommendation falls on another TLB/TFA or a PPP/PFI partner Commanding Officers / Head of Establishments need to assure themselves the recommendation is being acted on. In the event that a recommendation is not being acted upon within a reasonable timeframe the Commanding Officer / Head of Establishment should escalate this through the management chain.\\n\\n14\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)',\n",
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+ " 'text': 'JSP 418 Management of Environmental Protection in Defence\\n\\nPart 1: Directive\\n\\nJSP 418 Pt.1 (V1.0 Dec 14) JSP 507 Pt.1 (V6.0 Jan 14)\\n\\nForeword\\n\\nThe Secretary of State for Defence (SofS) through his Health, Safety & Environmental Protection (HS&EP) Policy Statement requires each Top Level Budget Holder or Trading Fund Agency Chief Executive to be the Senior Duty Holder for the safety of defence activities conducted in his/her area of responsibility in addition to his/her wider HS&EP responsibilities. They are required to set down and implement HS&EP management arrangements for activities in their area of responsibility. The policy statement also requires there to be organisational separation between those who conduct defence activities and those who provide regulation, so that the latter are independent whilst being part of the Department.\\n\\nIt is the responsibility of commanders and line managers at all levels to ensure that personnel, including contractors, involved in the management, supervision and conduct of defence activities are fully aware of their environmental protection responsibilities.',\n",
+ " 'metadata': {'uuid': '613dbfa9-4e30-4866-87d1-fd5c667ba1d9',\n",
+ " 'index': 0,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.632923+00:00',\n",
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+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 217,\n",
+ " 'page_number': 1,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'Health and Safety',\n",
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+ " 'text': 'J C S Baker\\n\\nDirector Defence Safety & Environment Authority Defence Authority for Health Safety & Environmental Protection September 2014\\n\\ni\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nPreface\\n\\nHow to use this JSP\\n\\nJSP 418 is intended as the lead Departmental publication for the management of 1. environmental protection in defence. It is designed to be used by all staff. This JSP contains the policy and direction on environmental protection in defence and guidance on the processes involved and good practice to apply to ensure defence meets its’ regulatory obligations. This JSP will be reviewed at least annually.\\n\\n2.\\n\\nThe JSP is structured in two parts:\\n\\na. Part 1 - Directive, which provides the direction that must be followed in\\n\\naccordance with Statute, or Policy mandated by Defence or on Defence by Central Government.\\n\\nb. Part 2 - Guidance, which provides the guidance and best practice that will\\n\\nassist the user to comply with the Directive(s) detailed in Part 1.\\n\\nRelated JSPs JSP 815 JSP 375 JSP 392\\n\\nTitle Defence, Health, Safety & Environmental Protection Management of Health & Safety in Defence Management of Radiation Protection in Defence',\n",
+ " 'metadata': {'uuid': '4d173709-a7c8-427a-94f8-cfac9e1f0bee',\n",
+ " 'index': 1,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.633874+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 250,\n",
+ " 'page_number': 2,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'Health and Safety',\n",
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+ " 'text': 'Coherence with other Defence Authority Policy and Guidance.\\n\\n3. Where applicable, this document contains links to other relevant JSPs, some of which may be published by different Defence Authorities. Where particular dependencies exist, these other Defence Authorities have been consulted in the formulation of the policy and guidance detailed in this publication. Training\\n\\n4. Details of relevant training and competence can be sourced from TLB/TFA Chief Environment and Safety Officers (CESO) Organisation or equivalents. Defence specific Environmental Protection training is also available through the Specialist Training School at RAF Halton1. Further Advice and Feedback- Contacts\\n\\n5. The owner of this JSP is DSEA-CPA. For further information on any aspect of this guide, or questions not answered within the subsequent sections, or to provide feedback on the content, contact:\\n\\nJob Title/E-mail DSEA-CPA- Safetyenquiries@mod.uk\\n\\nProject focus JSP 418 Authors\\n\\nPhone\\n\\n1 http://defenceintranet.diif.r.mil.uk/Organisations/Orgs/RAF/Organisations/Locations/Halton/Pages/STSTrgSupp.aspx\\n\\nii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nFMC-Cap- InfraPolEnvComplAH@mod.uk DESTECH-QSEPEnv@mod.uk',\n",
+ " 'metadata': {'uuid': '165df380-c302-42ce-9360-032b634f2d78',\n",
+ " 'index': 2,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.634187+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 273,\n",
+ " 'page_number': 3,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'Health and Safety',\n",
+ " 'Regulatory Compliance',\n",
+ " 'JSP 418']}}},\n",
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+ " 'text': 'TLB/TFA CESO organisation or equivalent Local environmental protection advisors\\n\\nLead for Part 2 Leaflet 3\\n\\nLead for Part 2 Leaflets 5, 6, & 7 TLB/TFA central health & safety function and advice. Site specific environmental protection advice.\\n\\niii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nContents\\n\\nForeword\\n\\ni\\n\\nPreface\\n\\nii\\n\\nHow to use this JSP\\n\\nii\\n\\nTraining\\n\\nii\\n\\nCoherence with other Defence Authority Policy and Guidance\\n\\nii\\n\\nFurther Advice and Feedback – Contacts\\n\\nii\\n\\nContents\\n\\niv\\n\\nChapter 1 - Introduction, Maintenance and Disclaimer\\n\\n1\\n\\nChapter 2 - The Legislative Framework and Formulation of\\n\\n3\\n\\nDepartmental Policy\\n\\nChapter 3 - Organisational Roles and Responsibilities\\n\\n6\\n\\nChapter 4 - Risk Management\\n\\n8\\n\\nChapter 5 - Regulatory Organisations\\n\\n10\\n\\nChapter 6 - Corporate Records, Notifications and Investigations\\n\\n13\\n\\niv\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n1\\n\\nIntroduction, Authority, Maintenance and Disclaimer\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement by the Secretary of State (SofS) for Defence for Health, Safety and Environmental Protection (HS&EP) in Defence2 has as a fundamental objective that those who deliver or conduct defence activities protect the environment when undertaking those activities. The Policy Statement applies to everyone and all organisations within Defence who conduct defence activities.\\n\\n2.\\n\\nThe Policy Statement states that authority is given to the Director General, Military Aviation Authority (DG MAA) and the Director, Defence Safety and Environment Authority (Director DSEA) for the regulation of HS&EP in Defence where there is a Departmental responsibility.\\n\\n3.\\n\\nJSP 815 amplifies the SofS’s Policy Statement and describes the arrangements for the management of HS&EP throughout Defence, provides strategic direction to TLB Holders and TFA Chief Executives responsible for conducting defence activities and provides an overview of the arrangements for the regulation of defence activities. JSP 815 defines the requirements of the Policy Statement in respect of Environmental Protection as being ‘based on the UK environmental legislative framework not encompassing sustainable development’. Therefore sustainable development requirements are not addressed within this JSP; Departmental policy for which is the responsibility of the Defence Infrastructure Organisation.\\n\\n4.\\n\\nJSP 418 is the corporate publication that provides guidance to Defence in meeting its’ Environmental Protection Policy and Regulatory obligations. JSP 418 has two parts. Part 1 Directive, which provides the direction that must be followed in accordance with Statute, or Policy mandated by Defence or on Defence by Central Government. Part 2 Guidance, which provides the guidance and best practice that will assist the user to comply with the Directive(s) detailed in Part 1. These leaflets provide guidance and Defence Codes of Practice (DCoP) on how TLB/TFAs and Commanding Officers / Heads of Establishment comply with regulatory or policy requirements. DCoPs set out rules to aid TLB/TFAs in complying with regulations and represent good practice for defence.',\n",
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+ " 'created_datetime': '2024-12-05T17:11:21.634454+00:00',\n",
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+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 631,\n",
+ " 'page_number': 4,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'text': 'Authority\\n\\n5.\\n\\nJSP 418 is the lead Department publication for Corporate Environmental Protection under the SofS’s Policy Statement for HS&EP and JSP 815.\\n\\n6.\\n\\nJSP 418 is sponsored by Director DSEA, and is produced and maintained, in consultation with stakeholders, by DSEA Corporate Policy and assurance (CPA).\\n\\nAmendment Record\\n\\n7.\\n\\nAmendments will be staffed by DSEA-CPA together with lead areas, relevant subject matter experts and key stakeholders.\\n\\n2http://defenceintranet.diif.r.mil.uk/libraries/corporate/Ministry%20of%20Defence/20120920.1/20130601_SofS_HSEP_Policy_Statement _signed.pdf\\n\\n1\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n8.\\n\\nComments or proposed amendments to this JSP are to be made by e-mail to DSEA-CPA- Safety enquiries using the following format:\\n\\na. Senders reference b. Date c. Chapter/Leaflet/Page/Paragraph being addressed d. Comment\\n\\nAmd no.\\n\\nDate\\n\\nText Affected\\n\\nAuthority\\n\\nDisclaimer\\n\\n9.\\n\\nNothing contained within this JSP removes the requirement on anyone to comply with applicable legislation, Defence regulations and the Policy Statement.',\n",
+ " 'metadata': {'uuid': '1815bbfc-458d-4b85-9f89-1c2cb675a3d1',\n",
+ " 'index': 4,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.634992+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 265,\n",
+ " 'page_number': 6,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
+ " 'Defence Management',\n",
+ " 'Health and Safety',\n",
+ " 'Regulatory Compliance',\n",
+ " 'JSP 418']}}},\n",
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+ " 'text': 'Equality & Diversity Impact Assessing Statement\\n\\nThis policy has been equality and diversity impact assessed in accordance with Departmental policy. This resulted in a Part 1 screening only completed (no direct discrimination or adverse impact identified). This policy is due for review in 2017.\\n\\n2\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n2 The Legislative Framework and\\n\\nFormulation of Departmental Policy\\n\\nIntroduction\\n\\n1.\\n\\nEnvironmental legislation provides the cornerstone for protecting both the environment and human health from harm. Within the UK, Defence is required to comply with all applicable environmental protection legislation (including legislation giving effect to the UK’s international obligations). Overseas, Defence will apply UK standards where reasonably practicable and, in addition, respond to host nations’ relevant environmental protection expectations.\\n\\n2.\\n\\nThere are a number of pieces of environmental protection legislation, international treaties or protocols which include exemptions (coverage excludes) or derogations (authority given to deviate) relevant to defence activities. Additionally, where legislation does apply, there maybe powers of specific dis-application granted to SofS which may be invoked in the interests of Defence and or national security. In these circumstances the Policy Statement requires the introduction of Departmental arrangements that produces outcomes which are, so far as reasonably practicable, at least as good as those required by legislation. In the few cases where applicable the guidance in Part 2 of this JSP outlines in detail the mandated processes through which an exemption, derogation or dis-application can be granted or utilised for certain defence activities.\\n\\n3.\\n\\nUnder customary international law, Visiting Forces have state immunity from domestic legislation and this is outlined in more detail JSP 815 Part 2. Interface arrangements have been agreed between the Environment Agency and United States Visiting forces (USVF) 3; these form an annex to the Ministry of Defence / Environment Agency Memorandum of Understanding.',\n",
+ " 'metadata': {'uuid': 'a7b3e3f9-e8f5-47a3-a59d-9f3f951eb36b',\n",
+ " 'index': 5,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.635212+00:00',\n",
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+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 380,\n",
+ " 'page_number': 7,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'text': 'Legislation\\n\\n4.\\n\\nThere is a wide range of environmental legislation covering air, water, land, waste, natural resources, flora, fauna and human activity which have the potential to impact on Defence. Such requirements can often be complex both individually and collectively and because of the unique position of Defence and the need to maintain outputs including Operational Capability. Defence’s environmental protection obligations can be found throughout differing levels of legislation. Comprehensive lists of relevant environmental protection legislation are required as part of the Environmental Management System (EMS) covering the site; further information on EMS can be found in Chapter 4.\\n\\nInternational Treaties\\n\\n5.\\n\\nInternational treaties are usually signed by national governments (Westminster Parliament not Devolved Administrations) and they may or may not be binding legal requirements on signatories. As Defence operates across national boundaries we need to be aware of our international obligations and these include, amongst others, the Basel Convention on the Transboundary Movements of Hazardous Waste and Their Disposal and the Stockholm Convention on Persistent Organic Pollutants.\\n\\n3 In the UK, United States Visiting Forces (USVF) operate under the terms of the Agreement Between the Parties to the North Atlantic Treaty Regarding the Status of Their Forces (London 19 June 1951) (NATO SOFA). USVF implement management systems and processes which provide the same substantive protection as required by UK legislation and MOD environmental protection policy. When there is a variance between US and UK standards it is USVF policy to apply the more environmentally protective standard.\\n\\n3\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': '8d552e32-4515-4fc6-a9a3-00086d49766b',\n",
+ " 'index': 6,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.635517+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 320,\n",
+ " 'page_number': 8,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'text': 'European Legislation\\n\\n6.\\n\\nThe majority of new UK environmental protection legislation now originates at the European level; the main legal instruments are EU directives and regulations. European legislation is transposed into national legislation by each member state. For example the Integrated Pollution Prevention and Control (IPPC) (EC 1996) was implemented in the UK by the Pollution Prevention and Control (PPC) Act (1999) and supporting statutory instruments such as the Environmental Permitting (England & Wales) Regulations (2010). European regulations tend to apply directly on a member state and do not necessarily need to be transposed through specific national legislation for example the Transfrontier Shipment of Waste Regulations (EC 1994).\\n\\nUnited Kingdom (UK) Legislation\\n\\n7.\\n\\nIn the UK legislation comprises Acts of Parliament and statutory instruments with the latter being referred to as regulations. Acts generally provide policy principles and broad requirements while statutory instruments (SIs) are specific and detailed. SIs can be updated to take account of changes at the operating level.\\n\\n8.\\n\\nIn the UK the primary piece of environmental protection legislation is the Environmental Protection (EPA) Act (1990). The EPA defines within England, Scotland and Wales the legal framework for duty of care for waste, contaminated land and statutory nuisance. One of the principal regulations in England and Wales is the Environmental Permitting Regulations (EPR) (2010). EPR provides a consolidated framework for environmental permits and exemptions covering industrial activities, waste operations and water discharge activities amongst others. EPR also sets out the powers, functions and duties of the regulators4. In Scotland and Northern Ireland the principle permitting regulations are the Pollution Prevention and Control (PPC) Regulations.',\n",
+ " 'metadata': {'uuid': 'fe7af78b-7c10-471b-81ad-a56e3f747fad',\n",
+ " 'index': 7,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.635811+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 339,\n",
+ " 'page_number': 9,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
+ " 'Defence Management',\n",
+ " 'Health and Safety',\n",
+ " 'Regulatory Compliance',\n",
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+ " 'text': 'Devolved Administrations\\n\\n9.\\n\\nUnlike Defence, which is a reserved matter, environment is a devolved power and the Devolved Administrations have the right to bring forward their own environmental protection legislation. Within the UK there are four differing regulatory regimes for environmental protection; the differences can be subtle but the impact of non-compliance maybe significant. Defence operates throughout the UK and needs to be aware of the differing requirements in each of the four UK territories to ensure we are compliant in meeting differing statutory requirements5.\\n\\nDefence Regulations\\n\\n10. Defence Regulators provide regulation of EP for Defence activities where this is a Departmental responsibility. Defence regulators are empowered by SofS by Charter (DG MAA) or via a delegation from PUS and Director DSEA (DSEA Regulators). Defence regulators operate regimes that are aligned, where reasonably practicable, with statutory equivalents or near equivalents. These defence regulations are contained in the regulators appropriate Level 2 documents. Further information on the role of Defence Regulators can be found in Chapter 5.\\n\\n4 The Environment Act (1995) established the regulatory bodies of the Environment Agency and Scottish Environment Protection Agency. 5 For example England, Wales and Northern Ireland brought in Hazardous Waste Regulations in 2005 to replace the Special Waste Regulations (1996); whereas Scotland took the decision to amend the Special Waste Regulations (1996) in 2004 rather than bring in new Hazardous Waste Regulations.\\n\\n4\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': '6d7d9572-2188-4468-9202-1f4dcc366036',\n",
+ " 'index': 8,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.636060+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 306,\n",
+ " 'page_number': 9,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
+ " 'Defence Management',\n",
+ " 'Health and Safety',\n",
+ " 'Regulatory Compliance',\n",
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+ " 'text': 'Defence Policy & Formulation\\n\\n11.\\n\\nIt is essential that Defence is aware of, and can appropriately influence, emerging EP legislation and consider the need for exemptions for Defence activities, should the potential consequence be a severe constraint on capability. DSEA-CPA co-ordinates processes aligned with HS&EP domains with TLBs, TFAs and Defence Regulators to track and influence legislation and exemptions. The granting of exemptions is a rare event in EP legislation and will only be considered where a significant impact on Defence activities has been identified. The Department is supportive of the principles underpinning environmental protection legislation including the principle that the polluter pays.\\n\\n12. As the majority of new EP legislation originates from Europe DSEA-CPA represents MOD in DEFNET (DEFence environmental NETwork) to ensure we are aware of upcoming European legislation that has the potential to impact Defence activities and, where appropriate, to influence its development through the established formal UK process. DEFNET is an informal, expert-level, forum which focuses on the environmental issues that through European legislation adversely affect, or could adversely affect, Member State’s defence activities and operational capabilities.\\n\\n13. The Defence Environment and Safety Committee (DESC) is the senior Departmental committee for HS&EP; it is chaired by the PUS and provides advice on high-level policy including JSP 815 from which this JSP takes its lead.\\n\\n14. There is no formal Defence Committee for JSP 418. DSEA-CPA, as its authors, will utilise the Department’s existing informal processes to consult on the development of the JSP with stakeholders and experts groups; these will include the TLB/TFA CESO organisations or equivalents and appropriate subject matter expert groups.',\n",
+ " 'metadata': {'uuid': '127401ac-5a24-4259-8fe5-a1e73305277b',\n",
+ " 'index': 9,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.636287+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 345,\n",
+ " 'page_number': 10,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
+ " 'Defence Management',\n",
+ " 'Health and Safety',\n",
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+ " 'text': 'Departmental Publications\\n\\n15. The Department produces publications (typically in JSPs) on HS&EP in a hierarchy of four levels.\\n\\na. Level 1 – Departmental Policy (e.g. JSP 815)\\n\\nb. Level 2 – Defence Regulations owned by Defence Regulators\\n\\nc. Level 3 – Rules and guidance (including where appropriate Codes of Practice) provided by Defence Regulators on Legislation and Defence regulations; DSEA-CPA provides rules and guidance to Defence on corporate requirements and compliance with legislation (this JSP).\\n\\nd. Level 4 – procedures and arrangements, normally produced within TLBs and TFAs, containing more detailed advice for line management on how implementation of Levels 1-3 can be achieved.\\n\\n16. DSEA-CPA is to ensure that the contents of JSP 418 is consistent with the publications above it i.e. JSP 815. TLBs and TFAs are to ensure consistency with higher level documents including this JSP.\\n\\n5\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n3 Organisational Roles and\\n\\nResponsibilities\\n\\nCorporate Roles and Responsibilities\\n\\n1.\\n\\nAs part of their commitment to achieving and maintaining high HS&EP standards; SofS and the Defence Board regularly receive information on and consider HS&EP matters. This information includes interventions by Statutory and Defence regulators for environmental protection.\\n\\n2.\\n\\nThe PUS is responsible for ensuring that effective management arrangements are in place to deliver compliance with the Policy Statement. The term arrangements is used to encompass any set of ‘systems’ or ‘procedures’ that would be put in place to comply with the Policy Statement. For EP this includes the requirement that all MOD sites are covered by an appropriate Environmental Management System (EMS) based on the ISO 14001 standard. An EMS is an important tool in managing EP as it requires sites to identify, understand and keep a record of the regulatory requirements applicable to the activities conducted.',\n",
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+ " 'index': 10,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.636525+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 399,\n",
+ " 'page_number': 10,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'text': 'Corporate Policy and Assurance\\n\\n3.\\n\\nDirector DSEA through DSEA-CPA is responsible for:\\n\\na. Drafting the SofS’s Policy Statement, JSP 815 and providing other corporate\\n\\nguidance including this JSP.\\n\\nb. Co-ordinating the tracking and influencing of legislation.\\n\\nc. Managing the Strategic relationship with HS&EP statutory regulators e.g. HSE, EA\\n\\nd. High level assurance processes including the compilation of the Departmental\\n\\nHS&EP Annual Assurance report.\\n\\ne. Providing the Secretariat for the DESC.\\n\\nf. Ministerial, Parliamentary and public information business relating to corporate\\n\\nenvironmental protection.\\n\\ng. Proposing corporate approaches to improve environmental protection performance.\\n\\nh. Maintaining a central record of environmental protection enforcement action and\\n\\nrisks referred to the SofS.\\n\\nEnvironmental Protection Management Duties\\n\\n4.\\n\\nThe Policy Statement requires that TLB holders and TFA Chief Executives are to set down and implement HS&EP management arrangements for activities in their areas of responsibility and that commanding officers and managers to whom they may delegate HS&EP authority are competent and have adequate resources at their disposal. TLB/TFA holders should ensure that their organisations have processes and systems in place to minimise adverse effects on the environment, to report, collate and record environmental incidents from their activities.\\n\\n6\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n5.\\n\\nEach establishment (Site) shall have in place processes and procedures to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the EMS covering the site. Commanding Officer / Heads of Establishments must ensure that the establishment has or is covered by an EMS.\\n\\n6.\\n\\nCommanding Officer / Heads of Establishments must make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site. Where there is imminent or actual threat of environmental damage6 occurring the relevant statutory regulator should be immediately informed.\\n\\n7.\\n\\nFor acquisition Delivery Team leaders must ensure that their project has or is covered by a Project Orientated Environmental Management System (POEMS)7.\\n\\n8.\\n\\nEmployees have duties under EP legislation and should be made aware of those through site procedures and systems.',\n",
+ " 'metadata': {'uuid': 'e3dbfb84-8dba-4423-b7b8-0a25a120d39f',\n",
+ " 'index': 11,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.636800+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 486,\n",
+ " 'page_number': 11,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'Health and Safety',\n",
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+ " 'text': 'Contractors and Partners\\n\\n9.\\n\\nTLB/TFAs routinely engage contractors and partners to undertake a wide range of defence activities. Contractors and partners must be competent to undertake the activities required and will comply with all relevant environmental legislation and the employing commanding officer or manager is to ensure that this is the case. TLB/TFAs will monitor that its contractors and partners hold appropriate environmental permits and licences and, the contractor and partners have in place and implement procedures to comply with environmental protection legislation.\\n\\n10.\\n\\nIf there are exemptions from legislation that are relevant to the contractor’s or partner’s defence activities, then Defence regulations apply. The Defence contracting organisation is to ensure that this is expressed in the contract or agreement and that relevant Defence regulators are empowered through the contract agreement to regulate the contractor’s or partner’s activities.\\n\\n6 Environmental Damage (Prevention and Remediation) Regulations 2009 – See Volume 2 Leaflet 2 for further information',\n",
+ " 'metadata': {'uuid': '39a944b5-3b32-47b5-a1b5-b74445c6ad38',\n",
+ " 'index': 12,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.637292+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 187,\n",
+ " 'page_number': 12,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
+ " 'Defence Management',\n",
+ " 'Health and Safety',\n",
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+ " 'text': '7 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n7\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n4 Environmental Risk Management\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement requires that adverse effects on the environment are minimised; Defence must meet this requirement through legislative compliance and the implementation of Environmental Management Systems (EMS) 8. on our sites and in our acquisition projects etc.\\n\\nEnvironmental Regulations\\n\\n2.\\n\\nIndividual environmental protection legislation refers to terms such as ‘As Low As Reasonably Achievable’, ‘Best Available Techniques’, Best Practicable Environmental Option’; all have subtle variations of meaning and application. Where establishments undertake defence activities requiring permits or authorisations under statutory regulations the appropriate statutory regulator or statutory guidance for the activity will be able to advise on the applicable risk management technique to be utilised.\\n\\n3. Many Defence activities requiring statutory authorisations or permits are undertaken by contractors or partnering organisations. In such cases Defence contracting organisations shall assure themselves and other TLBs/Duty Holders that their Industry Partners have all the appropriate permits and licenses. Commanding Officer / Heads of Establishments will need to assure themselves that the appropriate permit or licence has been granted for the activity; local or central TLB/TFA HS&EP advisors should be able to provide advice on the process for gaining that assurance. Volume 2 of this JSP provides detailed guidance and DCoPs in the form of leaflets for how defence meets its’ regulatory obligations. Volume 2 includes leaflets covering EP areas such as Environmental Management Systems, Pollution Prevention, Controlled Waste, Hazardous Substances & Restricted Materials and Contaminated Land.\\n\\n5. Where Defence has exemptions, derogations or dis-applications from legislation then Defence Regulators will provide guidance, usually through their level 2 JSP documents, on the risk management for environmental protection. This may be in the form of an equivalent process to statutory requirements or through a process of identifying the most appropriate environmental protection option for the Defence activity concerned.\\n\\n6. Where there is a need to identify the most appropriate environmental protection option the outcome decided on should be the result of a systematic and consultative decision-making procedure which involves customers and delivery organisations and defence regulators where appropriate. The final option should identify a level of management and engineering control that minimises, as far as practicable, the release of potentially polluting substances to the environment whilst taking account of a wider range of factors, including cost-effectiveness, technological status, operational capability, and environmental factors.',\n",
+ " 'metadata': {'uuid': '24f5cc5d-2a2c-4356-bfc6-e35225b49629',\n",
+ " 'index': 13,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.637437+00:00',\n",
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+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 517,\n",
+ " 'page_number': 12,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'text': 'Environmental Management Systems\\n\\n7.\\n\\nPotential risk to the environment from a sites’ day to day activities should be managed through the implementation of EMS on our establishments and the identification of environmental activities, their aspects and impacts and the assessment of significance. EMS should be proportional to the risks associated with the size of the site, and the types of activities undertaken on site. Under certain circumstances, e.g. small low risk sites, it may be appropriate for the site to be covered by either a nearby establishment’s EMS or, as part\\n\\n8 Further details can be found in Part 2\\n\\n8\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nof a higher level EMS i.e. TLB level. EMS are the key tool in helping manage EP regulatory compliance in Defence. Commanding Officer / Heads of Establishments must ensure their establishment has or is covered by an EMS, this will usually be through the local environmental protection advisor. Further detail can be found in Volume 2 Leaflet 1.\\n\\n8. During acquisition the SofS commitment to EP is met through implementation of a Project Oriented Environmental Management System (POEMS)9. POEMS ensures Delivery Teams identify potential environmental impacts and risks associated with equipment systems and services acquisition projects. POEMS states that DTs are responsible for providing information gathered on potential environmental impacts associated with their projects to other parties. E.g. emissions to the environment, including noise, provided to users and/or Defence regulators. Major Accident and Control Regulations\\n\\n9.\\n\\nThe Major Accident Control Regulations (MACR) require a comprehensive Major Accident Environmental Risk Assessment (ERA) to be undertaken on establishments that fall under MACR in line with JSP 49810. MACR Sites with an ERA should incorporate the assessment in to the site EMS to aid in the management of EP on site.',\n",
+ " 'metadata': {'uuid': '2b3552b2-8000-4bc4-b459-dd6abd5e347f',\n",
+ " 'index': 14,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.637786+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 368,\n",
+ " 'page_number': 13,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
+ " 'Defence Management',\n",
+ " 'Health and Safety',\n",
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+ " 'text': 'Environmental Protection Overseas and in Operations\\n\\n10. Defence recognises that it still has a requirement to minimise adverse impacts on the environment overseas and in Operations despite these posing unique challenges in the management of environmental protection. Part 2 provides further advice on managing EP on the overseas estate.\\n\\n11. When on Operations personnel should apply UK standards where reasonably practicable and, in addition, apply the Host Nation’s standards for Health and Safety, including EP. Whilst it is fully understood that total compliance with UK legislation is not always possible within the operational environment, Operational Commanders have a duty of care to ensure, as far as reasonably practicable, that the approach to EP, as part of Op Safety is proportionate with the understanding that it may not be possible to fully meet legislative and policy standards expected in the UK. Where this is the case, decisions shall be supported by a robust risk assessment process.',\n",
+ " 'metadata': {'uuid': 'df344a82-aecf-4d86-9d26-c4e930b0190d',\n",
+ " 'index': 15,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.637982+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 179,\n",
+ " 'page_number': 14,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'text': '9 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n10 http://defenceintranet.diif.r.mil.uk/Reference/DINsJSPs/Pages/JSP498MajorAccidentControlRegulations.aspx\\n\\n9\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n5 Regulatory Organisations\\n\\nStatutory Regulators\\n\\n1. Most Defence activities in the UK are fully subject to the requirements of environmental protection legislation and are regulated by statutory regulators. Within the UK territories there are four main statutory regulators for EP, these are:\\n\\na. Environment Agency\\n\\nb. Scottish Environment Protection Agency\\n\\nc. Natural Resources Wales\\n\\nd. Northern Ireland Environment Agency\\n\\n2.\\n\\nFurther to the four main statutory regulators other organisations also have statutory roles for EP these include:\\n\\na. Local Authorities\\n\\nb. Marine Management Organisation\\n\\nc. Health & Safety Executive (UK Competent Authority for the Registration, Evaluation,\\n\\nAuthorisation & Restriction of Chemicals (REACH) Regulation)\\n\\nd. Office of the Nuclear Regulator (ONR)\\n\\n3.\\n\\nThe regimes operated by the statutory regulators are dependent on the legislation that empowers them, and there is variety in those. The Environment Act (1995) established the Environment Agency (EA) and the Scottish Environment Protection Agency (SEPA) as regulatory bodies for environmental protection; the Natural Resources Body for Wales (Establishment) Order 2012 established Natural Resources Wales as the environmental protection regulator for Wales. The Northern Ireland Environment Agency was launched in 2008 and is an Executive Agency within the Department of Environment in Northern Ireland.\\n\\n4.\\n\\nCo-ordinated by Director DSEA the Department maintains Memorandum of Understanding (MoU) with the EA and the MMO while the Department also has a Radioactive Substances Agreement with SEPA.\\n\\n5.\\n\\nThese agreements help standardise interactions between the statutory regulators and Commanding Officers / Heads of Establishment and the Department as a whole; in certain areas the MoU provides interpretation of the regulators responsibilities in Defence.',\n",
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+ " 'created_datetime': '2024-12-05T17:11:21.638104+00:00',\n",
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+ " 'page_number': 14,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'text': 'Defence Regulators\\n\\n6.\\n\\nDefence regulators provide regulations and guidance of environmental protection for defence activities where there is a Departmental responsibility; this includes where these activities take place outside the UK but with due regard to host nation expectations. See JSP 815 Chapter 4 for further details on Defence regulators.\\n\\n7.\\n\\nAlthough most Defence activities are subject to EP legislation, there are areas where the Defence regulators do have additional Defence regulations that cover areas of EP legislation\\n\\n10\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\ne.g. JSP 518 & 538 Annex C to Chapter 2 – Further Authorisation Conditions (FAC) 3: Radioactive Discharges.\\n\\n8.\\n\\nDefence regulators’ requirements can range from the requirement to submit an exemption case for consideration and approval to a simple requirement that TLB/TFAs have systems and processes in place to manage an environmental protection requirement.\\n\\n9.\\n\\nDefence regulators may also take account of compliance with statutory requirements as part of their permissioning of activities e.g. DSEA – Fuels and Gases Safety Regulator (FGSR) licensing of fuel installactions. For further information on Defence regulators requirements please see their specific Level 2 JSPs.',\n",
+ " 'metadata': {'uuid': 'c1d8f3d0-e18e-4a65-bf41-416c719a2863',\n",
+ " 'index': 17,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.638525+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 252,\n",
+ " 'page_number': 15,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
+ " 'Defence Management',\n",
+ " 'Health and Safety',\n",
+ " 'Regulatory Compliance',\n",
+ " 'JSP 418']}}},\n",
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+ " 'text': 'Overseas Authorities\\n\\n10. Notwithstanding the position of state immunity under customary international law, many host nations have environmental protection authorities with expectations (which maybe expressed in written agreements) in respect of UK defence activities conducted in their jurisdiction. A Commanding Officer or manager should be fully aware of such agreements and the environmental protection requirements placed on defence when undertaking their activities. Enforcement\\n\\nStatutory Regulators\\n\\n11. Statutory regulators have enforcement powers and regimes granted to them by legislation. Where an allegedly offending defence activity is conducted by Crown servants i.e. members of the armed forces or MOD civilians, statutory regulators powers can be modified to take account of that fact.\\n\\n12. The relevant statutory regulator in the four territories of the UK will consider action against the Department, as they would against a civil establishment, in accordance with their own individual enforcement guidance/statements11. However, the Department, as part of the Crown, cannot be criminally liable, including failure to comply with prohibition, enforcement or works notices. This does not reduce the impact of enforcement action taken against the Department.\\n\\n13. Where, but for Crown immunity, the Department would have been prosecuted as a corporate body; the statutory regulators may apply to the High Court (England, Wales, Northern Ireland) or the Court of Session (Scotland) for a declaration that our acts or omissions were unlawful. The Environment Agency (EA) has undertaken, through the Memorandum of Understanding (MoU), not to prosecute Crown servants in lieu of corporate responsibilities.\\n\\n14. Notwithstanding Crown immunity from prosecution, the actions of Crown servants may constitute criminal offences and as such they may be prosecuted individually. The MoU with the EA sets out that they will only prosecute individuals in circumstances where they would have prosecuted individuals of a private company. For senior managers only, this will normally be where it can be shown that an offence has been committed with the consent of or connivance of, or has been attributable to any neglect on the part of, any senior manager or a person who was purporting to act in such a capacity.\\n\\n15. The Radioactive Substances Agreement with SEPA states that in the event of a compliance issue SEPA will deal with the matter using a similar approach to that outlined in SEPA’s Enforcement Policy. In such an event SEPA will formally write to the Secretary of State for',\n",
+ " 'metadata': {'uuid': 'ae0f5b58-f5e6-40a8-8549-4c9cffb12149',\n",
+ " 'index': 18,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.638742+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 472,\n",
+ " 'page_number': 16,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'text': '11 http://www.environment-agency.gov.uk/static/documents/Business/Enforcement_and_Sanctions_Guidance.pdf http://www.sepa.org.uk/about_us/idoc.ashx?docid=48c35c8b-7a17-40da-80ed-f4637abbcf4c&version=-1 http://www.doeni.gov.uk/niea/niea_enforcement_policy.pdf http://naturalresourceswales.gov.uk/content/docs/word/our-work/about-us/enforcement-policy-en.doc?lang=en\\n\\n11\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence and copied to the Commanding Officer / Head of Establishment, Director DSEA and Hd DNSR.\\n\\n16. As part of the Crown, the Department cannot be made subject of a civil penalty under the Regulatory Enforcement and Sanctions Act 2008.\\n\\n17.\\n\\nIn the event of any of the following interventions by a statutory regulator: enforcement notices, works notices, prohibition notices, suspension or revocation of environmental permits or licenses; DSEA-CPA should be notified by the TLB/TFA involved; usually through the central HS&EP function e.g. CESO. Further information can be found in Chapter 6.\\n\\nDefence Regulators\\n\\n18. Defence regulators have enforcement powers granted by charter or delegations; see JSP 815 Chapter 4 and for further information on Defence regulators requirements see their specific Level 2 documents. Where Defence is subject to environmental protection legislation, the statutory regulator has ultimate jurisdiction.\\n\\n12\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': 'afdfe907-ac74-4ad3-8e96-84eeda367529',\n",
+ " 'index': 19,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.639138+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
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+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 337,\n",
+ " 'page_number': 16,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
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+ " 'Health and Safety',\n",
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+ " 'text': '6 Corporate Records, Notifications and\\n\\nInvestigations\\n\\n1.\\n\\nIn order to support routine and annual reporting (including to the Defence Board and for the Holding to Account Process) and to provide centrally held data in the event of enquiries. DSEA-CPA collates records for certain EP interventions by statutory regulators. JSP 815 requires TLB/TFA holders are to ensure that their organisations have systems in place to report, collate and record environmental incidents from their activities.\\n\\n2.\\n\\nAs outlined in Chapter 3 processes and procedures are to be put in place at site level to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the Environmental Management System (EMS) covering the site and in the event of an incident recorded as part of the site EMS.\\n\\n3.\\n\\nCommanding Officer / Head of Establishments are to make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site.\\n\\n4.\\n\\nThe UK Government is required to annually submit to the European Commission information on Ozone Depleting Substances (ODS) including Halon gases. Members of the MOD Montreal Protocol Task Force (MPTF) must collect and submit data annually so that Defence can meet its obligations; further guidance on the reporting requirements is to be found in Part 2 of this JSP.',\n",
+ " 'metadata': {'uuid': '1aba39c0-04ff-4d2c-92c5-3b0f63aa85c4',\n",
+ " 'index': 20,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.639396+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 309,\n",
+ " 'page_number': 18,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
+ " 'Defence Management',\n",
+ " 'Health and Safety',\n",
+ " 'Regulatory Compliance',\n",
+ " 'JSP 418']}}},\n",
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+ " 'text': 'Incident Notifications\\n\\n5. Where there is imminent or actual threat of environmental damage12 occurring the relevant statutory regulator should be immediately informed.\\n\\n6.\\n\\nDependent on the nature of an environmental incident Commanding Officer / Head of Establishment and environmental protection staff may be required to notify other Defence organisations or their partners, wider than their own TLB/TFA, of an incident.\\n\\n7.\\n\\nThese can include but are not limited to:\\n\\na. DSEA-FGSR in the event of fuel spills, in line with reporting protocols in JSP 317. b. DSEA-DNSR in the event of a discharge to the environment in line with JSPs 518 &\\n\\nc.\\n\\n538. Incidents that have the potential to impact or relating to infrastructure assets failure should be reported to the asset owner; in the majority of cases this will be DIO or PPP/PFI partner.\\n\\n8.\\n\\nAll Contractors and Partners should be made aware of establishment emergency and incident reporting procedures in line with the 4Cs (Co-ordination, Co-operation, Communication and Control) process. Incidents should be reported to the establishment focal point and host TLB.\\n\\n12 Environmental Damage (Prevention and Remediation) Regulations 2009 – See PArt 2 Leaflet 2 for further information\\n\\n13\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n9.\\n\\nAny incidents that have the potential or have actually resulted in any enforcement action against a PFI/PPP partner should be reported through their relevant contract monitoring organisation to DIO.\\n\\n10. Further advice on incident notification can be sort from the TLB/TFA central HS&EP function.',\n",
+ " 'metadata': {'uuid': 'bd75ec00-4772-4f5b-9d7f-6873247a0496',\n",
+ " 'index': 21,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.639581+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 335,\n",
+ " 'page_number': 18,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
+ " 'Defence Management',\n",
+ " 'Health and Safety',\n",
+ " 'Regulatory Compliance',\n",
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+ " 'text': 'Enforcement Notifications\\n\\n11. Summaries of relevant statistics are included in the Departmental HS&EP Annual Assurance Report and enforcement actions by Defence and Statutory regulators are reported to the Defence Board on a monthly basis. TLB/TFA holders (or their central HS&EP staff) must notify DSEA-CPA of any enforcement action taken by statutory or Defence regulator as soon as possible after the action is taken. Investigations\\n\\n12. Following an incident an investigation should be undertaken by the Commanding Officer or senior manager under whose Area of Responsibility the activity resulting in the incident falls. Investigations should be appropriate to the incident under investigation.\\n\\n13. Where an environmental protection incident also involves a health and safety related injury the investigations should be run in parallel so as to enable one incident report to be raised. In such an event the health and safety reporting requirements in JSP 375, Part 2 Volume 1, Accident/Incident Investigation and Reporting should also be followed.\\n\\n14. Commanding Officer / Heads of Establishment are responsible for ensuring that the recommendations of an investigation are followed through and implemented on their site within a reasonable timeframe. Where the responsibility for actioning a recommendation falls on another TLB/TFA or a PPP/PFI partner Commanding Officers / Head of Establishments need to assure themselves the recommendation is being acted on. In the event that a recommendation is not being acted upon within a reasonable timeframe the Commanding Officer / Head of Establishment should escalate this through the management chain.\\n\\n14\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': 'e027c6fc-342e-49a3-a318-7f49b47daed7',\n",
+ " 'index': 22,\n",
+ " 'created_datetime': '2024-12-05T17:11:21.639799+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 317,\n",
+ " 'page_number': 19,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management framework for environmental protection within the Defence sector, detailing responsibilities, legislative compliance, and best practices to ensure safety and environmental integrity in defence activities.',\n",
+ " 'keywords': ['Environmental Protection',\n",
+ " 'Defence Management',\n",
+ " 'Health and Safety',\n",
+ " 'Regulatory Compliance',\n",
+ " 'JSP 418']}}},\n",
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+ " 'text': \"The impact of AI on UK jobs and training\\n\\nNovember 2023\\n\\nContents\\n\\nAcknowledgements\\n\\nThe impact of AI on UK jobs and training\\n\\nIntroduction\\n\\nSummary\\n\\n1 Methodology\\n\\n1.1 Selection of AI applications\\n\\n1.2 Mapping human abilities to job roles\\n\\n1.3 Assessing AI applications against human abilities\\n\\n1.4 Calculating occupational exposure\\n\\n1.5 Mapping occupations to training pathways\\n\\n1.6 Data sources\\n\\n1.7 Research by International Monetary Fund\\n\\n2 Occupational exposure to AI\\n\\n2.1 Occupations most exposed to AI\\n\\n2.2 Exposure to AI by skill level of occupation\\n\\n3 Exposure to AI across industries and geography\\n\\n3.1 Exposure to AI across industry\\n\\n3.2 Exposure to AI by geography\\n\\n4 Exposure to AI by qualification\\n\\n4.1 Training routes\\n\\n4.2 Subject areas\\n\\nAnnex 1: Apprenticeships\\n\\nAnnex 2: Augmentation versus substitution\\n\\nAnnex 3: Comparison to findings from the Pew Research Center\\n\\nAnnex 4: Further analysis for occupations exposed to large language modelling\\n\\nExposure to LLM across industries\\n\\nExposure to LLM by geography\\n\\nExposure to LLM by qualification\\n\\nTraining routes\\n\\nSubject areas\\n\\n2\\n\\n3\\n\\n4\\n\\n4\\n\\n5\\n\\n6\\n\\n6\\n\\n7\\n\\n7\\n\\n8\\n\\n9\\n\\n9\\n\\n10\\n\\n11\\n\\n11\\n\\n13\\n\\n16\\n\\n16\\n\\n17\\n\\n18\\n\\n18\\n\\n19\\n\\n22\\n\\n24\\n\\n26\\n\\n28\\n\\n28\\n\\n30\\n\\n31\\n\\n31\\n\\n32\\n\\nAcknowledgements\\n\\nThe authors would like to extend their thanks to Edward Felten, Robert Seamans and Manav Raj who published the resources for their research, allowing it to be reused for this report. They would also like to thank the National Foundation for Education Research and researchers at the University of Sheffield and the University of Warwick for making available the latest mapping between SOC 2020 and O*NET.\\n\\n3\\n\\nThe impact of AI on UK jobs and training\\n\\nIntroduction\\n\\nAdvances in Artificial Intelligence (AI) are widely expected to have a profound and widespread effect on the UK economy and society, though the precise nature and speed of this effect is uncertain. It is estimated that 10-30% of jobs are automatable with AI having the potential to increase productivity and create new high value jobs in the UK economy.1,2 The UK education system and employers will need to adapt to ensure that individuals in the workforce have the skills they need to make the most of the potential benefits, advances in AI will bring.\\n\\nThis report, produced by the Unit for Future Skills3 in the Department for Education, is one of the first attempts to quantify the impact of AI on the UK job market (separate to automation more generally). The research takes a methodology from a US based study developed by Felten et al4 and applies it for a UK context. The approach considers the abilities needed to perform different job roles, and the extent to which these can be aided by a selection of 10 common AI applications5. The methodology is extended further to consider the link between training and jobs impacted by AI, using a novel dataset that includes information on the qualifications held by young people in employment.\\n\\nResults should be interpreted with caution\\n\\nThe estimates of which jobs are more exposed to AI are based on a number of uncertain assumptions so the results should be interpreted with caution. Quantifying occupations in terms of abilities to perform a job role will never fully describe all roles and a level of judgement is required when interpreting the results. Further, the extent to which occupations are exposed to AI will change due to the pace at which AI technologies are developing and as new data becomes available.\\n\\nHowever, the themes highlighted by the analysis are expected to continue and provide a good basis for considering the relative impact of AI across different parts of the labour market.\\n\\n1 PwC, Will robots really steal our jobs? 2 The British Institute Academy, The impact of artificial intelligence on work 3 https://www.gov.uk/government/groups/unit-for-future-skills 4 Felten E, Raj M, Seamans R (2023) ‘How will Language Modelers like ChatGPT Affect Occupations and Industries?’ 5 Abstract strategy games; real-time video games; image recognition; visual question answering; image generation; reading comprehension; language modelling; translation; speech recognition; instrumental track recognition.\\n\\n4\\n\\nSummary\\n\\nThis report shows the occupations, sectors and areas within the UK labour market that are expected to be most impacted by AI and large language models specifically. It also shows the qualifications and training routes that most commonly lead to these highly impacted jobs. The main findings are:\\n\\nProfessional occupations are more exposed to AI, particularly those associated with more clerical work and across finance, law and business management roles. This includes management consultants and business analysts; accountants; and psychologists. Teaching occupations also show higher exposure to AI, where the application of large language models is particularly relevant.\\n\\nThe finance & insurance sector is more exposed to AI than any other sector. The other sectors most exposed to AI are information & communication; professional, scientific & technical; property; public administration & defence; and education.\\n\\nWorkers in London and the South East have the highest exposure to AI, reflecting the greater concentration of professional occupations in those areas. Workers in the North East are in jobs with the least exposure to AI across the UK. However, overall the variation in exposure to AI across the geographical areas is much smaller than the variation observed across occupations or industries.\\n\\nEmployees with higher levels of achievement are typically in jobs more exposed to AI. For example, employees with a level 6 qualification (equivalent to a degree) are more likely to work in a job with higher exposure to AI than employees with a level 3 qualification (equivalent to A-Levels).\\n\\nEmployees with qualifications in accounting and finance through Further Education or apprenticeships, and economics and mathematics through Higher Education are typically in jobs more exposed to AI. Employees with qualifications at level 3 or below in building and construction, manufacturing technologies, and transportation operations and maintenance are in jobs that are least exposed to AI.\\n\\nThe analysis measures the exposure of jobs to AI, rather than distinguishing whether a job will be augmented (aided) or replaced (substituted) by AI. Research by the International Labor Organization (ILO)6 suggests that most jobs and industries are only partly exposed to automation and are more likely to be complemented rather than substituted by generative AI like ChatGPT. Annex 2 maps the jobs highlighted in that report to the UK job market, and generally include customer service and administrative occupations, including call and contact centre and unclassified administrative occupations.\\n\\n6 Generative AI and jobs: A global analysis of potential effects on job quantity and quality (ilo.org)\\n\\n5\\n\\n1 Methodology\\n\\nThe methodology broadly follows the approach described by Felten et al7 to create an AI Occupational Exposure (AIOE) score, with some adaptations to make it suitable for a UK context.\\n\\n1.1 Selection of AI applications\\n\\nThe AIOE is constructed based on assumptions around the use of a defined set of common AI applications. The 10 AI applications selected are based on those where the Electronic Frontier Foundation (EFF) has recorded scientific activity and progress in the technology from 2010 onwards.\\n\\nTable 1: AI applications\\n\\nAI application Abstract strategy games\\n\\nReal-time video games\\n\\nImage recognition\\n\\nVisual question answering\\n\\nImage generation Reading comprehension\\n\\nLanguage modelling\\n\\nTranslation\\n\\nDefinition The ability to play abstract games involving sometimes complex strategy and reasoning ability, such as chess, go, or checkers, at a high level. The ability to play a variety of real-time video games of increasing complexity at a high level. The determination of what objects are present in a still image. The recognition of events, relationships, and context from a still image. The creation of complex images. The ability to answer simple reasoning questions based on an understanding of text. The ability to model, predict, or mimic human language. The translation of words or text from one language into another. The recognition of spoken language into text. The recognition of instrumental musical tracks.\\n\\nSpeech recognition Instrumental track recognition\\n\\nThis set of applications does not comprehensively cover the set of applications for which AI could ultimately be used; however, based on further work conducted by Felten et al with field experts, it is believed that these represent fundamental applications of AI that\\n\\n7 Felten E, Raj M, Seamans R (2023) How will Language Modelers like ChatGPT Affect Occupations and Industries?\\n\\n6\\n\\nare likely to have implications for the workforce and are applications that cover the most likely and most common uses of AI.\\n\\n1.2 Mapping human abilities to job roles\\n\\nThe methodology by Felten et al uses the Occupational Information Network (O*NET) database of occupational characteristics and worker requirements information across the US economy.8 There is currently no equivalent database for UK occupations9 so the O*NET data is mapped to the UK using a crosswalk between O*NET occupations and SOC 2010.\\n\\nThe O*NET system uses 52 distinct abilities to describe the workplace activities of each occupation, each with a separate score for ‘level’ and ‘importance’. Abilities are grouped under four categories: cognitive, physical, psychometer and sensory. Examples of abilities are oral comprehension, written expression, mathematical reasoning, manual dexterity, and stamina.10\\n\\nSOC 2010 was used instead of SOC 2020 to align with information on training pathways and due to known issues with SOC 202011. Updating the analysis to SOC 2020 will lead to small changes in the ordering of AIOE scores but not the overall findings.\\n\\n1.3 Assessing AI applications against human abilities\\n\\nAI applications are linked to workplace abilities using a crowd-sourced data set collected by Felten et al, and constructed using survey responses of “gig workers” from Amazon's Mechanical Turk (mTurk) web service. The data has a measure of application-ability relatedness for each combination bound between 0 and 1. This measure of application- ability relatedness is then organised into a matrix that connects the 10 AI applications to the 52 O*NET occupational abilities. An ability-level exposure is calculated as follows:\\n\\n10\\n\\n𝐴𝑖𝑗 = ∑ 𝑥𝑖𝑗\\n\\n(1)\\n\\n𝑖=1\\n\\nIn this equation, i indexes the AI application and j indexes the occupational ability. The ability-level exposure, A, is calculated as the sum of the 10 application-ability relatedness scores, x, as constructed using mTurk survey data. By calculating the ability-level AI\\n\\n8 Felten E, Raj M, Seamans R (2023) How will Language Modelers like ChatGPT Affect Occupations and Industries? 9 https://www.gov.uk/government/publications/a-skills-classification-for-the-uk 10 O*NET 28.0 Database at O*NET Resource Center (onetcenter.org) 11 Revision of miscoded occupational data in the ONS Labour Force Survey, UK - Office for National Statistics\\n\\n7\\n\\nexposure as a sum of all the AI applications, all applications are weighted equally12. This approach assumes that each application has an independent effect on an ability and does not consider interactions across applications.\\n\\nThe estimates for each application are then standardised to give a rating between 0 and 1.\\n\\n1.4 Calculating occupational exposure\\n\\nFor each occupation, the values for the level and importance of each ability are combined with the rating for the relatedness of each AI application to create an AI Occupational Exposure (AIOE) score. This is done overall for all AI applications, and individually for each application, e.g. language modelling.\\n\\n𝐴𝐼𝑂𝐸𝑘 =\\n\\n∑\\n\\n52 𝑗=1 ∑\\n\\n𝐴𝑖𝑗 × 𝐿𝑗𝑘 × 52 𝐿𝑗𝑘 × 𝐼𝑗𝑘 𝑗=1\\n\\n𝐼𝑗𝑘\\n\\n(2)\\n\\nIn this equation, i indexes the AI application, j indexes the occupational ability, and k indexes the occupation. Aij represents the ability-level exposure score calculated in Equation 1. The ability-level AI exposure is weighted by the ability's prevalence (Ljk) and importance (Ijk) within each occupation as measured by O*NET (mapped to SOC 2010) by multiplying the ability-level AI exposure by the prevalence and importance scores for that ability within each occupation, scaled so that they are equally weighted. These prevalence and importance scores, account for the presence of different abilities within an occupation. Abilities that are integral to an occupation have high prevalence and importance scores, while those that are used less often or are less vital have lower prevalence and importance scores. An occupation's aggregate exposure to AI is calculated by summing this weighted ability-level AI exposure across all abilities in an occupation. The scores are then standardised and ranked from most to least exposed. These scores are applied to employment counts across occupations to give aggregate exposure scores, for example across the geographical areas.\\n\\nIn testing the robustness of their methodology Felten et al found evidence that AI is most likely to affect cognitive and sensory abilities, and the AIOE scores were not sensitive to excluding any of the applications in the sample. Therefore, any AI applications that may have been excluded are also likely to be related to a similar set of cognitive and sensory abilities.\\n\\n12 Felten et al carried out further analysis which suggested that weighting the applications is unlikely to have a meaningful impact on the measure.\\n\\n8\\n\\n1.5 Mapping occupations to training pathways\\n\\nRelationships between occupations and training are taken from ASHE-LEO data, a new data resource available in the Department for Education. It brings together the longitudinal education and labour market information in the Longitudinal Education Outcomes study (LEO)13 with the information on employment and earnings in the Annual Survey of Hours and Earnings (ASHE).14\\n\\nThere are around 100,000 individuals in the ASHE-LEO sample in each year. This represents 45-75% of the overall ASHE sample, with later years having a better match rate than earlier years, and younger ages having a better match rate than older ages. ASHE-LEO is used here as an approximately representative sample of early career employees in LEO (employees aged 23-30 in the 2018-19 tax year).\\n\\nThe data is used to identify the training taken by employees for each occupation. As each training route may be associated with multiple occupations, a weighted average is calculated to arrive at an average AIOE score.\\n\\n1.6 Data sources\\n\\nName AIOE data15\\n\\nAnnual Population Survey\\n\\nApprenticeship data\\n\\nASHE-LEO\\n\\nDescription Organised measure of application-ability relatedness that connects the 10 EFF AI applications to the 52 O*NET occupational abilities. A residence based labour market survey encompassing population, economic activity (employment and unemployment), economic inactivity and qualifications. Apprenticeships starts in England reported for an academic year based on data returned by providers. Education and labour market information in the Longitudinal Education Outcomes study (LEO) linked with the information on employment and earnings in the Annual Survey of Hours and Earnings (ASHE)\\n\\n13 Apply to access the Longitudinal Education Outcomes (LEO) dataset - GOV.UK (www.gov.uk) 14 Annual Survey of Hours and Earnings (ASHE) - Office for National Statistics (ons.gov.uk) 15 Felten E, Raj M, Seamans R (2021) Occupational, industry, and geographic exposure to artificial intelligence: A novel dataset and its potential uses. Strategic Management Journal 42(12):2195–2217\\n\\n9\\n\\n1.7 Research by International Monetary Fund\\n\\nThe International Monetary Fund (IMF) have constructed a complementarity adjusted AI occupational exposure (C-AIOE) measure, where the exposure of occupations to AI are mitigated by their potential for complementarity.16\\n\\nAt a high level the authors of this study make an adjustment to the Felten et al methodology for AIOE17 to capture the potential to complement or substitute for labour in each occupation. They then apply both the original measure and the complementarity adjusted measures to labour force microdata (using ISCO-08) from 6 countries including the UK, with a particular focus on emerging markets.\\n\\nThe research finds that there are substantial cross-country disparities in the baseline AIOE, with emerging markets generally displaying lower exposure levels than advanced economies. This disparity is mainly due to different employment structures, with advanced economies characterised by larger proportions of high-skill occupations such as professionals and managers. In line with this report and as outlined by Felten et al, these professions are the most exposed to AI due to their high concentration of cognitive- based tasks. However, because those high-skill occupations also show higher potential for AI complementarity, these cross-country disparities in terms of potentially disruptive exposure reduce considerably once complementarity is factored in. Nevertheless, advanced economies remain more exposed even under the C-AIOE measure. Emerging markets with a large share of agricultural employment, remain relatively less exposed under both measures, as occupations in this sector have very low baseline exposure to AI. Overall, the results suggest that the impact of AI on labour markets in advanced economies may be more “polarised,” as their employment structure better positions them to benefit from growth opportunities but also makes them more vulnerable to likely job displacements.\\n\\n16 Labor Market Exposure to AI: Cross-country Differences and Distributional Implications (imf.org) 17 Felten E, Raj M, Seamans R (2023) ‘How will Language Modelers like ChatGPT Affect Occupations and Industries?’\\n\\n10\\n\\n2 Occupational exposure to AI\\n\\nThere is a range of UK and international research on AI and the impact that it will have on jobs and the labour market. It is very difficult to make a numerical estimate on a technology which is not yet fully understood and is evolving at a rapid pace. However, a consensus has begun to emerge that 10-30% of jobs in the UK are highly automatable and could be subject to some level of automation over the next two decades. However, the overall net effect on employment is unclear but it is often assumed that there will be a broadly neutral long-term effect and job displacement will be matched by job creation.18\\n\\nThis analysis assesses the relative exposure of UK jobs19 to AI by use of an AI Occupational Exposure (AIOE) score. The AIOE score allows jobs to be ranked to show which jobs are more and less likely to be impacted by advances in AI, based on the abilities required to perform the job. As well as AI generally, a similar exposure score is created to consider large language modelling specifically through generative AI tools like ChatGPT and Bard.\\n\\nThe analysis measures the exposure of jobs to AI, rather than distinguishing whether a job will be augmented (aided) or replaced (substituted) by AI. Annex 2 discusses the potential for identifying UK jobs which could be fully automated as a result of AI based on research from the International Labor Organization (ILO).\\n\\n2.1 Occupations most exposed to AI\\n\\nTable 2 shows a list of the top 20 occupations that are most exposed to AI, and to large language modelling specifically. A full list of all occupations is published alongside this report.\\n\\nThe exposure score is based on a number of assumptions including the abilities considered important for a job at a given point in time so rankings should be interpreted with caution, however the themes highlighted by the analysis are expected to continue20.\\n\\nThe occupations most exposed to AI include more professional occupations, particularly those associated with more clerical work and across finance, law and business management roles. This includes management consultants and business analysts, accountants, and psychologists. This compares to the occupations least exposed to AI, which include sport professionals, roofers and steel erectors.\\n\\nThe list of occupations most exposed to large language modelling includes many of the same occupations exposed to AI more generally, with both lists including solicitors,\\n\\n18 Will robots really steal our jobs? (pwc.co.uk) 19 Defined by 4 digit standardised occupation classification (SOC 2010) codes. 20 Felten et al (2021) Appendix C: Quantitative Validation of the AIOE and Related Measures\\n\\n11\\n\\npsychologists and management consultants and business analysts. It also includes more education related occupations, particularly for post-16 training. This aligns with public statements around the potential use of generative AI tools by teachers, for example in preparing teaching material.\\n\\nTable 2: Occupations most exposed to AI and large language modelling\\n\\nExposure to all AI applications\\n\\n1 Management consultants and business\\n\\nExposure to large language modelling Telephone salespersons\\n\\nanalysts*\\n\\n2 Financial managers and directors 3 Charted and certified accountants 4 Psychologists*\\n\\n5 Purchasing managers and directors\\n\\n6 Actuaries, economists and statisticians 7 Business and financial project management professionals\\n\\nSolicitors* Psychologists* Further education teaching professionals Market and street traders and assistants Legal professionals n.e.c.* Credit controllers*\\n\\n8 Finance and investment analysts and\\n\\nadvisers\\n\\n9 Legal professionals n.e.c.*\\n\\n10 Business and related associate\\n\\nprofessionals n.e.c.\\n\\n11 Credit controllers* 12 Solicitors*\\n\\n13 Civil engineers 14 Education advisers and school\\n\\ninspectors*\\n\\n15 Human resources administrative\\n\\noccupations*\\n\\n16 Business, research and administrative\\n\\nprofessionals n.e.c.\\n\\n17 Financial accounts managers\\n\\n18 Bookkeepers, payroll managers and\\n\\nwages clerks\\n\\n19 National government administrative\\n\\nHuman resource administration occupations* Public relations professionals Management consultant and business analysts* Market research interviewers Local government administrative occupations Clergy Higher education teaching professionals Collector salespersons and credit agents Education advisers and school inspectors* Human resource managers and directors National government administrative occupations* Vocational and industrial trainers and instructors Social and humanities scientists\\n\\noccupations*\\n\\n20 Marketing associate professionals\\n\\nOccupations that appear in both lists are marked with an asterisk.\\n\\nTable 3 shows a list of the occupations that are least exposed to AI, and to large language modelling specifically.\\n\\nThe occupations least exposed to AI and LLM include many of the same areas, including more manual work that is technically difficult, in unpredictable environments, and with\\n\\n12\\n\\nlower wages (reducing the incentive to automate) – with the exception of sports players. This includes: roofers, roof tilers and slaters; elementary construction occupations; plasterers; and steel erectors.\\n\\nTable 3: Occupations least exposed to AI and large language modelling\\n\\nExposure to all AI applications\\n\\n1 Sports players* 2 Roofers, roof tilers and slaters* 3 Elementary construction occupations* 4 Plasterers* 5 Steel erectors* 6 Vehicle valeters and cleaners* 7 Hospital porters 8 Cleaners and domestics 9 Floorers and wall tilers*\\n\\n10 Metal plate workers, and riveters\\n\\n11 Launderers, dry cleaners and pressers*\\n\\n12 Window cleaners 13 Painters and decorators 14 Fork-lift truck drivers*\\n\\n15 Packers, bottlers, canners and fillers\\n\\n16 Gardeners and landscape gardeners\\n\\n17 Bricklayers and masons* 18 Road construction operatives* 19 Elementary process plant occupations\\n\\nExposure to large language modelling Fork-lift truck drivers* Roofers, roof tilers and slaters* Steel erectors* Vehicle valeters and cleaners* Elementary construction occupations* Plasterers* Metal plate workers, and riveters* Vehicle paint technicians Floorers and wall tilers* Mobile machine drivers and operatives n.e.c. Launderers, dry cleaners and pressers* Large goods vehicle drivers Road construction operatives* Rail construction and maintenance operatives Industrial cleaning process occupations Elementary process plant occupations n.e.c. Sewing machinists Sports players* Street cleaners\\n\\nn.e.c.*\\n\\n20 Tyre, exhaust and windscreen fitters\\n\\nBricklayers and masons*\\n\\nOccupations that appear in both lists are marked with an asterisk.\\n\\nThe rest of this report focusses on the impact of AI. The findings for large language models specifically are very similar to the findings for AI and are discussed further in Annex 4.\\n\\n2.2 Exposure to AI by skill level of occupation\\n\\nThe ONS assign each occupation to one of four skill levels21 gained through education or work-related experience:\\n\\n21 SOC2010 volume 1: structure and descriptions of unit groups - Office for National Statistics\\n\\n13\\n\\nLevel 1 – general compulsory education.\\n\\nLevel 2 – general compulsory education with a longer period of work-related training or work experience.\\n\\nLevel 3 – post-compulsory education below degree level.\\n\\nLevel 4 – professional occupations normally requiring a degree or equivalent period of relevant work experience.\\n\\nFigure 1 shows that professional occupations (those at skill level 4) are more exposed to AI than other occupations. These include many of the top 20 occupations listed in the previous section, including management consultants and business analysts, financial managers and directors, chartered and certified accountants, and psychologists.\\n\\nFigure 1: Exposure to all AI by skill level of occupation\\n\\nA\\n\\nC\\n\\nB\\n\\nHow to read this chart\\n\\nThe boxes show the upper 25%, lower 25%, and average value for the AIOE score. • The error bars show the highest and lowest AIOE scores. • Each dot represents the AIOE score of an individual occupation. • The AIOE score is a relative measure so negative values still indicate some exposure to AI.\\n\\nThe professional occupations least exposed to AI (marked by ‘C’ on Figure 1) are veterinarians, medical radiographers, dental practitioners, physiotherapists, and senior police officers. Despite being less exposed to AI compared to other professional occupations, they rank among the middle for exposure to AI across all occupations. It may be expected that occupations such as radiographers would be more exposed, but this may be explained by the current use of technology and AI within these roles.\\n\\nSimilarly, those occupations requiring the lowest levels of education or relevant work experience are less exposed to AI (those at skill level 1). The exception to this is security\\n\\n14\\n\\nguards (as shown by ‘A’ in Figure 1) where potential uses of AI have been documented to be anything from monitoring live video to AI powered patrol bots.22 Whilst lower skilled occupations are generally less exposed to AI, there are still some higher skilled occupations at skill level 3 that are less exposed, such as roofers and sports players (as shown by ‘B’ in Figure 1).\\n\\nThese results are consistent with the findings of similar research23 which suggests that occupations requiring a lower level of education tend to be more manual and often technically difficult roles, which have already seen extensive changes due to developments in technologies, and it is unlikely to be cost effective to apply further automation.24, 25 Furthermore, more recent advancements in AI have been more applicable to software and technologies and either require skills in technical coding or use of specific software as part of the job, e.g. accountancy and finance.\\n\\n22 Artificial Intelligence and its applications in physical security | G4S United Kingdom 23 Eloundou et al (2023), Felten et al (2023), Brynjolfsson et al (2023) 24 How automation has affected jobs through the ages | World Economic Forum (weforum.org) 25 AI-and-work-evidence-synthesis.pdf (thebritishacademy.ac.uk)\\n\\n15\\n\\n3 Exposure to AI across industries and geography\\n\\n3.1 Exposure to AI across industry\\n\\nThe industry estimate of exposure to AI is constructed by taking a weighted average of the AI Occupational Exposure (AIOE) scores across occupations within an industry. This provides an average AIOE score for each industry, which are shown in Figure 2. In general, the industries more exposed to AI follow the same themes as discussed earlier in this report.\\n\\nThe finance & insurance sector is more exposed to AI than any other sector. This sector features a large number of finance and clerical roles which have high AIOE scores. There are five other sectors that are highly exposed to AI: information & communication; professional, scientific & technical; property; public administration & defence; and education.\\n\\nThe industries least exposed to AI are accommodation & food services; motor trades, agriculture, forestry, and fishing; transport & storage and construction.\\n\\nSome of these industries capture a range of activities. For example, the veterinary activities sub-sector has much lower exposure to AI (average AIOE of -0.06) compared to the professional, scientific & technical industry as whole (average AIOE of 0.86).\\n\\nFigure 2: Exposure to AI by industry\\n\\n16\\n\\n3.2 Exposure to AI by geography\\n\\nThe geographical estimate of exposure to AI is constructed by taking a weighted average of the AI Occupational Exposure (AIOE) scores across occupations within a geographical area. This provides an average AIOE score for each geographical area or nation of the UK, which are shown in Figure 3.\\n\\nOverall, workers in London and the South East have the highest exposure to AI across any geographical area of the UK. They are also the only areas to be above the average for the UK as a whole. The North East is the area with the least exposure to AI across the UK.\\n\\nComparing London to the North East, the increased exposure is due to London having:\\n\\nA higher proportion of professional occupations, including programmers, financial\\n\\nmanagers, and IT professionals.\\n\\nA lower proportion of elementary trades, administration and services occupations,\\n\\nskilled trades, and caring personal services occupations.\\n\\nOverall, the variation in exposure to AI across the geographical areas is much smaller than the variation across occupations or industries. Each geographical area covers a large population and a lot of overlap in the types of jobs, so we would expect to see more variation in exposure to AI when looking at smaller areas where the job markets will differ more26.\\n\\nFigure 3: Exposure to AI by geography\\n\\n26 At 4 digit SOC, between 55% and 80% of occupations within an individual geographical area or nation match the proportions seen for the UK as a whole.\\n\\n17\\n\\n4 Exposure to AI by qualification\\n\\nAn average AI occupational exposure score by highest qualification is estimated by linking together information on training with jobs. This is done using sample data that covers the qualifications held and training routes taken for young people in employment (age 23-30).27\\n\\n4.1 Training routes\\n\\nFigure 4 shows that early-career employees with higher levels of achievement are typically in occupations more exposed to AI. This aligns with findings from earlier in this report showing occupations labelled as higher skills levels were more exposed to AI. The same pattern is seen overall and across different training routes, for example apprenticeships, as shown in Figure 5. Female students are also in training that leads to more exposure to AI in jobs (overall their exposure score is 0.34 compared to 0.06 for males).\\n\\nEmployees that achieved apprenticeships at level 4 and above are in jobs most exposed to AI compared to any other route. However, this is based on a small sample, and the reference period for the data means it mainly includes the level 4 and 5 apprenticeship frameworks available before the introduction of new standards and growth in higher level apprenticeships from 2017 onwards. These apprenticeships were predominantly in accounting, professional services and IT, which typically are held by those in the occupations that are most exposed to AI.\\n\\nIn Annex 1, similar estimates have been made on the average exposure to AI using apprenticeship occupational maps and more recent data on apprenticeship starts. These estimates suggest employees with a level 4 or 5 qualification achieved through an apprenticeship are linked to jobs more exposed to AI than those that achieved similar level qualifications in Further Education or Higher Education settings.\\n\\n27 Longitudinal Education Outcomes study (LEO) linked to the Annual Survey of Hours and Earnings (ASHE).\\n\\n18\\n\\nFigure 4: Exposure to AI by highest level of attainment for early-career employees\\n\\nStudent average\\n\\nFigure 5: Exposure to AI by training route28 for early-career employees\\n\\nStudent average\\n\\n4.2 Subject areas\\n\\nThe tables below show more detail on the subject area for the highest qualification held by employees and show similar findings to earlier in the report around occupations and sectors most impacted by AI.\\n\\nEarly-career employees that achieved qualifications in accounting and finance at level 4 and above are in jobs more exposed to AI than any other subject area across Further\\n\\n28 Higher Education and Further Education refers to the education setting.\\n\\n19\\n\\nEducation or apprenticeships. Employees that achieved a level 7 or higher qualification in economics or mathematics and statistics are in jobs most exposed to AI across all subjects in Higher Education. This reflects a high number of learners with these qualifications ending up in professional occupations, including in the finance and insurance sector.\\n\\nThe employees with the lowest exposure to AI are those that achieved level 2 or 3 qualifications in building and construction, manufacturing technologies, and transportation operations and maintenance.\\n\\nTable 4: Subjects most and least associated with exposure to AI by further education setting\\n\\nTop 5\\n\\nLevel Level 4/5 Level 4/5 Level 3 Level 3 Level 6\\n\\nSubject Accounting and finance Building and construction Administration Business management Crafts, creative arts and design\\n\\nBottom 5 Level 3\\n\\nTransportation operations and maintenance\\n\\nBelow level 2 Foundations for learning and life Level 2 Level 2 Level 2\\n\\nBuilding and construction Manufacturing technologies Preparation for work\\n\\nTable 5: Top 5 subjects most and least associated with exposure to AI by apprenticeship setting\\n\\nTop 5\\n\\nLevel Level 4/5 Level 3 Level 3 Level 3 Level 3\\n\\nSubject Accounting and finance Accounting and finance Administration Marketing and sales ICT practitioners\\n\\nBottom 5 Level 2 Level 3 Level 2 Level 3 Level 2\\n\\nManufacturing technologies Transportation operations and maintenance Transportation operations and maintenance Building and construction Building and construction\\n\\nTable 6: Top 5 subjects most and least associated with exposure to AI by higher education setting29\\n\\nLevel\\n\\nSubject\\n\\n29 Higher Education training has been mapped to the sector subject area classification for Further Education.\\n\\n20\\n\\nAIOE 1.22 0.51 0.46 0.26 0.21\\n\\n0.65 -0.66 -0.74 -0.78 -0.79\\n\\nAIOE 1.31 1.10 0.75 0.53 0.52\\n\\n0.66 -0.73 -0.74 -0.80 -0.92\\n\\nAIOE\\n\\nTop 5\\n\\nLevel 7+ Level 7+ Level 6 Level 6 Level 7+\\n\\nEconomics Mathematics and statistics Economics Accounting and finance Law and legal services\\n\\nBottom 5 Level 4/5 Level 4/5 Level 4/5 Level 4/5 Level 6\\n\\nSport, leisure and recreation Leisure, Travel and Tourism Engineering Sociology and social policy Animal care and veterinary science\\n\\n1. The AI occupational exposure scores relate to the job that the individual was employed in which may not be directly associated with their training.\\n\\n2. Not all subject areas are included due to low sample sizes. 3. Higher Education and Further Education refers to the education setting. 4. Higher Education training has been mapped to the sector subject area classification for Further Education.\\n\\n21\\n\\n1.26 1.15 1.14 1.07 1.04\\n\\n0.11 0.10 0.08 0.05 -0.03\\n\\nAnnex 1: Apprenticeships\\n\\nAll apprenticeships are based on occupations recognised by employers. The Institute for Apprenticeships and Technical Education (IfATE) have developed occupational maps that bring these together to show where apprenticeships can lead.30 These occupational maps can be used together with data on apprenticeship participation to show the apprenticeships that lead to jobs with the most exposure to AI.31\\n\\nUnlike the analysis in the main body of the report these maps do not show the full range of occupations that people may actually take up after completing a standard but do provide a good relationship to the skills that would be expected in those occupations.\\n\\nFigure 6: Expected exposure to AI by apprenticeship level (using occupational maps)\\n\\nApprenticeships average\\n\\nFigure 6 shows that higher level apprenticeships are expected to lead to jobs with the most exposure to AI. This is consistent with the findings in the main report. Level 4 and level 5 apprenticeships are expected to lead to occupations with higher exposure to AI than level 6 apprenticeships, though this may be due to a small number of popular standards overly impacting on the average. The level 6 standards ‘Police Constable’ and ‘Registered Nurse Degree’ alone account for nearly 30% of starts at level 6 and have relatively low AIOE scores. Excluding these two standards would increase the level 6 average AIOE to 0.81, far closer to the level 4 exposure score.\\n\\n30 Occupational maps / Institute for Apprenticeships and Technical Education 31 IfATE occupational maps are mapped from SOC 2020 to SOC 2010 to align with the classification of the exposure data. The methodology covers 99.2% of apprenticeship starts in the data for 2022/23 Q3.\\n\\n22\\n\\nThe top 5 apprenticeships standards leading to jobs most exposed to AI (and with more than 1,000 starts) are:\\n\\n1. Level 4 Business Analyst 2. Level 7 Accountancy or Taxation Specialist 3. Level 4 Associate Project Manager 4. Level 3 Data Technician 5. Level 3 Assistant Accountant\\n\\n23\\n\\nAnnex 2: Augmentation versus substitution\\n\\nResearch from the International Labor Organisation (ILO)32 used statistical methods to categorise the impact of AI on occupations as either ‘high augmentation’ or ‘high automation’ (or ‘high substitution’). The analysis is not UK specific and uses a different methodology including an international occupational classification system (ISCO) to categorise occupations. This has been mapped across to UK occupations using a crosswalk between ISCO and SOC 2010.33\\n\\nThe 16 occupations identified as ‘high automation’ tend to be those with the highest AIOE scores, both looking across all AI and for language modelling specifically (occupations appear in the top right corner of Figure 7).\\n\\nThe longer list of occupations identified as ‘high augmentation’ have a wide range of AIOE scores, though exclude those with the very lowest AIOE scores. This is to be expected as the augmentation only refers to some, but not all, of the tasks required for a job. Further, it is possible that occupations not highlighted may still have high exposure to AI but were not able to be identified as either high augmentation or high automation.\\n\\nTable 7: High automation occupations\\n\\nOccupation Authors, writers and translators Bank and post office clerks Bookkeepers, payroll managers and wages clerks Brokers Call and contact centre occupations Customer service occupations n.e.c. Finance officers Financial administrative occupations n.e.c Human resources administrative occupations Librarians Market research interviewers Other administrative occupations n.e.c. Pensions and insurance clerks and assistants Telephone salespersons Travel agents Typists and related keyboard occupations\\n\\n32 Generative AI and Jobs: A global analysis of potential effects on job quantity and quality (ilo.org) 33 Excel file for UK SOC 2010 mapped to ISCO 08\\n\\n24\\n\\nFigure 7: Occupations identified as ‘high augmentation’ or ‘high automation’ by ILO\\n\\n25\\n\\nAnnex 3: Comparison to findings from the Pew Research Center\\n\\nThe Pew Research Center produced a study in July 2023 on which US workers are more exposed to AI in their jobs34. This followed a similar approach to Felten et al but using work activities rather than human abilities. The 41 work activities listed in O*NET were classified as having low, medium or high exposure to AI based on the collective judgment of the researchers. Applying the same low, medium and high ratings to UK occupations through a mapping between O*NET and SOC 2010 allows the analysis to be replicated for UK.35\\n\\nOccupations are ranked according to the importance and proportion of high exposure work activities, and the top quarter of occupations are labelled as AI being of high importance. The same approach is carried out for low exposure work activities.\\n\\nFigure 8 shows a strong correlation between occupations with a high AIOE and occupations where AI is of high importance. The correlation to large language modelling specifically is slightly less strong but still present, and largely reflects that the Pew method considered all AI. Similarly, Figure 9 shows a strong correlation between occupations with a low AIOE score and occupations where AI is of low importance.\\n\\nFigure 8: High importance occupations highlighted against AIOE scores for AI and large language modelling\\n\\n34 https://www.pewresearch.org/social-trends/2023/07/26/which-u-s-workers-are-more-exposed-to-ai-on- their-jobs/ 35 UK SOC 2010 mapped to O*NET\\n\\n26\\n\\nFigure 9: Low importance occupations highlighted against AIOE scores for AI and large language modelling\\n\\n27\\n\\nAnnex 4: Further analysis for occupations exposed to large language modelling\\n\\nThe trends for exposure to large language modelling (LLM) follow a very similar pattern to those seen across all AI.\\n\\nThe estimates in this section use the AIOE scores for LLM specifically and are aggregated across industries, geography and training in the same way as described in the main report for all AI.\\n\\nExposure to LLM across industries\\n\\nThe methodology to calculate the industry estimate of exposure to LLM is constructed in the same way as is highlighted in section 3.1 for AI: taking the weighted average of the exposure scores for LLM across occupations within an industry. The average exposure to LLM for each industry is shown in\\n\\n28\\n\\nFigure 10.\\n\\nIn general, the industries more exposed to LLM follow the same themes as discussed for AI. The top six sectors with the highest exposure to LLM are the same as those with the highest exposure to AI: finance & insurance; information & communication; professional, scientific & technical; education; property; and public administration & defence. The education sector shows slightly higher relative exposure to LLM than to AI more generally.\\n\\nThe industries with the least exposure to LLM are also the same as those with the lowest exposure to AI: Agriculture, forestry & fishing; transport & storage (inc. postal); motor trades; construction; and accommodation & food services.\\n\\n29\\n\\nFigure 10: Exposure to LLM by industry\\n\\nExposure to LLM by geography\\n\\nFigure 11 shows that similar to AI, workers in London and the South East have the highest exposure to LLM across any geographical area of the UK. They are also the only areas to be above the average for the UK as a whole. The North East is the area with the least exposure to LLM across the UK.\\n\\nFigure 11: Exposure to LLM applications by geography\\n\\n30\\n\\nExposure to LLM by qualification\\n\\nTraining routes\\n\\nAs with all AI, Figure 12 shows that learners with higher levels of achievement are typically in jobs more exposed to LLM. The same pattern is seen overall and across different training routes.\\n\\nFigure 12: Exposure to LLM by highest level of attainment for early-career employees\\n\\nStudent average\\n\\nFigure 13: Exposure to LLM by training route for early-career employees\\n\\n31\\n\\nStudent average\\n\\nSubject areas\\n\\nThe tables below show more detail on the subject area for the highest qualification held by early-career employees and exposure to LLM. These show similar findings to the training most impacted by AI more generally.\\n\\nTable 8: Top 5 subjects most and least associated with exposure to LLM by further education setting\\n\\nTop 5\\n\\nLevel Level 4/5 Level 3 Level 3 Level 4/5 Level 3\\n\\nSubject Accounting and finance Administration Direct learning support Building and construction Child development and well being\\n\\nBottom 5 Level 2 Level 2 Level 3 Level 2 Level 2\\n\\nTransportation operations and maintenance Preparation for work Transportation operations and maintenance Building and construction Manufacturing technologies\\n\\nTable 9: Top 5 subjects most and least associated with exposure to LLM by apprenticeship setting\\n\\nTop 5\\n\\nLevel Level 4/5 Level 3 Level 3 Level 3 Level 3\\n\\nSubject Accounting and finance Accounting and finance Administration Marketing and sales ICT practitioners\\n\\n32\\n\\nAIOE 1.11 0.53 0.42 0.36 0.33\\n\\n0.59 -0.61 -0.68 -0.71 -0.81\\n\\nAIOE 1.17 1.04 0.77 0.60 0.44\\n\\n… … … … Bottom 5 Level 2 Level 3 Level 2 Level 3 Level 2\\n\\nManufacturing technologies Transportation operations and maintenance Transportation operations and maintenance Building and construction Building and construction\\n\\nTable 10: Top 5 subjects most and least associated with exposure to LLM by higher education setting36\\n\\nTop 5\\n\\nLevel Level 7+ Level 7+ Level 7+ Level 6 Level 6\\n\\nSubject Economics Law and legal services Mathematics and statistics Economics Accounting and finance\\n\\nBottom 5 Level 6\\n\\nLevel 4/5 Level 4/5 Level 6 Level 4/5\\n\\nEngineering and Manufacturing Technologies Sport, leisure, and recreation Sociology and social policy Animal care and veterinary science Engineering\\n\\n36 Higher Education training has been mapped to the sector subject area classification for Further Education.\\n\\n33\\n\\n0.69 -0.81 -0.74 -0.83 -0.93\\n\\nAIOE 1.19 1.15 1.08 1.08 0.99\\n\\n0.17 0.16 0.15 0.00 -0.01\\n\\n© Crown copyright 2023\\n\\nThis publication is licensed under the terms of the Open Government Licence v3.0 except where otherwise stated. To view this licence, visit nationalarchives.gov.uk/doc/open-government-licence/version/3.\\n\\nWhere we have identified any third-party copyright information you will need to obtain permission from the copyright holders concerned.\\n\\nAbout this publication:\\n\\nenquiries www.education.gov.uk/contactus download www.gov.uk/government/publications\\n\\nFollow us on Twitter: @educationgovuk\\n\\nLike us on Facebook: facebook.com/educationgovuk\\n\\n34\",\n",
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+ " 'text': 'The impact of AI on UK jobs and training\\n\\nNovember 2023\\n\\nContents\\n\\nAcknowledgements\\n\\nThe impact of AI on UK jobs and training\\n\\nIntroduction\\n\\nSummary\\n\\n1 Methodology\\n\\n1.1 Selection of AI applications\\n\\n1.2 Mapping human abilities to job roles\\n\\n1.3 Assessing AI applications against human abilities\\n\\n1.4 Calculating occupational exposure\\n\\n1.5 Mapping occupations to training pathways\\n\\n1.6 Data sources\\n\\n1.7 Research by International Monetary Fund\\n\\n2 Occupational exposure to AI\\n\\n2.1 Occupations most exposed to AI\\n\\n2.2 Exposure to AI by skill level of occupation\\n\\n3 Exposure to AI across industries and geography\\n\\n3.1 Exposure to AI across industry\\n\\n3.2 Exposure to AI by geography\\n\\n4 Exposure to AI by qualification\\n\\n4.1 Training routes\\n\\n4.2 Subject areas\\n\\nAnnex 1: Apprenticeships\\n\\nAnnex 2: Augmentation versus substitution\\n\\nAnnex 3: Comparison to findings from the Pew Research Center\\n\\nAnnex 4: Further analysis for occupations exposed to large language modelling\\n\\nExposure to LLM across industries\\n\\nExposure to LLM by geography',\n",
+ " 'metadata': {'uuid': '74b281bb-c2b6-4689-b353-8cdff2aeb958',\n",
+ " 'index': 0,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.837530+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
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+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
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+ " 'text': 'Exposure to LLM by qualification\\n\\nTraining routes\\n\\nSubject areas\\n\\n2\\n\\n3\\n\\n4\\n\\n4\\n\\n5\\n\\n6\\n\\n6\\n\\n7\\n\\n7\\n\\n8\\n\\n9\\n\\n9\\n\\n10\\n\\n11\\n\\n11\\n\\n13\\n\\n16\\n\\n16\\n\\n17\\n\\n18\\n\\n18\\n\\n19\\n\\n22\\n\\n24\\n\\n26\\n\\n28\\n\\n28\\n\\n30\\n\\n31\\n\\n31\\n\\n32\\n\\nAcknowledgements\\n\\nThe authors would like to extend their thanks to Edward Felten, Robert Seamans and Manav Raj who published the resources for their research, allowing it to be reused for this report. They would also like to thank the National Foundation for Education Research and researchers at the University of Sheffield and the University of Warwick for making available the latest mapping between SOC 2020 and O*NET.\\n\\n3\\n\\nThe impact of AI on UK jobs and training\\n\\nIntroduction\\n\\nAdvances in Artificial Intelligence (AI) are widely expected to have a profound and widespread effect on the UK economy and society, though the precise nature and speed of this effect is uncertain. It is estimated that 10-30% of jobs are automatable with AI having the potential to increase productivity and create new high value jobs in the UK economy.1,2 The UK education system and employers will need to adapt to ensure that individuals in the workforce have the skills they need to make the most of the potential benefits, advances in AI will bring.\\n\\nThis report, produced by the Unit for Future Skills3 in the Department for Education, is one of the first attempts to quantify the impact of AI on the UK job market (separate to automation more generally). The research takes a methodology from a US based study developed by Felten et al4 and applies it for a UK context. The approach considers the abilities needed to perform different job roles, and the extent to which these can be aided by a selection of 10 common AI applications5. The methodology is extended further to consider the link between training and jobs impacted by AI, using a novel dataset that includes information on the qualifications held by young people in employment.\\n\\nResults should be interpreted with caution\\n\\nThe estimates of which jobs are more exposed to AI are based on a number of uncertain assumptions so the results should be interpreted with caution. Quantifying occupations in terms of abilities to perform a job role will never fully describe all roles and a level of judgement is required when interpreting the results. Further, the extent to which occupations are exposed to AI will change due to the pace at which AI technologies are developing and as new data becomes available.\\n\\nHowever, the themes highlighted by the analysis are expected to continue and provide a good basis for considering the relative impact of AI across different parts of the labour market.\\n\\n1 PwC, Will robots really steal our jobs? 2 The British Institute Academy, The impact of artificial intelligence on work 3 https://www.gov.uk/government/groups/unit-for-future-skills 4 Felten E, Raj M, Seamans R (2023) ‘How will Language Modelers like ChatGPT Affect Occupations and Industries?’ 5 Abstract strategy games; real-time video games; image recognition; visual question answering; image generation; reading comprehension; language modelling; translation; speech recognition; instrumental track recognition.\\n\\n4',\n",
+ " 'metadata': {'uuid': '91112cde-9324-4bb3-bfb6-0ce7a077803d',\n",
+ " 'index': 1,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.838614+00:00',\n",
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+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
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+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
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+ " 'text': 'Summary\\n\\nThis report shows the occupations, sectors and areas within the UK labour market that are expected to be most impacted by AI and large language models specifically. It also shows the qualifications and training routes that most commonly lead to these highly impacted jobs. The main findings are:\\n\\nProfessional occupations are more exposed to AI, particularly those associated with more clerical work and across finance, law and business management roles. This includes management consultants and business analysts; accountants; and psychologists. Teaching occupations also show higher exposure to AI, where the application of large language models is particularly relevant.\\n\\nThe finance & insurance sector is more exposed to AI than any other sector. The other sectors most exposed to AI are information & communication; professional, scientific & technical; property; public administration & defence; and education.\\n\\nWorkers in London and the South East have the highest exposure to AI, reflecting the greater concentration of professional occupations in those areas. Workers in the North East are in jobs with the least exposure to AI across the UK. However, overall the variation in exposure to AI across the geographical areas is much smaller than the variation observed across occupations or industries.\\n\\nEmployees with higher levels of achievement are typically in jobs more exposed to AI. For example, employees with a level 6 qualification (equivalent to a degree) are more likely to work in a job with higher exposure to AI than employees with a level 3 qualification (equivalent to A-Levels).\\n\\nEmployees with qualifications in accounting and finance through Further Education or apprenticeships, and economics and mathematics through Higher Education are typically in jobs more exposed to AI. Employees with qualifications at level 3 or below in building and construction, manufacturing technologies, and transportation operations and maintenance are in jobs that are least exposed to AI.\\n\\nThe analysis measures the exposure of jobs to AI, rather than distinguishing whether a job will be augmented (aided) or replaced (substituted) by AI. Research by the International Labor Organization (ILO)6 suggests that most jobs and industries are only partly exposed to automation and are more likely to be complemented rather than substituted by generative AI like ChatGPT. Annex 2 maps the jobs highlighted in that report to the UK job market, and generally include customer service and administrative occupations, including call and contact centre and unclassified administrative occupations.\\n\\n6 Generative AI and jobs: A global analysis of potential effects on job quantity and quality (ilo.org)\\n\\n5',\n",
+ " 'metadata': {'uuid': 'f882a0c5-cf75-488b-963c-3462d74f59b0',\n",
+ " 'index': 2,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.839139+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 483,\n",
+ " 'page_number': 5,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
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+ " 'text': '1 Methodology\\n\\nThe methodology broadly follows the approach described by Felten et al7 to create an AI Occupational Exposure (AIOE) score, with some adaptations to make it suitable for a UK context.\\n\\n1.1 Selection of AI applications\\n\\nThe AIOE is constructed based on assumptions around the use of a defined set of common AI applications. The 10 AI applications selected are based on those where the Electronic Frontier Foundation (EFF) has recorded scientific activity and progress in the technology from 2010 onwards.\\n\\nTable 1: AI applications\\n\\nAI application Abstract strategy games\\n\\nReal-time video games\\n\\nImage recognition\\n\\nVisual question answering\\n\\nImage generation Reading comprehension\\n\\nLanguage modelling\\n\\nTranslation\\n\\nDefinition The ability to play abstract games involving sometimes complex strategy and reasoning ability, such as chess, go, or checkers, at a high level. The ability to play a variety of real-time video games of increasing complexity at a high level. The determination of what objects are present in a still image. The recognition of events, relationships, and context from a still image. The creation of complex images. The ability to answer simple reasoning questions based on an understanding of text. The ability to model, predict, or mimic human language. The translation of words or text from one language into another. The recognition of spoken language into text. The recognition of instrumental musical tracks.',\n",
+ " 'metadata': {'uuid': '7be29314-5ce8-4dbf-b73a-dd72ad1849dc',\n",
+ " 'index': 3,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.839488+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 273,\n",
+ " 'page_number': 6,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
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+ " 'text': 'Speech recognition Instrumental track recognition\\n\\nThis set of applications does not comprehensively cover the set of applications for which AI could ultimately be used; however, based on further work conducted by Felten et al with field experts, it is believed that these represent fundamental applications of AI that\\n\\n7 Felten E, Raj M, Seamans R (2023) How will Language Modelers like ChatGPT Affect Occupations and Industries?\\n\\n6\\n\\nare likely to have implications for the workforce and are applications that cover the most likely and most common uses of AI.\\n\\n1.2 Mapping human abilities to job roles\\n\\nThe methodology by Felten et al uses the Occupational Information Network (O*NET) database of occupational characteristics and worker requirements information across the US economy.8 There is currently no equivalent database for UK occupations9 so the O*NET data is mapped to the UK using a crosswalk between O*NET occupations and SOC 2010.\\n\\nThe O*NET system uses 52 distinct abilities to describe the workplace activities of each occupation, each with a separate score for ‘level’ and ‘importance’. Abilities are grouped under four categories: cognitive, physical, psychometer and sensory. Examples of abilities are oral comprehension, written expression, mathematical reasoning, manual dexterity, and stamina.10\\n\\nSOC 2010 was used instead of SOC 2020 to align with information on training pathways and due to known issues with SOC 202011. Updating the analysis to SOC 2020 will lead to small changes in the ordering of AIOE scores but not the overall findings.',\n",
+ " 'metadata': {'uuid': 'c5fc9083-36ae-4495-a2e8-f07a56079fd9',\n",
+ " 'index': 4,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.839694+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 317,\n",
+ " 'page_number': 6,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
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+ " 'text': \"1.3 Assessing AI applications against human abilities\\n\\nAI applications are linked to workplace abilities using a crowd-sourced data set collected by Felten et al, and constructed using survey responses of “gig workers” from Amazon's Mechanical Turk (mTurk) web service. The data has a measure of application-ability relatedness for each combination bound between 0 and 1. This measure of application- ability relatedness is then organised into a matrix that connects the 10 AI applications to the 52 O*NET occupational abilities. An ability-level exposure is calculated as follows:\\n\\n10\\n\\n𝐴𝑖𝑗 = ∑ 𝑥𝑖𝑗\\n\\n(1)\\n\\n𝑖=1\\n\\nIn this equation, i indexes the AI application and j indexes the occupational ability. The ability-level exposure, A, is calculated as the sum of the 10 application-ability relatedness scores, x, as constructed using mTurk survey data. By calculating the ability-level AI\\n\\n8 Felten E, Raj M, Seamans R (2023) How will Language Modelers like ChatGPT Affect Occupations and Industries? 9 https://www.gov.uk/government/publications/a-skills-classification-for-the-uk 10 O*NET 28.0 Database at O*NET Resource Center (onetcenter.org) 11 Revision of miscoded occupational data in the ONS Labour Force Survey, UK - Office for National Statistics\\n\\n7\\n\\nexposure as a sum of all the AI applications, all applications are weighted equally12. This approach assumes that each application has an independent effect on an ability and does not consider interactions across applications.\\n\\nThe estimates for each application are then standardised to give a rating between 0 and 1.\",\n",
+ " 'metadata': {'uuid': '93a7a5f4-8b66-4dbb-8c08-81e4982ec30a',\n",
+ " 'index': 5,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.839922+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 364,\n",
+ " 'page_number': 7,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
+ " 'labor market']}}},\n",
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+ " 'text': \"1.4 Calculating occupational exposure\\n\\nFor each occupation, the values for the level and importance of each ability are combined with the rating for the relatedness of each AI application to create an AI Occupational Exposure (AIOE) score. This is done overall for all AI applications, and individually for each application, e.g. language modelling.\\n\\n𝐴𝐼𝑂𝐸𝑘 =\\n\\n∑\\n\\n52 𝑗=1 ∑\\n\\n𝐴𝑖𝑗 × 𝐿𝑗𝑘 × 52 𝐿𝑗𝑘 × 𝐼𝑗𝑘 𝑗=1\\n\\n𝐼𝑗𝑘\\n\\n(2)\\n\\nIn this equation, i indexes the AI application, j indexes the occupational ability, and k indexes the occupation. Aij represents the ability-level exposure score calculated in Equation 1. The ability-level AI exposure is weighted by the ability's prevalence (Ljk) and importance (Ijk) within each occupation as measured by O*NET (mapped to SOC 2010) by multiplying the ability-level AI exposure by the prevalence and importance scores for that ability within each occupation, scaled so that they are equally weighted. These prevalence and importance scores, account for the presence of different abilities within an occupation. Abilities that are integral to an occupation have high prevalence and importance scores, while those that are used less often or are less vital have lower prevalence and importance scores. An occupation's aggregate exposure to AI is calculated by summing this weighted ability-level AI exposure across all abilities in an occupation. The scores are then standardised and ranked from most to least exposed. These scores are applied to employment counts across occupations to give aggregate exposure scores, for example across the geographical areas.\\n\\nIn testing the robustness of their methodology Felten et al found evidence that AI is most likely to affect cognitive and sensory abilities, and the AIOE scores were not sensitive to excluding any of the applications in the sample. Therefore, any AI applications that may have been excluded are also likely to be related to a similar set of cognitive and sensory abilities.\\n\\n12 Felten et al carried out further analysis which suggested that weighting the applications is unlikely to have a meaningful impact on the measure.\\n\\n8\\n\\n1.5 Mapping occupations to training pathways\\n\\nRelationships between occupations and training are taken from ASHE-LEO data, a new data resource available in the Department for Education. It brings together the longitudinal education and labour market information in the Longitudinal Education Outcomes study (LEO)13 with the information on employment and earnings in the Annual Survey of Hours and Earnings (ASHE).14\\n\\nThere are around 100,000 individuals in the ASHE-LEO sample in each year. This represents 45-75% of the overall ASHE sample, with later years having a better match rate than earlier years, and younger ages having a better match rate than older ages. ASHE-LEO is used here as an approximately representative sample of early career employees in LEO (employees aged 23-30 in the 2018-19 tax year).\\n\\nThe data is used to identify the training taken by employees for each occupation. As each training route may be associated with multiple occupations, a weighted average is calculated to arrive at an average AIOE score.\",\n",
+ " 'metadata': {'uuid': '3f5b91a5-b7e6-4cbb-8c0c-f31a9914f9e0',\n",
+ " 'index': 6,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.840209+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 687,\n",
+ " 'page_number': 8,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
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+ " 'text': '1.6 Data sources\\n\\nName AIOE data15\\n\\nAnnual Population Survey\\n\\nApprenticeship data\\n\\nASHE-LEO\\n\\nDescription Organised measure of application-ability relatedness that connects the 10 EFF AI applications to the 52 O*NET occupational abilities. A residence based labour market survey encompassing population, economic activity (employment and unemployment), economic inactivity and qualifications. Apprenticeships starts in England reported for an academic year based on data returned by providers. Education and labour market information in the Longitudinal Education Outcomes study (LEO) linked with the information on employment and earnings in the Annual Survey of Hours and Earnings (ASHE)\\n\\n13 Apply to access the Longitudinal Education Outcomes (LEO) dataset - GOV.UK (www.gov.uk) 14 Annual Survey of Hours and Earnings (ASHE) - Office for National Statistics (ons.gov.uk) 15 Felten E, Raj M, Seamans R (2021) Occupational, industry, and geographic exposure to artificial intelligence: A novel dataset and its potential uses. Strategic Management Journal 42(12):2195–2217\\n\\n9',\n",
+ " 'metadata': {'uuid': '08a3a984-3718-4dff-a0a9-5de2e35c297f',\n",
+ " 'index': 7,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.840612+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 236,\n",
+ " 'page_number': 9,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
+ " 'labor market']}}},\n",
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+ " 'text': '1.7 Research by International Monetary Fund\\n\\nThe International Monetary Fund (IMF) have constructed a complementarity adjusted AI occupational exposure (C-AIOE) measure, where the exposure of occupations to AI are mitigated by their potential for complementarity.16\\n\\nAt a high level the authors of this study make an adjustment to the Felten et al methodology for AIOE17 to capture the potential to complement or substitute for labour in each occupation. They then apply both the original measure and the complementarity adjusted measures to labour force microdata (using ISCO-08) from 6 countries including the UK, with a particular focus on emerging markets.\\n\\nThe research finds that there are substantial cross-country disparities in the baseline AIOE, with emerging markets generally displaying lower exposure levels than advanced economies. This disparity is mainly due to different employment structures, with advanced economies characterised by larger proportions of high-skill occupations such as professionals and managers. In line with this report and as outlined by Felten et al, these professions are the most exposed to AI due to their high concentration of cognitive- based tasks. However, because those high-skill occupations also show higher potential for AI complementarity, these cross-country disparities in terms of potentially disruptive exposure reduce considerably once complementarity is factored in. Nevertheless, advanced economies remain more exposed even under the C-AIOE measure. Emerging markets with a large share of agricultural employment, remain relatively less exposed under both measures, as occupations in this sector have very low baseline exposure to AI. Overall, the results suggest that the impact of AI on labour markets in advanced economies may be more “polarised,” as their employment structure better positions them to benefit from growth opportunities but also makes them more vulnerable to likely job displacements.\\n\\n16 Labor Market Exposure to AI: Cross-country Differences and Distributional Implications (imf.org) 17 Felten E, Raj M, Seamans R (2023) ‘How will Language Modelers like ChatGPT Affect Occupations and Industries?’\\n\\n10\\n\\n2 Occupational exposure to AI\\n\\nThere is a range of UK and international research on AI and the impact that it will have on jobs and the labour market. It is very difficult to make a numerical estimate on a technology which is not yet fully understood and is evolving at a rapid pace. However, a consensus has begun to emerge that 10-30% of jobs in the UK are highly automatable and could be subject to some level of automation over the next two decades. However, the overall net effect on employment is unclear but it is often assumed that there will be a broadly neutral long-term effect and job displacement will be matched by job creation.18\\n\\nThis analysis assesses the relative exposure of UK jobs19 to AI by use of an AI Occupational Exposure (AIOE) score. The AIOE score allows jobs to be ranked to show which jobs are more and less likely to be impacted by advances in AI, based on the abilities required to perform the job. As well as AI generally, a similar exposure score is created to consider large language modelling specifically through generative AI tools like ChatGPT and Bard.\\n\\nThe analysis measures the exposure of jobs to AI, rather than distinguishing whether a job will be augmented (aided) or replaced (substituted) by AI. Annex 2 discusses the potential for identifying UK jobs which could be fully automated as a result of AI based on research from the International Labor Organization (ILO).\\n\\n2.1 Occupations most exposed to AI\\n\\nTable 2 shows a list of the top 20 occupations that are most exposed to AI, and to large language modelling specifically. A full list of all occupations is published alongside this report.\\n\\nThe exposure score is based on a number of assumptions including the abilities considered important for a job at a given point in time so rankings should be interpreted with caution, however the themes highlighted by the analysis are expected to continue20.\\n\\nThe occupations most exposed to AI include more professional occupations, particularly those associated with more clerical work and across finance, law and business management roles. This includes management consultants and business analysts, accountants, and psychologists. This compares to the occupations least exposed to AI, which include sport professionals, roofers and steel erectors.\\n\\nThe list of occupations most exposed to large language modelling includes many of the same occupations exposed to AI more generally, with both lists including solicitors,\\n\\n18 Will robots really steal our jobs? (pwc.co.uk) 19 Defined by 4 digit standardised occupation classification (SOC 2010) codes. 20 Felten et al (2021) Appendix C: Quantitative Validation of the AIOE and Related Measures\\n\\n11\\n\\npsychologists and management consultants and business analysts. It also includes more education related occupations, particularly for post-16 training. This aligns with public statements around the potential use of generative AI tools by teachers, for example in preparing teaching material.\\n\\nTable 2: Occupations most exposed to AI and large language modelling',\n",
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+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
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+ " 'text': 'Exposure to all AI applications\\n\\n1 Management consultants and business\\n\\nExposure to large language modelling Telephone salespersons\\n\\nanalysts*\\n\\n2 Financial managers and directors 3 Charted and certified accountants 4 Psychologists*\\n\\n5 Purchasing managers and directors\\n\\n6 Actuaries, economists and statisticians 7 Business and financial project management professionals\\n\\nSolicitors* Psychologists* Further education teaching professionals Market and street traders and assistants Legal professionals n.e.c.* Credit controllers*\\n\\n8 Finance and investment analysts and\\n\\nadvisers\\n\\n9 Legal professionals n.e.c.*\\n\\n10 Business and related associate\\n\\nprofessionals n.e.c.\\n\\n11 Credit controllers* 12 Solicitors*\\n\\n13 Civil engineers 14 Education advisers and school\\n\\ninspectors*\\n\\n15 Human resources administrative\\n\\noccupations*\\n\\n16 Business, research and administrative\\n\\nprofessionals n.e.c.\\n\\n17 Financial accounts managers\\n\\n18 Bookkeepers, payroll managers and\\n\\nwages clerks\\n\\n19 National government administrative\\n\\nHuman resource administration occupations* Public relations professionals Management consultant and business analysts* Market research interviewers Local government administrative occupations Clergy Higher education teaching professionals Collector salespersons and credit agents Education advisers and school inspectors* Human resource managers and directors National government administrative occupations* Vocational and industrial trainers and instructors Social and humanities scientists\\n\\noccupations*\\n\\n20 Marketing associate professionals\\n\\nOccupations that appear in both lists are marked with an asterisk.\\n\\nTable 3 shows a list of the occupations that are least exposed to AI, and to large language modelling specifically.\\n\\nThe occupations least exposed to AI and LLM include many of the same areas, including more manual work that is technically difficult, in unpredictable environments, and with\\n\\n12\\n\\nlower wages (reducing the incentive to automate) – with the exception of sports players. This includes: roofers, roof tilers and slaters; elementary construction occupations; plasterers; and steel erectors.\\n\\nTable 3: Occupations least exposed to AI and large language modelling',\n",
+ " 'metadata': {'uuid': 'e24ca78e-f7ce-4c28-88bb-46ceeb7a2ce3',\n",
+ " 'index': 9,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.841749+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 390,\n",
+ " 'page_number': 12,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
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+ " 'text': 'Exposure to all AI applications\\n\\n1 Sports players* 2 Roofers, roof tilers and slaters* 3 Elementary construction occupations* 4 Plasterers* 5 Steel erectors* 6 Vehicle valeters and cleaners* 7 Hospital porters 8 Cleaners and domestics 9 Floorers and wall tilers*\\n\\n10 Metal plate workers, and riveters\\n\\n11 Launderers, dry cleaners and pressers*\\n\\n12 Window cleaners 13 Painters and decorators 14 Fork-lift truck drivers*\\n\\n15 Packers, bottlers, canners and fillers\\n\\n16 Gardeners and landscape gardeners\\n\\n17 Bricklayers and masons* 18 Road construction operatives* 19 Elementary process plant occupations\\n\\nExposure to large language modelling Fork-lift truck drivers* Roofers, roof tilers and slaters* Steel erectors* Vehicle valeters and cleaners* Elementary construction occupations* Plasterers* Metal plate workers, and riveters* Vehicle paint technicians Floorers and wall tilers* Mobile machine drivers and operatives n.e.c. Launderers, dry cleaners and pressers* Large goods vehicle drivers Road construction operatives* Rail construction and maintenance operatives Industrial cleaning process occupations Elementary process plant occupations n.e.c. Sewing machinists Sports players* Street cleaners\\n\\nn.e.c.*',\n",
+ " 'metadata': {'uuid': 'b48de681-6b11-4290-9cfc-f80cbc5abfc4',\n",
+ " 'index': 10,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.842047+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 266,\n",
+ " 'page_number': 13,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
+ " 'labor market']}}},\n",
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+ " 'text': '20 Tyre, exhaust and windscreen fitters\\n\\nBricklayers and masons*\\n\\nOccupations that appear in both lists are marked with an asterisk.\\n\\nThe rest of this report focusses on the impact of AI. The findings for large language models specifically are very similar to the findings for AI and are discussed further in Annex 4.\\n\\n2.2 Exposure to AI by skill level of occupation\\n\\nThe ONS assign each occupation to one of four skill levels21 gained through education or work-related experience:\\n\\n21 SOC2010 volume 1: structure and descriptions of unit groups - Office for National Statistics\\n\\n13\\n\\nLevel 1 – general compulsory education.\\n\\nLevel 2 – general compulsory education with a longer period of work-related training or work experience.\\n\\nLevel 3 – post-compulsory education below degree level.\\n\\nLevel 4 – professional occupations normally requiring a degree or equivalent period of relevant work experience.\\n\\nFigure 1 shows that professional occupations (those at skill level 4) are more exposed to AI than other occupations. These include many of the top 20 occupations listed in the previous section, including management consultants and business analysts, financial managers and directors, chartered and certified accountants, and psychologists.',\n",
+ " 'metadata': {'uuid': '5008a387-754c-434e-bdad-b9d536419834',\n",
+ " 'index': 11,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.842239+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 243,\n",
+ " 'page_number': 13,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
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+ " 'text': 'Figure 1: Exposure to all AI by skill level of occupation\\n\\nA\\n\\nC\\n\\nB\\n\\nHow to read this chart\\n\\nThe boxes show the upper 25%, lower 25%, and average value for the AIOE score. • The error bars show the highest and lowest AIOE scores. • Each dot represents the AIOE score of an individual occupation. • The AIOE score is a relative measure so negative values still indicate some exposure to AI.\\n\\nThe professional occupations least exposed to AI (marked by ‘C’ on Figure 1) are veterinarians, medical radiographers, dental practitioners, physiotherapists, and senior police officers. Despite being less exposed to AI compared to other professional occupations, they rank among the middle for exposure to AI across all occupations. It may be expected that occupations such as radiographers would be more exposed, but this may be explained by the current use of technology and AI within these roles.\\n\\nSimilarly, those occupations requiring the lowest levels of education or relevant work experience are less exposed to AI (those at skill level 1). The exception to this is security\\n\\n14\\n\\nguards (as shown by ‘A’ in Figure 1) where potential uses of AI have been documented to be anything from monitoring live video to AI powered patrol bots.22 Whilst lower skilled occupations are generally less exposed to AI, there are still some higher skilled occupations at skill level 3 that are less exposed, such as roofers and sports players (as shown by ‘B’ in Figure 1).\\n\\nThese results are consistent with the findings of similar research23 which suggests that occupations requiring a lower level of education tend to be more manual and often technically difficult roles, which have already seen extensive changes due to developments in technologies, and it is unlikely to be cost effective to apply further automation.24, 25 Furthermore, more recent advancements in AI have been more applicable to software and technologies and either require skills in technical coding or use of specific software as part of the job, e.g. accountancy and finance.\\n\\n22 Artificial Intelligence and its applications in physical security | G4S United Kingdom 23 Eloundou et al (2023), Felten et al (2023), Brynjolfsson et al (2023) 24 How automation has affected jobs through the ages | World Economic Forum (weforum.org) 25 AI-and-work-evidence-synthesis.pdf (thebritishacademy.ac.uk)\\n\\n15',\n",
+ " 'metadata': {'uuid': '629d8091-f26c-466b-90f4-81a364ac663f',\n",
+ " 'index': 12,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.842445+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 497,\n",
+ " 'page_number': 14,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
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+ " 'text': '3 Exposure to AI across industries and geography\\n\\n3.1 Exposure to AI across industry\\n\\nThe industry estimate of exposure to AI is constructed by taking a weighted average of the AI Occupational Exposure (AIOE) scores across occupations within an industry. This provides an average AIOE score for each industry, which are shown in Figure 2. In general, the industries more exposed to AI follow the same themes as discussed earlier in this report.\\n\\nThe finance & insurance sector is more exposed to AI than any other sector. This sector features a large number of finance and clerical roles which have high AIOE scores. There are five other sectors that are highly exposed to AI: information & communication; professional, scientific & technical; property; public administration & defence; and education.\\n\\nThe industries least exposed to AI are accommodation & food services; motor trades, agriculture, forestry, and fishing; transport & storage and construction.\\n\\nSome of these industries capture a range of activities. For example, the veterinary activities sub-sector has much lower exposure to AI (average AIOE of -0.06) compared to the professional, scientific & technical industry as whole (average AIOE of 0.86).',\n",
+ " 'metadata': {'uuid': '47390a11-1121-475c-b7b0-97f3f57e6197',\n",
+ " 'index': 13,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.842854+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 241,\n",
+ " 'page_number': 16,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
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+ " 'text': 'Figure 2: Exposure to AI by industry\\n\\n16\\n\\n3.2 Exposure to AI by geography\\n\\nThe geographical estimate of exposure to AI is constructed by taking a weighted average of the AI Occupational Exposure (AIOE) scores across occupations within a geographical area. This provides an average AIOE score for each geographical area or nation of the UK, which are shown in Figure 3.\\n\\nOverall, workers in London and the South East have the highest exposure to AI across any geographical area of the UK. They are also the only areas to be above the average for the UK as a whole. The North East is the area with the least exposure to AI across the UK.\\n\\nComparing London to the North East, the increased exposure is due to London having:\\n\\nA higher proportion of professional occupations, including programmers, financial\\n\\nmanagers, and IT professionals.\\n\\nA lower proportion of elementary trades, administration and services occupations,\\n\\nskilled trades, and caring personal services occupations.\\n\\nOverall, the variation in exposure to AI across the geographical areas is much smaller than the variation across occupations or industries. Each geographical area covers a large population and a lot of overlap in the types of jobs, so we would expect to see more variation in exposure to AI when looking at smaller areas where the job markets will differ more26.',\n",
+ " 'metadata': {'uuid': 'dbc598d3-8cc2-480d-866f-5dbce216be9a',\n",
+ " 'index': 14,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.843265+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 261,\n",
+ " 'page_number': 16,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
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+ " 'text': 'Figure 3: Exposure to AI by geography\\n\\n26 At 4 digit SOC, between 55% and 80% of occupations within an individual geographical area or nation match the proportions seen for the UK as a whole.\\n\\n17\\n\\n4 Exposure to AI by qualification\\n\\nAn average AI occupational exposure score by highest qualification is estimated by linking together information on training with jobs. This is done using sample data that covers the qualifications held and training routes taken for young people in employment (age 23-30).27\\n\\n4.1 Training routes\\n\\nFigure 4 shows that early-career employees with higher levels of achievement are typically in occupations more exposed to AI. This aligns with findings from earlier in this report showing occupations labelled as higher skills levels were more exposed to AI. The same pattern is seen overall and across different training routes, for example apprenticeships, as shown in Figure 5. Female students are also in training that leads to more exposure to AI in jobs (overall their exposure score is 0.34 compared to 0.06 for males).\\n\\nEmployees that achieved apprenticeships at level 4 and above are in jobs most exposed to AI compared to any other route. However, this is based on a small sample, and the reference period for the data means it mainly includes the level 4 and 5 apprenticeship frameworks available before the introduction of new standards and growth in higher level apprenticeships from 2017 onwards. These apprenticeships were predominantly in accounting, professional services and IT, which typically are held by those in the occupations that are most exposed to AI.\\n\\nIn Annex 1, similar estimates have been made on the average exposure to AI using apprenticeship occupational maps and more recent data on apprenticeship starts. These estimates suggest employees with a level 4 or 5 qualification achieved through an apprenticeship are linked to jobs more exposed to AI than those that achieved similar level qualifications in Further Education or Higher Education settings.\\n\\n27 Longitudinal Education Outcomes study (LEO) linked to the Annual Survey of Hours and Earnings (ASHE).\\n\\n18\\n\\nFigure 4: Exposure to AI by highest level of attainment for early-career employees',\n",
+ " 'metadata': {'uuid': '36765f5a-0378-4ea0-859e-e59bfc976f08',\n",
+ " 'index': 15,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.843683+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 433,\n",
+ " 'page_number': 17,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
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+ " 'text': 'Student average\\n\\nFigure 5: Exposure to AI by training route28 for early-career employees\\n\\nStudent average\\n\\n4.2 Subject areas\\n\\nThe tables below show more detail on the subject area for the highest qualification held by employees and show similar findings to earlier in the report around occupations and sectors most impacted by AI.\\n\\nEarly-career employees that achieved qualifications in accounting and finance at level 4 and above are in jobs more exposed to AI than any other subject area across Further\\n\\n28 Higher Education and Further Education refers to the education setting.\\n\\n19\\n\\nEducation or apprenticeships. Employees that achieved a level 7 or higher qualification in economics or mathematics and statistics are in jobs most exposed to AI across all subjects in Higher Education. This reflects a high number of learners with these qualifications ending up in professional occupations, including in the finance and insurance sector.\\n\\nThe employees with the lowest exposure to AI are those that achieved level 2 or 3 qualifications in building and construction, manufacturing technologies, and transportation operations and maintenance.\\n\\nTable 4: Subjects most and least associated with exposure to AI by further education setting',\n",
+ " 'metadata': {'uuid': '55b04d9a-bab9-4a08-ac82-a20891b32b50',\n",
+ " 'index': 16,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.844054+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 219,\n",
+ " 'page_number': 19,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
+ " 'labor market']}}},\n",
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+ " 'text': 'Top 5\\n\\nLevel Level 4/5 Level 4/5 Level 3 Level 3 Level 6\\n\\nSubject Accounting and finance Building and construction Administration Business management Crafts, creative arts and design\\n\\nBottom 5 Level 3\\n\\nTransportation operations and maintenance\\n\\nBelow level 2 Foundations for learning and life Level 2 Level 2 Level 2\\n\\nBuilding and construction Manufacturing technologies Preparation for work\\n\\nTable 5: Top 5 subjects most and least associated with exposure to AI by apprenticeship setting\\n\\nTop 5\\n\\nLevel Level 4/5 Level 3 Level 3 Level 3 Level 3\\n\\nSubject Accounting and finance Accounting and finance Administration Marketing and sales ICT practitioners\\n\\nBottom 5 Level 2 Level 3 Level 2 Level 3 Level 2\\n\\nManufacturing technologies Transportation operations and maintenance Transportation operations and maintenance Building and construction Building and construction\\n\\nTable 6: Top 5 subjects most and least associated with exposure to AI by higher education setting29\\n\\nLevel\\n\\nSubject\\n\\n29 Higher Education training has been mapped to the sector subject area classification for Further Education.\\n\\n20\\n\\nAIOE 1.22 0.51 0.46 0.26 0.21\\n\\n0.65 -0.66 -0.74 -0.78 -0.79\\n\\nAIOE 1.31 1.10 0.75 0.53 0.52\\n\\n0.66 -0.73 -0.74 -0.80 -0.92',\n",
+ " 'metadata': {'uuid': '91e52605-ae68-4ef6-9ecd-dfdaef5eabbb',\n",
+ " 'index': 17,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.844242+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 310,\n",
+ " 'page_number': 20,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
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+ " 'text': 'AIOE\\n\\nTop 5\\n\\nLevel 7+ Level 7+ Level 6 Level 6 Level 7+\\n\\nEconomics Mathematics and statistics Economics Accounting and finance Law and legal services\\n\\nBottom 5 Level 4/5 Level 4/5 Level 4/5 Level 4/5 Level 6\\n\\nSport, leisure and recreation Leisure, Travel and Tourism Engineering Sociology and social policy Animal care and veterinary science\\n\\n1. The AI occupational exposure scores relate to the job that the individual was employed in which may not be directly associated with their training.\\n\\n2. Not all subject areas are included due to low sample sizes. 3. Higher Education and Further Education refers to the education setting. 4. Higher Education training has been mapped to the sector subject area classification for Further Education.\\n\\n21\\n\\n1.26 1.15 1.14 1.07 1.04\\n\\n0.11 0.10 0.08 0.05 -0.03\\n\\nAnnex 1: Apprenticeships\\n\\nAll apprenticeships are based on occupations recognised by employers. The Institute for Apprenticeships and Technical Education (IfATE) have developed occupational maps that bring these together to show where apprenticeships can lead.30 These occupational maps can be used together with data on apprenticeship participation to show the apprenticeships that lead to jobs with the most exposure to AI.31\\n\\nUnlike the analysis in the main body of the report these maps do not show the full range of occupations that people may actually take up after completing a standard but do provide a good relationship to the skills that would be expected in those occupations.\\n\\nFigure 6: Expected exposure to AI by apprenticeship level (using occupational maps)',\n",
+ " 'metadata': {'uuid': 'fa7bbaef-d242-4a2b-a521-469571b09edd',\n",
+ " 'index': 18,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.844532+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 349,\n",
+ " 'page_number': 20,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
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+ " 'text': 'Apprenticeships average\\n\\nFigure 6 shows that higher level apprenticeships are expected to lead to jobs with the most exposure to AI. This is consistent with the findings in the main report. Level 4 and level 5 apprenticeships are expected to lead to occupations with higher exposure to AI than level 6 apprenticeships, though this may be due to a small number of popular standards overly impacting on the average. The level 6 standards ‘Police Constable’ and ‘Registered Nurse Degree’ alone account for nearly 30% of starts at level 6 and have relatively low AIOE scores. Excluding these two standards would increase the level 6 average AIOE to 0.81, far closer to the level 4 exposure score.\\n\\n30 Occupational maps / Institute for Apprenticeships and Technical Education 31 IfATE occupational maps are mapped from SOC 2020 to SOC 2010 to align with the classification of the exposure data. The methodology covers 99.2% of apprenticeship starts in the data for 2022/23 Q3.\\n\\n22\\n\\nThe top 5 apprenticeships standards leading to jobs most exposed to AI (and with more than 1,000 starts) are:\\n\\n1. Level 4 Business Analyst 2. Level 7 Accountancy or Taxation Specialist 3. Level 4 Associate Project Manager 4. Level 3 Data Technician 5. Level 3 Assistant Accountant\\n\\n23',\n",
+ " 'metadata': {'uuid': 'afc99594-be0f-468b-ad94-b1375241f5a1',\n",
+ " 'index': 19,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.844852+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 293,\n",
+ " 'page_number': 22,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
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+ " 'text': 'Annex 2: Augmentation versus substitution\\n\\nResearch from the International Labor Organisation (ILO)32 used statistical methods to categorise the impact of AI on occupations as either ‘high augmentation’ or ‘high automation’ (or ‘high substitution’). The analysis is not UK specific and uses a different methodology including an international occupational classification system (ISCO) to categorise occupations. This has been mapped across to UK occupations using a crosswalk between ISCO and SOC 2010.33\\n\\nThe 16 occupations identified as ‘high automation’ tend to be those with the highest AIOE scores, both looking across all AI and for language modelling specifically (occupations appear in the top right corner of Figure 7).\\n\\nThe longer list of occupations identified as ‘high augmentation’ have a wide range of AIOE scores, though exclude those with the very lowest AIOE scores. This is to be expected as the augmentation only refers to some, but not all, of the tasks required for a job. Further, it is possible that occupations not highlighted may still have high exposure to AI but were not able to be identified as either high augmentation or high automation.',\n",
+ " 'metadata': {'uuid': '68b67996-cbba-4410-9606-25bbdee2f019',\n",
+ " 'index': 20,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.845102+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 234,\n",
+ " 'page_number': 24,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
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+ " 'text': 'Table 7: High automation occupations\\n\\nOccupation Authors, writers and translators Bank and post office clerks Bookkeepers, payroll managers and wages clerks Brokers Call and contact centre occupations Customer service occupations n.e.c. Finance officers Financial administrative occupations n.e.c Human resources administrative occupations Librarians Market research interviewers Other administrative occupations n.e.c. Pensions and insurance clerks and assistants Telephone salespersons Travel agents Typists and related keyboard occupations\\n\\n32 Generative AI and Jobs: A global analysis of potential effects on job quantity and quality (ilo.org) 33 Excel file for UK SOC 2010 mapped to ISCO 08\\n\\n24\\n\\nFigure 7: Occupations identified as ‘high augmentation’ or ‘high automation’ by ILO\\n\\n25\\n\\nAnnex 3: Comparison to findings from the Pew Research Center\\n\\nThe Pew Research Center produced a study in July 2023 on which US workers are more exposed to AI in their jobs34. This followed a similar approach to Felten et al but using work activities rather than human abilities. The 41 work activities listed in O*NET were classified as having low, medium or high exposure to AI based on the collective judgment of the researchers. Applying the same low, medium and high ratings to UK occupations through a mapping between O*NET and SOC 2010 allows the analysis to be replicated for UK.35\\n\\nOccupations are ranked according to the importance and proportion of high exposure work activities, and the top quarter of occupations are labelled as AI being of high importance. The same approach is carried out for low exposure work activities.\\n\\nFigure 8 shows a strong correlation between occupations with a high AIOE and occupations where AI is of high importance. The correlation to large language modelling specifically is slightly less strong but still present, and largely reflects that the Pew method considered all AI. Similarly, Figure 9 shows a strong correlation between occupations with a low AIOE score and occupations where AI is of low importance.\\n\\nFigure 8: High importance occupations highlighted against AIOE scores for AI and large language modelling',\n",
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+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
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+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
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+ " 'text': '34 https://www.pewresearch.org/social-trends/2023/07/26/which-u-s-workers-are-more-exposed-to-ai-on- their-jobs/ 35 UK SOC 2010 mapped to O*NET\\n\\n26\\n\\nFigure 9: Low importance occupations highlighted against AIOE scores for AI and large language modelling\\n\\n27\\n\\nAnnex 4: Further analysis for occupations exposed to large language modelling\\n\\nThe trends for exposure to large language modelling (LLM) follow a very similar pattern to those seen across all AI.\\n\\nThe estimates in this section use the AIOE scores for LLM specifically and are aggregated across industries, geography and training in the same way as described in the main report for all AI.\\n\\nExposure to LLM across industries\\n\\nThe methodology to calculate the industry estimate of exposure to LLM is constructed in the same way as is highlighted in section 3.1 for AI: taking the weighted average of the exposure scores for LLM across occupations within an industry. The average exposure to LLM for each industry is shown in\\n\\n28\\n\\nFigure 10.\\n\\nIn general, the industries more exposed to LLM follow the same themes as discussed for AI. The top six sectors with the highest exposure to LLM are the same as those with the highest exposure to AI: finance & insurance; information & communication; professional, scientific & technical; education; property; and public administration & defence. The education sector shows slightly higher relative exposure to LLM than to AI more generally.\\n\\nThe industries with the least exposure to LLM are also the same as those with the lowest exposure to AI: Agriculture, forestry & fishing; transport & storage (inc. postal); motor trades; construction; and accommodation & food services.\\n\\n29\\n\\nFigure 10: Exposure to LLM by industry',\n",
+ " 'metadata': {'uuid': '6a7bbedd-15d1-4e9f-9334-29e08595cb0c',\n",
+ " 'index': 22,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.845765+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 367,\n",
+ " 'page_number': 26,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
+ " 'labor market']}}},\n",
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+ " 'text': 'Exposure to LLM by geography\\n\\nFigure 11 shows that similar to AI, workers in London and the South East have the highest exposure to LLM across any geographical area of the UK. They are also the only areas to be above the average for the UK as a whole. The North East is the area with the least exposure to LLM across the UK.\\n\\nFigure 11: Exposure to LLM applications by geography\\n\\n30\\n\\nExposure to LLM by qualification\\n\\nTraining routes\\n\\nAs with all AI, Figure 12 shows that learners with higher levels of achievement are typically in jobs more exposed to LLM. The same pattern is seen overall and across different training routes.\\n\\nFigure 12: Exposure to LLM by highest level of attainment for early-career employees\\n\\nStudent average\\n\\nFigure 13: Exposure to LLM by training route for early-career employees\\n\\n31\\n\\nStudent average\\n\\nSubject areas\\n\\nThe tables below show more detail on the subject area for the highest qualification held by early-career employees and exposure to LLM. These show similar findings to the training most impacted by AI more generally.\\n\\nTable 8: Top 5 subjects most and least associated with exposure to LLM by further education setting',\n",
+ " 'metadata': {'uuid': '1ba8f187-c56b-4f49-9ae9-7b6480baff8c',\n",
+ " 'index': 23,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.846112+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 245,\n",
+ " 'page_number': 30,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
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+ " 'text': 'Top 5\\n\\nLevel Level 4/5 Level 3 Level 3 Level 4/5 Level 3\\n\\nSubject Accounting and finance Administration Direct learning support Building and construction Child development and well being\\n\\nBottom 5 Level 2 Level 2 Level 3 Level 2 Level 2\\n\\nTransportation operations and maintenance Preparation for work Transportation operations and maintenance Building and construction Manufacturing technologies\\n\\nTable 9: Top 5 subjects most and least associated with exposure to LLM by apprenticeship setting\\n\\nTop 5\\n\\nLevel Level 4/5 Level 3 Level 3 Level 3 Level 3\\n\\nSubject Accounting and finance Accounting and finance Administration Marketing and sales ICT practitioners\\n\\n32\\n\\nAIOE 1.11 0.53 0.42 0.36 0.33\\n\\n0.59 -0.61 -0.68 -0.71 -0.81\\n\\nAIOE 1.17 1.04 0.77 0.60 0.44\\n\\n… … … … Bottom 5 Level 2 Level 3 Level 2 Level 3 Level 2\\n\\nManufacturing technologies Transportation operations and maintenance Transportation operations and maintenance Building and construction Building and construction\\n\\nTable 10: Top 5 subjects most and least associated with exposure to LLM by higher education setting36',\n",
+ " 'metadata': {'uuid': 'cf2f9a3d-ca99-489c-b702-ad158a381b2a',\n",
+ " 'index': 24,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.846328+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 271,\n",
+ " 'page_number': 32,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
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+ " 'text': 'Top 5\\n\\nLevel Level 7+ Level 7+ Level 7+ Level 6 Level 6\\n\\nSubject Economics Law and legal services Mathematics and statistics Economics Accounting and finance\\n\\nBottom 5 Level 6\\n\\nLevel 4/5 Level 4/5 Level 6 Level 4/5\\n\\nEngineering and Manufacturing Technologies Sport, leisure, and recreation Sociology and social policy Animal care and veterinary science Engineering\\n\\n36 Higher Education training has been mapped to the sector subject area classification for Further Education.\\n\\n33\\n\\n0.69 -0.81 -0.74 -0.83 -0.93\\n\\nAIOE 1.19 1.15 1.08 1.08 0.99\\n\\n0.17 0.16 0.15 0.00 -0.01\\n\\n© Crown copyright 2023\\n\\nThis publication is licensed under the terms of the Open Government Licence v3.0 except where otherwise stated. To view this licence, visit nationalarchives.gov.uk/doc/open-government-licence/version/3.\\n\\nWhere we have identified any third-party copyright information you will need to obtain permission from the copyright holders concerned.\\n\\nAbout this publication:\\n\\nenquiries www.education.gov.uk/contactus download www.gov.uk/government/publications',\n",
+ " 'metadata': {'uuid': 'b2a942a7-3a01-477a-bb07-56d119d7e4c6',\n",
+ " 'index': 25,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.846609+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 258,\n",
+ " 'page_number': 33,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
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+ " 0.018777281045913696,\n",
+ " ...],\n",
+ " 'text': 'Follow us on Twitter: @educationgovuk\\n\\nLike us on Facebook: facebook.com/educationgovuk\\n\\n34',\n",
+ " 'metadata': {'uuid': '4fd54910-be11-4f7f-b067-2a9e30122e61',\n",
+ " 'index': 26,\n",
+ " 'created_datetime': '2024-12-05T17:17:13.846939+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'natasha.boyse@digital.trade.gov.uk/The_impact_of_AI_on_UK_jobs_and_training_report2.pdf',\n",
+ " 'token_count': 23,\n",
+ " 'page_number': 34,\n",
+ " 'name': 'The Impact of AI on UK Jobs and Training',\n",
+ " 'description': \"This report explores the effects of AI on the UK job market, highlighting occupations and sectors most affected. It examines exposure levels by skill, industry, and geography, while suggesting necessary training adaptations for the workforce to harness AI's benefits.\",\n",
+ " 'keywords': ['AI impact',\n",
+ " 'UK jobs',\n",
+ " 'training',\n",
+ " 'occupational exposure',\n",
+ " 'labor market']}}}]}}"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "response"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from pydantic import BaseModel\n",
+ "class AISettings(BaseModel):\n",
+ " \"\"\"Prompts and other AI settings\"\"\"\n",
+ "\n",
+ " # LLM settings\n",
+ " context_window_size: int = 128_000\n",
+ " llm_max_tokens: int = 1024\n",
+ "\n",
+ " # Prompts and LangGraph settings\n",
+ " max_document_tokens: int = 1_000_000\n",
+ " self_route_enabled: bool = False\n",
+ " map_max_concurrency: int = 128\n",
+ " stuff_chunk_context_ratio: float = 0.75\n",
+ " recursion_limit: int = 50\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ " # Elasticsearch RAG and boost values\n",
+ " rag_k: int = 30\n",
+ " rag_num_candidates: int = 10\n",
+ " rag_gauss_scale_size: int = 3\n",
+ " rag_gauss_scale_decay: float = 0.5\n",
+ " rag_gauss_scale_min: float = 1.1\n",
+ " rag_gauss_scale_max: float = 2.0\n",
+ " elbow_filter_enabled: bool = False\n",
+ " match_boost: float = 1.0\n",
+ " match_name_boost: float = 2.0\n",
+ " match_description_boost: float = 0.5\n",
+ " match_keywords_boost: float = 0.5\n",
+ " knn_boost: float = 2.0\n",
+ " similarity_threshold: float = 0.7\n",
+ "\n",
+ " # this is also the azure_openai_model\n",
+ " #chat_backend: ChatLLMBackend = ChatLLMBackend()\n",
+ "\n",
+ " # settings for tool call\n",
+ " tool_govuk_retrieved_results: int = 100\n",
+ " tool_govuk_returned_results: int = 5"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ai_settings = AISettings()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from langchain_core.embeddings.embeddings import Embeddings\n",
+ "\n",
+ "\n",
+ "from langchain_community.embeddings import BedrockEmbeddings\n",
+ "embedding_model = BedrockEmbeddings(region_name=\"eu-west-2\", model_id=\"amazon.titan-embed-text-v2:0\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "query = \"What is JSP 418?\"\n",
+ "query_vector = embedding_model.embed_query(query)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "query_filter = [{\n",
+ " \"bool\": {\n",
+ " \"should\": [\n",
+ " {\"terms\": {\"metadata.file_name.keyword\": ['nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf']}},\n",
+ " {\"terms\": {\"metadata.uri.keyword\": ['nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf']}}\n",
+ " ]\n",
+ " }\n",
+ " }, {\"term\": {\"metadata.chunk_resolution.keyword\": \"normal\"}}]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "final_query = {\"size\": ai_settings.rag_k,\n",
+ " \"query\": {\n",
+ " \"bool\": {\n",
+ " \"should\": [\n",
+ " {\n",
+ " \"match\": {\n",
+ " \"text\": {\n",
+ " \"query\": query,\n",
+ " \"boost\": ai_settings.match_boost,\n",
+ " }\n",
+ " },\n",
+ " },\n",
+ " {\n",
+ " \"match\": {\n",
+ " \"metadata.name\": {\n",
+ " \"query\": query,\n",
+ " \"boost\": ai_settings.match_name_boost,\n",
+ " }\n",
+ " }\n",
+ " },\n",
+ " {\n",
+ " \"match\": {\n",
+ " \"metadata.description\": {\n",
+ " \"query\": query,\n",
+ " \"boost\": ai_settings.match_description_boost,\n",
+ " }\n",
+ " }\n",
+ " },\n",
+ " {\n",
+ " \"match\": {\n",
+ " \"metadata.keywords\": {\n",
+ " \"query\": query,\n",
+ " \"boost\": ai_settings.match_keywords_boost,\n",
+ " }\n",
+ " }\n",
+ " },\n",
+ " {\n",
+ " \"knn\": {\n",
+ " \"field\": \"embedding\",\n",
+ " \"query_vector\": query_vector,\n",
+ " \"num_candidates\": ai_settings.rag_num_candidates,\n",
+ " \"filter\": query_filter,\n",
+ " \"boost\": ai_settings.knn_boost,\n",
+ " \"similarity\": ai_settings.similarity_threshold,\n",
+ " }\n",
+ " },\n",
+ " ],\n",
+ " \"filter\": query_filter,\n",
+ " }\n",
+ " },\n",
+ " }\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'size': 30,\n",
+ " 'query': {'bool': {'should': [{'match': {'text': {'query': 'What is JSP 418?',\n",
+ " 'boost': 1.0}}},\n",
+ " {'match': {'metadata.name': {'query': 'What is JSP 418?', 'boost': 2.0}}},\n",
+ " {'match': {'metadata.description': {'query': 'What is JSP 418?',\n",
+ " 'boost': 0.5}}},\n",
+ " {'match': {'metadata.keywords': {'query': 'What is JSP 418?',\n",
+ " 'boost': 0.5}}},\n",
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+ " ...],\n",
+ " 'num_candidates': 10,\n",
+ " 'filter': [{'bool': {'should': [{'terms': {'metadata.file_name.keyword': ['nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf']}},\n",
+ " {'terms': {'metadata.uri.keyword': ['nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf']}}]}},\n",
+ " {'term': {'metadata.chunk_resolution.keyword': 'normal'}}],\n",
+ " 'boost': 2.0,\n",
+ " 'similarity': 0.7}}],\n",
+ " 'filter': [{'bool': {'should': [{'terms': {'metadata.file_name.keyword': ['nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf']}},\n",
+ " {'terms': {'metadata.uri.keyword': ['nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf']}}]}},\n",
+ " {'term': {'metadata.chunk_resolution.keyword': 'normal'}}]}}}"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "final_query"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "RequestError",
+ "evalue": "RequestError(400, 'x_content_parse_exception', '[1:333] Failed to parse list: expecting START_ARRAY but got VALUE_STRING')",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mRequestError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[36], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msearch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mredbox-data-integration-chunk-current\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfinal_query\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28mprint\u001b[39m(response)\n",
+ "File \u001b[0;32m/opt/anaconda3/envs/py312/lib/python3.12/site-packages/opensearchpy/client/utils.py:176\u001b[0m, in \u001b[0;36mquery_params.._wrapper.._wrapped\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 173\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m v \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 174\u001b[0m params[p] \u001b[38;5;241m=\u001b[39m _escape(v)\n\u001b[0;32m--> 176\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m/opt/anaconda3/envs/py312/lib/python3.12/site-packages/opensearchpy/client/__init__.py:2431\u001b[0m, in \u001b[0;36mOpenSearch.search\u001b[0;34m(self, body, index, params, headers)\u001b[0m\n\u001b[1;32m 2428\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfrom_\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m params:\n\u001b[1;32m 2429\u001b[0m params[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfrom\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m params\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfrom_\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m-> 2431\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtransport\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mperform_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2432\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mPOST\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2433\u001b[0m \u001b[43m \u001b[49m\u001b[43m_make_path\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m_search\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2434\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2435\u001b[0m \u001b[43m \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2436\u001b[0m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2437\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m/opt/anaconda3/envs/py312/lib/python3.12/site-packages/opensearchpy/transport.py:457\u001b[0m, in \u001b[0;36mTransport.perform_request\u001b[0;34m(self, method, url, params, body, timeout, ignore, headers)\u001b[0m\n\u001b[1;32m 455\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 456\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 457\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 459\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 460\u001b[0m \u001b[38;5;66;03m# connection didn't fail, confirm its live status\u001b[39;00m\n\u001b[1;32m 461\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconnection_pool\u001b[38;5;241m.\u001b[39mmark_live(connection)\n",
+ "File \u001b[0;32m/opt/anaconda3/envs/py312/lib/python3.12/site-packages/opensearchpy/transport.py:418\u001b[0m, in \u001b[0;36mTransport.perform_request\u001b[0;34m(self, method, url, params, body, timeout, ignore, headers)\u001b[0m\n\u001b[1;32m 415\u001b[0m connection \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_connection()\n\u001b[1;32m 417\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 418\u001b[0m status, headers_response, data \u001b[38;5;241m=\u001b[39m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mperform_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 419\u001b[0m \u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 420\u001b[0m \u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 421\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 422\u001b[0m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 423\u001b[0m \u001b[43m \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 424\u001b[0m \u001b[43m \u001b[49m\u001b[43mignore\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mignore\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 425\u001b[0m \u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 426\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 428\u001b[0m \u001b[38;5;66;03m# Lowercase all the header names for consistency in accessing them.\u001b[39;00m\n\u001b[1;32m 429\u001b[0m headers_response \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m 430\u001b[0m header\u001b[38;5;241m.\u001b[39mlower(): value \u001b[38;5;28;01mfor\u001b[39;00m header, value \u001b[38;5;129;01min\u001b[39;00m headers_response\u001b[38;5;241m.\u001b[39mitems()\n\u001b[1;32m 431\u001b[0m }\n",
+ "File \u001b[0;32m/opt/anaconda3/envs/py312/lib/python3.12/site-packages/opensearchpy/connection/http_requests.py:238\u001b[0m, in \u001b[0;36mRequestsHttpConnection.perform_request\u001b[0;34m(self, method, url, params, body, timeout, allow_redirects, ignore, headers)\u001b[0m\n\u001b[1;32m 225\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m 226\u001b[0m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;241m200\u001b[39m \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39mstatus_code \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m300\u001b[39m)\n\u001b[1;32m 227\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m response\u001b[38;5;241m.\u001b[39mstatus_code \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ignore\n\u001b[1;32m 228\u001b[0m ):\n\u001b[1;32m 229\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlog_request_fail(\n\u001b[1;32m 230\u001b[0m method,\n\u001b[1;32m 231\u001b[0m url,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 236\u001b[0m raw_data,\n\u001b[1;32m 237\u001b[0m )\n\u001b[0;32m--> 238\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_raise_error\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 239\u001b[0m \u001b[43m \u001b[49m\u001b[43mresponse\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstatus_code\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 240\u001b[0m \u001b[43m \u001b[49m\u001b[43mraw_data\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 241\u001b[0m \u001b[43m \u001b[49m\u001b[43mresponse\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mContent-Type\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 242\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 244\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlog_request_success(\n\u001b[1;32m 245\u001b[0m method,\n\u001b[1;32m 246\u001b[0m url,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 251\u001b[0m duration,\n\u001b[1;32m 252\u001b[0m )\n\u001b[1;32m 254\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m response\u001b[38;5;241m.\u001b[39mstatus_code, response\u001b[38;5;241m.\u001b[39mheaders, raw_data\n",
+ "File \u001b[0;32m/opt/anaconda3/envs/py312/lib/python3.12/site-packages/opensearchpy/connection/base.py:315\u001b[0m, in \u001b[0;36mConnection._raise_error\u001b[0;34m(self, status_code, raw_data, content_type)\u001b[0m\n\u001b[1;32m 312\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mValueError\u001b[39;00m, \u001b[38;5;167;01mTypeError\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m 313\u001b[0m logger\u001b[38;5;241m.\u001b[39mwarning(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUndecodable raw error response from server: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, err)\n\u001b[0;32m--> 315\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m HTTP_EXCEPTIONS\u001b[38;5;241m.\u001b[39mget(status_code, TransportError)(\n\u001b[1;32m 316\u001b[0m status_code, error_message, additional_info\n\u001b[1;32m 317\u001b[0m )\n",
+ "\u001b[0;31mRequestError\u001b[0m: RequestError(400, 'x_content_parse_exception', '[1:333] Failed to parse list: expecting START_ARRAY but got VALUE_STRING')"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "response = client.search(index='redbox-data-integration-chunk-current', body=final_query)\n",
+ "print(response)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'took': 13,\n",
+ " 'timed_out': False,\n",
+ " '_shards': {'total': 1, 'successful': 1, 'skipped': 0, 'failed': 0},\n",
+ " 'hits': {'total': {'value': 24, 'relation': 'eq'},\n",
+ " 'max_score': 1.0,\n",
+ " 'hits': [{'_index': 'redbox-data-integration-chunk',\n",
+ " '_id': '6811f163-9df3-4fe4-a530-926ba724c7a6',\n",
+ " '_score': 1.0,\n",
+ " '_source': {'vector_field': [-0.5895335320679309,\n",
+ " -1.0876639525346419,\n",
+ " 0.0744881183104412,\n",
+ " -0.4812491049785401,\n",
+ " 1.6859210146005117,\n",
+ " 0.49743505497493345,\n",
+ " -1.1298768781919275,\n",
+ " 1.0039190001461544,\n",
+ " 0.12906668743397007,\n",
+ " -0.1558851528633001,\n",
+ " -1.7845348607803035,\n",
+ " -0.8689223500477694,\n",
+ " -0.5813303955544082,\n",
+ " 0.4191178490871586,\n",
+ " -0.38607274630526417,\n",
+ " -0.1379065414176914,\n",
+ " 0.07783268771301119,\n",
+ " -0.6169127216720464,\n",
+ " -0.354115235931688,\n",
+ " 1.5764957014800594,\n",
+ " -0.37355373221416865,\n",
+ " 1.0454895235999204,\n",
+ " -0.8012594857260215,\n",
+ " -0.3342095529765944,\n",
+ " -0.49996693943485243,\n",
+ " 0.2262665965809882,\n",
+ " 0.06543577379290215,\n",
+ " 1.2877977480157652,\n",
+ " 1.476298757030563,\n",
+ " 0.8455125972717183,\n",
+ " 0.615796547793273,\n",
+ " -0.4444400227240724,\n",
+ " 1.6516221350962055,\n",
+ " 0.10662493596447181,\n",
+ " 0.03671654562151792,\n",
+ " 0.07318648293777234,\n",
+ " 0.6258791688860226,\n",
+ " -0.35231945616431193,\n",
+ " 0.240941004042073,\n",
+ " 0.2622741701653742,\n",
+ " 0.4094871254241074,\n",
+ " 0.886425806812303,\n",
+ " 0.6143010337244192,\n",
+ " -0.9154697354264735,\n",
+ " -0.3236019516848432,\n",
+ " 1.9217976547347155,\n",
+ " 1.1096280418327693,\n",
+ " -1.9674582047760318,\n",
+ " 1.560361150552506,\n",
+ " 1.2767131959493008,\n",
+ " -1.9776164267830905,\n",
+ " 0.7199419283911375,\n",
+ " -0.460200339432535,\n",
+ " -0.6343364116529235,\n",
+ " -0.17554173606409715,\n",
+ " 0.8445403787615261,\n",
+ " 1.0076766847833847,\n",
+ " -0.2775069027408913,\n",
+ " 1.0528430785826053,\n",
+ " 1.0615370675602238,\n",
+ " -1.2594456809577033,\n",
+ " 2.2994577085760812,\n",
+ " -1.4984387597026485,\n",
+ " 0.8297127781639824,\n",
+ " -1.6689487235727967,\n",
+ " 0.8205419373300934,\n",
+ " 0.494480900331474,\n",
+ " -0.759744887548629,\n",
+ " -2.9450463122415225,\n",
+ " 0.09355495399098092,\n",
+ " 0.1357072342215633,\n",
+ " -1.7114771318880493,\n",
+ " -1.0927930225742961,\n",
+ " 0.06493843224699089,\n",
+ " 0.24456852322987144,\n",
+ " 0.6980690177708252,\n",
+ " 0.8241906612148017,\n",
+ " -1.706170347064075,\n",
+ " -0.9885325144507486,\n",
+ " 0.03218683050240687,\n",
+ " 1.3163539417709027,\n",
+ " -0.4092968466937628,\n",
+ " -0.1660649491753805,\n",
+ " 0.43980798565940554,\n",
+ " -0.4961758807507503,\n",
+ " 1.0503069671185072,\n",
+ " 0.8621983437664087,\n",
+ " 0.365934128955456,\n",
+ " 0.7450702091639557,\n",
+ " -0.3666704085571631,\n",
+ " -0.4489439401468931,\n",
+ " 0.4218781310244001,\n",
+ " 1.0048011737760512,\n",
+ " 0.17224559028486155,\n",
+ " 0.48948895760827377,\n",
+ " 0.3723086717308784,\n",
+ " -0.965024683993715,\n",
+ " 0.17971665747801585,\n",
+ " -1.3871259609419742,\n",
+ " 0.118899042120514,\n",
+ " -0.044794972047042476,\n",
+ " -0.1277975113823833,\n",
+ " 0.8929669848555939,\n",
+ " -0.14513983784317713,\n",
+ " 0.32549348490953967,\n",
+ " -0.3546161559665401,\n",
+ " 0.9580386387196953,\n",
+ " 0.24971906279013426,\n",
+ " 0.1738616981275326,\n",
+ " -0.22505226976268716,\n",
+ " 1.5292627498406695,\n",
+ " -1.5036998274799325,\n",
+ " -0.4202098884806407,\n",
+ " -1.7821127774028513,\n",
+ " -0.7836553249138619,\n",
+ " -0.4954269702308754,\n",
+ " -0.48456627920675477,\n",
+ " 0.6701691805061374,\n",
+ " 1.1204728576840204,\n",
+ " -0.15633133263502008,\n",
+ " 0.3720814282480907,\n",
+ " 1.2134071472673862,\n",
+ " -0.20702764801427448,\n",
+ " 0.06673543309208788,\n",
+ " -0.2976862384827057,\n",
+ " -1.7015492698361459,\n",
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+ " 'text': 'JSP 418 Management of Environmental Protection in Defence\\n\\nPart 1: Directive\\n\\nJSP 418 Pt.1 (V1.0 Dec 14) JSP 507 Pt.1 (V6.0 Jan 14)\\n\\nForeword\\n\\nThe Secretary of State for Defence (SofS) through his Health, Safety & Environmental Protection (HS&EP) Policy Statement requires each Top Level Budget Holder or Trading Fund Agency Chief Executive to be the Senior Duty Holder for the safety of defence activities conducted in his/her area of responsibility in addition to his/her wider HS&EP responsibilities. They are required to set down and implement HS&EP management arrangements for activities in their area of responsibility. The policy statement also requires there to be organisational separation between those who conduct defence activities and those who provide regulation, so that the latter are independent whilst being part of the Department.\\n\\nIt is the responsibility of commanders and line managers at all levels to ensure that personnel, including contractors, involved in the management, supervision and conduct of defence activities are fully aware of their environmental protection responsibilities.\\n\\nJ C S Baker\\n\\nDirector Defence Safety & Environment Authority Defence Authority for Health Safety & Environmental Protection September 2014\\n\\ni\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nPreface\\n\\nHow to use this JSP\\n\\nJSP 418 is intended as the lead Departmental publication for the management of 1. environmental protection in defence. It is designed to be used by all staff. This JSP contains the policy and direction on environmental protection in defence and guidance on the processes involved and good practice to apply to ensure defence meets its’ regulatory obligations. This JSP will be reviewed at least annually.\\n\\n2.\\n\\nThe JSP is structured in two parts:\\n\\na. Part 1 - Directive, which provides the direction that must be followed in\\n\\naccordance with Statute, or Policy mandated by Defence or on Defence by Central Government.\\n\\nb. Part 2 - Guidance, which provides the guidance and best practice that will\\n\\nassist the user to comply with the Directive(s) detailed in Part 1.\\n\\nRelated JSPs JSP 815 JSP 375 JSP 392\\n\\nTitle Defence, Health, Safety & Environmental Protection Management of Health & Safety in Defence Management of Radiation Protection in Defence\\n\\nCoherence with other Defence Authority Policy and Guidance.\\n\\n3. Where applicable, this document contains links to other relevant JSPs, some of which may be published by different Defence Authorities. Where particular dependencies exist, these other Defence Authorities have been consulted in the formulation of the policy and guidance detailed in this publication. Training\\n\\n4. Details of relevant training and competence can be sourced from TLB/TFA Chief Environment and Safety Officers (CESO) Organisation or equivalents. Defence specific Environmental Protection training is also available through the Specialist Training School at RAF Halton1. Further Advice and Feedback- Contacts\\n\\n5. The owner of this JSP is DSEA-CPA. For further information on any aspect of this guide, or questions not answered within the subsequent sections, or to provide feedback on the content, contact:\\n\\nJob Title/E-mail DSEA-CPA- Safetyenquiries@mod.uk\\n\\nProject focus JSP 418 Authors\\n\\nPhone\\n\\n1 http://defenceintranet.diif.r.mil.uk/Organisations/Orgs/RAF/Organisations/Locations/Halton/Pages/STSTrgSupp.aspx\\n\\nii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nFMC-Cap- InfraPolEnvComplAH@mod.uk DESTECH-QSEPEnv@mod.uk\\n\\nTLB/TFA CESO organisation or equivalent Local environmental protection advisors\\n\\nLead for Part 2 Leaflet 3\\n\\nLead for Part 2 Leaflets 5, 6, & 7 TLB/TFA central health & safety function and advice. Site specific environmental protection advice.\\n\\niii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nContents\\n\\nForeword\\n\\ni\\n\\nPreface\\n\\nii\\n\\nHow to use this JSP\\n\\nii\\n\\nTraining\\n\\nii\\n\\nCoherence with other Defence Authority Policy and Guidance\\n\\nii\\n\\nFurther Advice and Feedback – Contacts\\n\\nii\\n\\nContents\\n\\niv\\n\\nChapter 1 - Introduction, Maintenance and Disclaimer\\n\\n1\\n\\nChapter 2 - The Legislative Framework and Formulation of\\n\\n3\\n\\nDepartmental Policy\\n\\nChapter 3 - Organisational Roles and Responsibilities\\n\\n6\\n\\nChapter 4 - Risk Management\\n\\n8\\n\\nChapter 5 - Regulatory Organisations\\n\\n10\\n\\nChapter 6 - Corporate Records, Notifications and Investigations\\n\\n13\\n\\niv\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n1\\n\\nIntroduction, Authority, Maintenance and Disclaimer\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement by the Secretary of State (SofS) for Defence for Health, Safety and Environmental Protection (HS&EP) in Defence2 has as a fundamental objective that those who deliver or conduct defence activities protect the environment when undertaking those activities. The Policy Statement applies to everyone and all organisations within Defence who conduct defence activities.\\n\\n2.\\n\\nThe Policy Statement states that authority is given to the Director General, Military Aviation Authority (DG MAA) and the Director, Defence Safety and Environment Authority (Director DSEA) for the regulation of HS&EP in Defence where there is a Departmental responsibility.\\n\\n3.\\n\\nJSP 815 amplifies the SofS’s Policy Statement and describes the arrangements for the management of HS&EP throughout Defence, provides strategic direction to TLB Holders and TFA Chief Executives responsible for conducting defence activities and provides an overview of the arrangements for the regulation of defence activities. JSP 815 defines the requirements of the Policy Statement in respect of Environmental Protection as being ‘based on the UK environmental legislative framework not encompassing sustainable development’. Therefore sustainable development requirements are not addressed within this JSP; Departmental policy for which is the responsibility of the Defence Infrastructure Organisation.\\n\\n4.\\n\\nJSP 418 is the corporate publication that provides guidance to Defence in meeting its’ Environmental Protection Policy and Regulatory obligations. JSP 418 has two parts. Part 1 Directive, which provides the direction that must be followed in accordance with Statute, or Policy mandated by Defence or on Defence by Central Government. Part 2 Guidance, which provides the guidance and best practice that will assist the user to comply with the Directive(s) detailed in Part 1. These leaflets provide guidance and Defence Codes of Practice (DCoP) on how TLB/TFAs and Commanding Officers / Heads of Establishment comply with regulatory or policy requirements. DCoPs set out rules to aid TLB/TFAs in complying with regulations and represent good practice for defence.\\n\\nAuthority\\n\\n5.\\n\\nJSP 418 is the lead Department publication for Corporate Environmental Protection under the SofS’s Policy Statement for HS&EP and JSP 815.\\n\\n6.\\n\\nJSP 418 is sponsored by Director DSEA, and is produced and maintained, in consultation with stakeholders, by DSEA Corporate Policy and assurance (CPA).\\n\\nAmendment Record\\n\\n7.\\n\\nAmendments will be staffed by DSEA-CPA together with lead areas, relevant subject matter experts and key stakeholders.\\n\\n2http://defenceintranet.diif.r.mil.uk/libraries/corporate/Ministry%20of%20Defence/20120920.1/20130601_SofS_HSEP_Policy_Statement _signed.pdf\\n\\n1\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n8.\\n\\nComments or proposed amendments to this JSP are to be made by e-mail to DSEA-CPA- Safety enquiries using the following format:\\n\\na. Senders reference b. Date c. Chapter/Leaflet/Page/Paragraph being addressed d. Comment\\n\\nAmd no.\\n\\nDate\\n\\nText Affected\\n\\nAuthority\\n\\nDisclaimer\\n\\n9.\\n\\nNothing contained within this JSP removes the requirement on anyone to comply with applicable legislation, Defence regulations and the Policy Statement.\\n\\nEquality & Diversity Impact Assessing Statement\\n\\nThis policy has been equality and diversity impact assessed in accordance with Departmental policy. This resulted in a Part 1 screening only completed (no direct discrimination or adverse impact identified). This policy is due for review in 2017.\\n\\n2\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n2 The Legislative Framework and\\n\\nFormulation of Departmental Policy\\n\\nIntroduction\\n\\n1.\\n\\nEnvironmental legislation provides the cornerstone for protecting both the environment and human health from harm. Within the UK, Defence is required to comply with all applicable environmental protection legislation (including legislation giving effect to the UK’s international obligations). Overseas, Defence will apply UK standards where reasonably practicable and, in addition, respond to host nations’ relevant environmental protection expectations.\\n\\n2.\\n\\nThere are a number of pieces of environmental protection legislation, international treaties or protocols which include exemptions (coverage excludes) or derogations (authority given to deviate) relevant to defence activities. Additionally, where legislation does apply, there maybe powers of specific dis-application granted to SofS which may be invoked in the interests of Defence and or national security. In these circumstances the Policy Statement requires the introduction of Departmental arrangements that produces outcomes which are, so far as reasonably practicable, at least as good as those required by legislation. In the few cases where applicable the guidance in Part 2 of this JSP outlines in detail the mandated processes through which an exemption, derogation or dis-application can be granted or utilised for certain defence activities.\\n\\n3.\\n\\nUnder customary international law, Visiting Forces have state immunity from domestic legislation and this is outlined in more detail JSP 815 Part 2. Interface arrangements have been agreed between the Environment Agency and United States Visiting forces (USVF) 3; these form an annex to the Ministry of Defence / Environment Agency Memorandum of Understanding.\\n\\nLegislation\\n\\n4.\\n\\nThere is a wide range of environmental legislation covering air, water, land, waste, natural resources, flora, fauna and human activity which have the potential to impact on Defence. Such requirements can often be complex both individually and collectively and because of the unique position of Defence and the need to maintain outputs including Operational Capability. Defence’s environmental protection obligations can be found throughout differing levels of legislation. Comprehensive lists of relevant environmental protection legislation are required as part of the Environmental Management System (EMS) covering the site; further information on EMS can be found in Chapter 4.\\n\\nInternational Treaties\\n\\n5.\\n\\nInternational treaties are usually signed by national governments (Westminster Parliament not Devolved Administrations) and they may or may not be binding legal requirements on signatories. As Defence operates across national boundaries we need to be aware of our international obligations and these include, amongst others, the Basel Convention on the Transboundary Movements of Hazardous Waste and Their Disposal and the Stockholm Convention on Persistent Organic Pollutants.\\n\\n3 In the UK, United States Visiting Forces (USVF) operate under the terms of the Agreement Between the Parties to the North Atlantic Treaty Regarding the Status of Their Forces (London 19 June 1951) (NATO SOFA). USVF implement management systems and processes which provide the same substantive protection as required by UK legislation and MOD environmental protection policy. When there is a variance between US and UK standards it is USVF policy to apply the more environmentally protective standard.\\n\\n3\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nEuropean Legislation\\n\\n6.\\n\\nThe majority of new UK environmental protection legislation now originates at the European level; the main legal instruments are EU directives and regulations. European legislation is transposed into national legislation by each member state. For example the Integrated Pollution Prevention and Control (IPPC) (EC 1996) was implemented in the UK by the Pollution Prevention and Control (PPC) Act (1999) and supporting statutory instruments such as the Environmental Permitting (England & Wales) Regulations (2010). European regulations tend to apply directly on a member state and do not necessarily need to be transposed through specific national legislation for example the Transfrontier Shipment of Waste Regulations (EC 1994).\\n\\nUnited Kingdom (UK) Legislation\\n\\n7.\\n\\nIn the UK legislation comprises Acts of Parliament and statutory instruments with the latter being referred to as regulations. Acts generally provide policy principles and broad requirements while statutory instruments (SIs) are specific and detailed. SIs can be updated to take account of changes at the operating level.\\n\\n8.\\n\\nIn the UK the primary piece of environmental protection legislation is the Environmental Protection (EPA) Act (1990). The EPA defines within England, Scotland and Wales the legal framework for duty of care for waste, contaminated land and statutory nuisance. One of the principal regulations in England and Wales is the Environmental Permitting Regulations (EPR) (2010). EPR provides a consolidated framework for environmental permits and exemptions covering industrial activities, waste operations and water discharge activities amongst others. EPR also sets out the powers, functions and duties of the regulators4. In Scotland and Northern Ireland the principle permitting regulations are the Pollution Prevention and Control (PPC) Regulations.\\n\\nDevolved Administrations\\n\\n9.\\n\\nUnlike Defence, which is a reserved matter, environment is a devolved power and the Devolved Administrations have the right to bring forward their own environmental protection legislation. Within the UK there are four differing regulatory regimes for environmental protection; the differences can be subtle but the impact of non-compliance maybe significant. Defence operates throughout the UK and needs to be aware of the differing requirements in each of the four UK territories to ensure we are compliant in meeting differing statutory requirements5.\\n\\nDefence Regulations\\n\\n10. Defence Regulators provide regulation of EP for Defence activities where this is a Departmental responsibility. Defence regulators are empowered by SofS by Charter (DG MAA) or via a delegation from PUS and Director DSEA (DSEA Regulators). Defence regulators operate regimes that are aligned, where reasonably practicable, with statutory equivalents or near equivalents. These defence regulations are contained in the regulators appropriate Level 2 documents. Further information on the role of Defence Regulators can be found in Chapter 5.\\n\\n4 The Environment Act (1995) established the regulatory bodies of the Environment Agency and Scottish Environment Protection Agency. 5 For example England, Wales and Northern Ireland brought in Hazardous Waste Regulations in 2005 to replace the Special Waste Regulations (1996); whereas Scotland took the decision to amend the Special Waste Regulations (1996) in 2004 rather than bring in new Hazardous Waste Regulations.\\n\\n4\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence Policy & Formulation\\n\\n11.\\n\\nIt is essential that Defence is aware of, and can appropriately influence, emerging EP legislation and consider the need for exemptions for Defence activities, should the potential consequence be a severe constraint on capability. DSEA-CPA co-ordinates processes aligned with HS&EP domains with TLBs, TFAs and Defence Regulators to track and influence legislation and exemptions. The granting of exemptions is a rare event in EP legislation and will only be considered where a significant impact on Defence activities has been identified. The Department is supportive of the principles underpinning environmental protection legislation including the principle that the polluter pays.\\n\\n12. As the majority of new EP legislation originates from Europe DSEA-CPA represents MOD in DEFNET (DEFence environmental NETwork) to ensure we are aware of upcoming European legislation that has the potential to impact Defence activities and, where appropriate, to influence its development through the established formal UK process. DEFNET is an informal, expert-level, forum which focuses on the environmental issues that through European legislation adversely affect, or could adversely affect, Member State’s defence activities and operational capabilities.\\n\\n13. The Defence Environment and Safety Committee (DESC) is the senior Departmental committee for HS&EP; it is chaired by the PUS and provides advice on high-level policy including JSP 815 from which this JSP takes its lead.\\n\\n14. There is no formal Defence Committee for JSP 418. DSEA-CPA, as its authors, will utilise the Department’s existing informal processes to consult on the development of the JSP with stakeholders and experts groups; these will include the TLB/TFA CESO organisations or equivalents and appropriate subject matter expert groups.\\n\\nDepartmental Publications\\n\\n15. The Department produces publications (typically in JSPs) on HS&EP in a hierarchy of four levels.\\n\\na. Level 1 – Departmental Policy (e.g. JSP 815)\\n\\nb. Level 2 – Defence Regulations owned by Defence Regulators\\n\\nc. Level 3 – Rules and guidance (including where appropriate Codes of Practice) provided by Defence Regulators on Legislation and Defence regulations; DSEA-CPA provides rules and guidance to Defence on corporate requirements and compliance with legislation (this JSP).\\n\\nd. Level 4 – procedures and arrangements, normally produced within TLBs and TFAs, containing more detailed advice for line management on how implementation of Levels 1-3 can be achieved.\\n\\n16. DSEA-CPA is to ensure that the contents of JSP 418 is consistent with the publications above it i.e. JSP 815. TLBs and TFAs are to ensure consistency with higher level documents including this JSP.\\n\\n5\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n3 Organisational Roles and\\n\\nResponsibilities\\n\\nCorporate Roles and Responsibilities\\n\\n1.\\n\\nAs part of their commitment to achieving and maintaining high HS&EP standards; SofS and the Defence Board regularly receive information on and consider HS&EP matters. This information includes interventions by Statutory and Defence regulators for environmental protection.\\n\\n2.\\n\\nThe PUS is responsible for ensuring that effective management arrangements are in place to deliver compliance with the Policy Statement. The term arrangements is used to encompass any set of ‘systems’ or ‘procedures’ that would be put in place to comply with the Policy Statement. For EP this includes the requirement that all MOD sites are covered by an appropriate Environmental Management System (EMS) based on the ISO 14001 standard. An EMS is an important tool in managing EP as it requires sites to identify, understand and keep a record of the regulatory requirements applicable to the activities conducted.\\n\\nCorporate Policy and Assurance\\n\\n3.\\n\\nDirector DSEA through DSEA-CPA is responsible for:\\n\\na. Drafting the SofS’s Policy Statement, JSP 815 and providing other corporate\\n\\nguidance including this JSP.\\n\\nb. Co-ordinating the tracking and influencing of legislation.\\n\\nc. Managing the Strategic relationship with HS&EP statutory regulators e.g. HSE, EA\\n\\nd. High level assurance processes including the compilation of the Departmental\\n\\nHS&EP Annual Assurance report.\\n\\ne. Providing the Secretariat for the DESC.\\n\\nf. Ministerial, Parliamentary and public information business relating to corporate\\n\\nenvironmental protection.\\n\\ng. Proposing corporate approaches to improve environmental protection performance.\\n\\nh. Maintaining a central record of environmental protection enforcement action and\\n\\nrisks referred to the SofS.\\n\\nEnvironmental Protection Management Duties\\n\\n4.\\n\\nThe Policy Statement requires that TLB holders and TFA Chief Executives are to set down and implement HS&EP management arrangements for activities in their areas of responsibility and that commanding officers and managers to whom they may delegate HS&EP authority are competent and have adequate resources at their disposal. TLB/TFA holders should ensure that their organisations have processes and systems in place to minimise adverse effects on the environment, to report, collate and record environmental incidents from their activities.\\n\\n6\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n5.\\n\\nEach establishment (Site) shall have in place processes and procedures to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the EMS covering the site. Commanding Officer / Heads of Establishments must ensure that the establishment has or is covered by an EMS.\\n\\n6.\\n\\nCommanding Officer / Heads of Establishments must make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site. Where there is imminent or actual threat of environmental damage6 occurring the relevant statutory regulator should be immediately informed.\\n\\n7.\\n\\nFor acquisition Delivery Team leaders must ensure that their project has or is covered by a Project Orientated Environmental Management System (POEMS)7.\\n\\n8.\\n\\nEmployees have duties under EP legislation and should be made aware of those through site procedures and systems.\\n\\nContractors and Partners\\n\\n9.\\n\\nTLB/TFAs routinely engage contractors and partners to undertake a wide range of defence activities. Contractors and partners must be competent to undertake the activities required and will comply with all relevant environmental legislation and the employing commanding officer or manager is to ensure that this is the case. TLB/TFAs will monitor that its contractors and partners hold appropriate environmental permits and licences and, the contractor and partners have in place and implement procedures to comply with environmental protection legislation.\\n\\n10.\\n\\nIf there are exemptions from legislation that are relevant to the contractor’s or partner’s defence activities, then Defence regulations apply. The Defence contracting organisation is to ensure that this is expressed in the contract or agreement and that relevant Defence regulators are empowered through the contract agreement to regulate the contractor’s or partner’s activities.\\n\\n6 Environmental Damage (Prevention and Remediation) Regulations 2009 – See Volume 2 Leaflet 2 for further information\\n\\n7 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n7\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n4 Environmental Risk Management\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement requires that adverse effects on the environment are minimised; Defence must meet this requirement through legislative compliance and the implementation of Environmental Management Systems (EMS) 8. on our sites and in our acquisition projects etc.\\n\\nEnvironmental Regulations\\n\\n2.\\n\\nIndividual environmental protection legislation refers to terms such as ‘As Low As Reasonably Achievable’, ‘Best Available Techniques’, Best Practicable Environmental Option’; all have subtle variations of meaning and application. Where establishments undertake defence activities requiring permits or authorisations under statutory regulations the appropriate statutory regulator or statutory guidance for the activity will be able to advise on the applicable risk management technique to be utilised.\\n\\n3. Many Defence activities requiring statutory authorisations or permits are undertaken by contractors or partnering organisations. In such cases Defence contracting organisations shall assure themselves and other TLBs/Duty Holders that their Industry Partners have all the appropriate permits and licenses. Commanding Officer / Heads of Establishments will need to assure themselves that the appropriate permit or licence has been granted for the activity; local or central TLB/TFA HS&EP advisors should be able to provide advice on the process for gaining that assurance. Volume 2 of this JSP provides detailed guidance and DCoPs in the form of leaflets for how defence meets its’ regulatory obligations. Volume 2 includes leaflets covering EP areas such as Environmental Management Systems, Pollution Prevention, Controlled Waste, Hazardous Substances & Restricted Materials and Contaminated Land.\\n\\n5. Where Defence has exemptions, derogations or dis-applications from legislation then Defence Regulators will provide guidance, usually through their level 2 JSP documents, on the risk management for environmental protection. This may be in the form of an equivalent process to statutory requirements or through a process of identifying the most appropriate environmental protection option for the Defence activity concerned.\\n\\n6. Where there is a need to identify the most appropriate environmental protection option the outcome decided on should be the result of a systematic and consultative decision-making procedure which involves customers and delivery organisations and defence regulators where appropriate. The final option should identify a level of management and engineering control that minimises, as far as practicable, the release of potentially polluting substances to the environment whilst taking account of a wider range of factors, including cost-effectiveness, technological status, operational capability, and environmental factors.\\n\\nEnvironmental Management Systems\\n\\n7.\\n\\nPotential risk to the environment from a sites’ day to day activities should be managed through the implementation of EMS on our establishments and the identification of environmental activities, their aspects and impacts and the assessment of significance. EMS should be proportional to the risks associated with the size of the site, and the types of activities undertaken on site. Under certain circumstances, e.g. small low risk sites, it may be appropriate for the site to be covered by either a nearby establishment’s EMS or, as part\\n\\n8 Further details can be found in Part 2\\n\\n8\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nof a higher level EMS i.e. TLB level. EMS are the key tool in helping manage EP regulatory compliance in Defence. Commanding Officer / Heads of Establishments must ensure their establishment has or is covered by an EMS, this will usually be through the local environmental protection advisor. Further detail can be found in Volume 2 Leaflet 1.\\n\\n8. During acquisition the SofS commitment to EP is met through implementation of a Project Oriented Environmental Management System (POEMS)9. POEMS ensures Delivery Teams identify potential environmental impacts and risks associated with equipment systems and services acquisition projects. POEMS states that DTs are responsible for providing information gathered on potential environmental impacts associated with their projects to other parties. E.g. emissions to the environment, including noise, provided to users and/or Defence regulators. Major Accident and Control Regulations\\n\\n9.\\n\\nThe Major Accident Control Regulations (MACR) require a comprehensive Major Accident Environmental Risk Assessment (ERA) to be undertaken on establishments that fall under MACR in line with JSP 49810. MACR Sites with an ERA should incorporate the assessment in to the site EMS to aid in the management of EP on site.\\n\\nEnvironmental Protection Overseas and in Operations\\n\\n10. Defence recognises that it still has a requirement to minimise adverse impacts on the environment overseas and in Operations despite these posing unique challenges in the management of environmental protection. Part 2 provides further advice on managing EP on the overseas estate.\\n\\n11. When on Operations personnel should apply UK standards where reasonably practicable and, in addition, apply the Host Nation’s standards for Health and Safety, including EP. Whilst it is fully understood that total compliance with UK legislation is not always possible within the operational environment, Operational Commanders have a duty of care to ensure, as far as reasonably practicable, that the approach to EP, as part of Op Safety is proportionate with the understanding that it may not be possible to fully meet legislative and policy standards expected in the UK. Where this is the case, decisions shall be supported by a robust risk assessment process.\\n\\n9 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n10 http://defenceintranet.diif.r.mil.uk/Reference/DINsJSPs/Pages/JSP498MajorAccidentControlRegulations.aspx\\n\\n9\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n5 Regulatory Organisations\\n\\nStatutory Regulators\\n\\n1. Most Defence activities in the UK are fully subject to the requirements of environmental protection legislation and are regulated by statutory regulators. Within the UK territories there are four main statutory regulators for EP, these are:\\n\\na. Environment Agency\\n\\nb. Scottish Environment Protection Agency\\n\\nc. Natural Resources Wales\\n\\nd. Northern Ireland Environment Agency\\n\\n2.\\n\\nFurther to the four main statutory regulators other organisations also have statutory roles for EP these include:\\n\\na. Local Authorities\\n\\nb. Marine Management Organisation\\n\\nc. Health & Safety Executive (UK Competent Authority for the Registration, Evaluation,\\n\\nAuthorisation & Restriction of Chemicals (REACH) Regulation)\\n\\nd. Office of the Nuclear Regulator (ONR)\\n\\n3.\\n\\nThe regimes operated by the statutory regulators are dependent on the legislation that empowers them, and there is variety in those. The Environment Act (1995) established the Environment Agency (EA) and the Scottish Environment Protection Agency (SEPA) as regulatory bodies for environmental protection; the Natural Resources Body for Wales (Establishment) Order 2012 established Natural Resources Wales as the environmental protection regulator for Wales. The Northern Ireland Environment Agency was launched in 2008 and is an Executive Agency within the Department of Environment in Northern Ireland.\\n\\n4.\\n\\nCo-ordinated by Director DSEA the Department maintains Memorandum of Understanding (MoU) with the EA and the MMO while the Department also has a Radioactive Substances Agreement with SEPA.\\n\\n5.\\n\\nThese agreements help standardise interactions between the statutory regulators and Commanding Officers / Heads of Establishment and the Department as a whole; in certain areas the MoU provides interpretation of the regulators responsibilities in Defence.\\n\\nDefence Regulators\\n\\n6.\\n\\nDefence regulators provide regulations and guidance of environmental protection for defence activities where there is a Departmental responsibility; this includes where these activities take place outside the UK but with due regard to host nation expectations. See JSP 815 Chapter 4 for further details on Defence regulators.\\n\\n7.\\n\\nAlthough most Defence activities are subject to EP legislation, there are areas where the Defence regulators do have additional Defence regulations that cover areas of EP legislation\\n\\n10\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\ne.g. JSP 518 & 538 Annex C to Chapter 2 – Further Authorisation Conditions (FAC) 3: Radioactive Discharges.\\n\\n8.\\n\\nDefence regulators’ requirements can range from the requirement to submit an exemption case for consideration and approval to a simple requirement that TLB/TFAs have systems and processes in place to manage an environmental protection requirement.\\n\\n9.\\n\\nDefence regulators may also take account of compliance with statutory requirements as part of their permissioning of activities e.g. DSEA – Fuels and Gases Safety Regulator (FGSR) licensing of fuel installactions. For further information on Defence regulators requirements please see their specific Level 2 JSPs.\\n\\nOverseas Authorities\\n\\n10. Notwithstanding the position of state immunity under customary international law, many host nations have environmental protection authorities with expectations (which maybe expressed in written agreements) in respect of UK defence activities conducted in their jurisdiction. A Commanding Officer or manager should be fully aware of such agreements and the environmental protection requirements placed on defence when undertaking their activities. Enforcement\\n\\nStatutory Regulators\\n\\n11. Statutory regulators have enforcement powers and regimes granted to them by legislation. Where an allegedly offending defence activity is conducted by Crown servants i.e. members of the armed forces or MOD civilians, statutory regulators powers can be modified to take account of that fact.\\n\\n12. The relevant statutory regulator in the four territories of the UK will consider action against the Department, as they would against a civil establishment, in accordance with their own individual enforcement guidance/statements11. However, the Department, as part of the Crown, cannot be criminally liable, including failure to comply with prohibition, enforcement or works notices. This does not reduce the impact of enforcement action taken against the Department.\\n\\n13. Where, but for Crown immunity, the Department would have been prosecuted as a corporate body; the statutory regulators may apply to the High Court (England, Wales, Northern Ireland) or the Court of Session (Scotland) for a declaration that our acts or omissions were unlawful. The Environment Agency (EA) has undertaken, through the Memorandum of Understanding (MoU), not to prosecute Crown servants in lieu of corporate responsibilities.\\n\\n14. Notwithstanding Crown immunity from prosecution, the actions of Crown servants may constitute criminal offences and as such they may be prosecuted individually. The MoU with the EA sets out that they will only prosecute individuals in circumstances where they would have prosecuted individuals of a private company. For senior managers only, this will normally be where it can be shown that an offence has been committed with the consent of or connivance of, or has been attributable to any neglect on the part of, any senior manager or a person who was purporting to act in such a capacity.\\n\\n15. The Radioactive Substances Agreement with SEPA states that in the event of a compliance issue SEPA will deal with the matter using a similar approach to that outlined in SEPA’s Enforcement Policy. In such an event SEPA will formally write to the Secretary of State for\\n\\n11 http://www.environment-agency.gov.uk/static/documents/Business/Enforcement_and_Sanctions_Guidance.pdf http://www.sepa.org.uk/about_us/idoc.ashx?docid=48c35c8b-7a17-40da-80ed-f4637abbcf4c&version=-1 http://www.doeni.gov.uk/niea/niea_enforcement_policy.pdf http://naturalresourceswales.gov.uk/content/docs/word/our-work/about-us/enforcement-policy-en.doc?lang=en\\n\\n11\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence and copied to the Commanding Officer / Head of Establishment, Director DSEA and Hd DNSR.\\n\\n16. As part of the Crown, the Department cannot be made subject of a civil penalty under the Regulatory Enforcement and Sanctions Act 2008.\\n\\n17.\\n\\nIn the event of any of the following interventions by a statutory regulator: enforcement notices, works notices, prohibition notices, suspension or revocation of environmental permits or licenses; DSEA-CPA should be notified by the TLB/TFA involved; usually through the central HS&EP function e.g. CESO. Further information can be found in Chapter 6.\\n\\nDefence Regulators\\n\\n18. Defence regulators have enforcement powers granted by charter or delegations; see JSP 815 Chapter 4 and for further information on Defence regulators requirements see their specific Level 2 documents. Where Defence is subject to environmental protection legislation, the statutory regulator has ultimate jurisdiction.\\n\\n12\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n6 Corporate Records, Notifications and\\n\\nInvestigations\\n\\n1.\\n\\nIn order to support routine and annual reporting (including to the Defence Board and for the Holding to Account Process) and to provide centrally held data in the event of enquiries. DSEA-CPA collates records for certain EP interventions by statutory regulators. JSP 815 requires TLB/TFA holders are to ensure that their organisations have systems in place to report, collate and record environmental incidents from their activities.\\n\\n2.\\n\\nAs outlined in Chapter 3 processes and procedures are to be put in place at site level to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the Environmental Management System (EMS) covering the site and in the event of an incident recorded as part of the site EMS.\\n\\n3.\\n\\nCommanding Officer / Head of Establishments are to make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site.\\n\\n4.\\n\\nThe UK Government is required to annually submit to the European Commission information on Ozone Depleting Substances (ODS) including Halon gases. Members of the MOD Montreal Protocol Task Force (MPTF) must collect and submit data annually so that Defence can meet its obligations; further guidance on the reporting requirements is to be found in Part 2 of this JSP.\\n\\nIncident Notifications\\n\\n5. Where there is imminent or actual threat of environmental damage12 occurring the relevant statutory regulator should be immediately informed.\\n\\n6.\\n\\nDependent on the nature of an environmental incident Commanding Officer / Head of Establishment and environmental protection staff may be required to notify other Defence organisations or their partners, wider than their own TLB/TFA, of an incident.\\n\\n7.\\n\\nThese can include but are not limited to:\\n\\na. DSEA-FGSR in the event of fuel spills, in line with reporting protocols in JSP 317. b. DSEA-DNSR in the event of a discharge to the environment in line with JSPs 518 &\\n\\nc.\\n\\n538. Incidents that have the potential to impact or relating to infrastructure assets failure should be reported to the asset owner; in the majority of cases this will be DIO or PPP/PFI partner.\\n\\n8.\\n\\nAll Contractors and Partners should be made aware of establishment emergency and incident reporting procedures in line with the 4Cs (Co-ordination, Co-operation, Communication and Control) process. Incidents should be reported to the establishment focal point and host TLB.\\n\\n12 Environmental Damage (Prevention and Remediation) Regulations 2009 – See PArt 2 Leaflet 2 for further information\\n\\n13\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n9.\\n\\nAny incidents that have the potential or have actually resulted in any enforcement action against a PFI/PPP partner should be reported through their relevant contract monitoring organisation to DIO.\\n\\n10. Further advice on incident notification can be sort from the TLB/TFA central HS&EP function.\\n\\nEnforcement Notifications\\n\\n11. Summaries of relevant statistics are included in the Departmental HS&EP Annual Assurance Report and enforcement actions by Defence and Statutory regulators are reported to the Defence Board on a monthly basis. TLB/TFA holders (or their central HS&EP staff) must notify DSEA-CPA of any enforcement action taken by statutory or Defence regulator as soon as possible after the action is taken. Investigations\\n\\n12. Following an incident an investigation should be undertaken by the Commanding Officer or senior manager under whose Area of Responsibility the activity resulting in the incident falls. Investigations should be appropriate to the incident under investigation.\\n\\n13. Where an environmental protection incident also involves a health and safety related injury the investigations should be run in parallel so as to enable one incident report to be raised. In such an event the health and safety reporting requirements in JSP 375, Part 2 Volume 1, Accident/Incident Investigation and Reporting should also be followed.\\n\\n14. Commanding Officer / Heads of Establishment are responsible for ensuring that the recommendations of an investigation are followed through and implemented on their site within a reasonable timeframe. Where the responsibility for actioning a recommendation falls on another TLB/TFA or a PPP/PFI partner Commanding Officers / Head of Establishments need to assure themselves the recommendation is being acted on. In the event that a recommendation is not being acted upon within a reasonable timeframe the Commanding Officer / Head of Establishment should escalate this through the management chain.\\n\\n14\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)',\n",
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+ " 'text': 'JSP 418 Management of Environmental Protection in Defence\\n\\nPart 1: Directive\\n\\nJSP 418 Pt.1 (V1.0 Dec 14) JSP 507 Pt.1 (V6.0 Jan 14)\\n\\nForeword\\n\\nThe Secretary of State for Defence (SofS) through his Health, Safety & Environmental Protection (HS&EP) Policy Statement requires each Top Level Budget Holder or Trading Fund Agency Chief Executive to be the Senior Duty Holder for the safety of defence activities conducted in his/her area of responsibility in addition to his/her wider HS&EP responsibilities. They are required to set down and implement HS&EP management arrangements for activities in their area of responsibility. The policy statement also requires there to be organisational separation between those who conduct defence activities and those who provide regulation, so that the latter are independent whilst being part of the Department.\\n\\nIt is the responsibility of commanders and line managers at all levels to ensure that personnel, including contractors, involved in the management, supervision and conduct of defence activities are fully aware of their environmental protection responsibilities.',\n",
+ " 'metadata': {'uuid': 'a7c1e761-72b8-4397-868f-18d19a557231',\n",
+ " 'index': 0,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.988814+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 217,\n",
+ " 'page_number': 1,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
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+ " 'text': 'J C S Baker\\n\\nDirector Defence Safety & Environment Authority Defence Authority for Health Safety & Environmental Protection September 2014\\n\\ni\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nPreface\\n\\nHow to use this JSP\\n\\nJSP 418 is intended as the lead Departmental publication for the management of 1. environmental protection in defence. It is designed to be used by all staff. This JSP contains the policy and direction on environmental protection in defence and guidance on the processes involved and good practice to apply to ensure defence meets its’ regulatory obligations. This JSP will be reviewed at least annually.\\n\\n2.\\n\\nThe JSP is structured in two parts:\\n\\na. Part 1 - Directive, which provides the direction that must be followed in\\n\\naccordance with Statute, or Policy mandated by Defence or on Defence by Central Government.\\n\\nb. Part 2 - Guidance, which provides the guidance and best practice that will\\n\\nassist the user to comply with the Directive(s) detailed in Part 1.\\n\\nRelated JSPs JSP 815 JSP 375 JSP 392\\n\\nTitle Defence, Health, Safety & Environmental Protection Management of Health & Safety in Defence Management of Radiation Protection in Defence',\n",
+ " 'metadata': {'uuid': '3d7bbb3d-ae55-4ceb-ba58-0d0fc213987a',\n",
+ " 'index': 1,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.991798+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 250,\n",
+ " 'page_number': 2,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
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+ " 'text': 'Coherence with other Defence Authority Policy and Guidance.\\n\\n3. Where applicable, this document contains links to other relevant JSPs, some of which may be published by different Defence Authorities. Where particular dependencies exist, these other Defence Authorities have been consulted in the formulation of the policy and guidance detailed in this publication. Training\\n\\n4. Details of relevant training and competence can be sourced from TLB/TFA Chief Environment and Safety Officers (CESO) Organisation or equivalents. Defence specific Environmental Protection training is also available through the Specialist Training School at RAF Halton1. Further Advice and Feedback- Contacts\\n\\n5. The owner of this JSP is DSEA-CPA. For further information on any aspect of this guide, or questions not answered within the subsequent sections, or to provide feedback on the content, contact:\\n\\nJob Title/E-mail DSEA-CPA- Safetyenquiries@mod.uk\\n\\nProject focus JSP 418 Authors\\n\\nPhone\\n\\n1 http://defenceintranet.diif.r.mil.uk/Organisations/Orgs/RAF/Organisations/Locations/Halton/Pages/STSTrgSupp.aspx\\n\\nii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nFMC-Cap- InfraPolEnvComplAH@mod.uk DESTECH-QSEPEnv@mod.uk',\n",
+ " 'metadata': {'uuid': '88a9cdcc-0d83-487d-b481-99f5fd68f353',\n",
+ " 'index': 2,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.992046+00:00',\n",
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+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 273,\n",
+ " 'page_number': 3,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'TLB/TFA CESO organisation or equivalent Local environmental protection advisors\\n\\nLead for Part 2 Leaflet 3\\n\\nLead for Part 2 Leaflets 5, 6, & 7 TLB/TFA central health & safety function and advice. Site specific environmental protection advice.\\n\\niii\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nContents\\n\\nForeword\\n\\ni\\n\\nPreface\\n\\nii\\n\\nHow to use this JSP\\n\\nii\\n\\nTraining\\n\\nii\\n\\nCoherence with other Defence Authority Policy and Guidance\\n\\nii\\n\\nFurther Advice and Feedback – Contacts\\n\\nii\\n\\nContents\\n\\niv\\n\\nChapter 1 - Introduction, Maintenance and Disclaimer\\n\\n1\\n\\nChapter 2 - The Legislative Framework and Formulation of\\n\\n3\\n\\nDepartmental Policy\\n\\nChapter 3 - Organisational Roles and Responsibilities\\n\\n6\\n\\nChapter 4 - Risk Management\\n\\n8\\n\\nChapter 5 - Regulatory Organisations\\n\\n10\\n\\nChapter 6 - Corporate Records, Notifications and Investigations\\n\\n13\\n\\niv\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n1\\n\\nIntroduction, Authority, Maintenance and Disclaimer\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement by the Secretary of State (SofS) for Defence for Health, Safety and Environmental Protection (HS&EP) in Defence2 has as a fundamental objective that those who deliver or conduct defence activities protect the environment when undertaking those activities. The Policy Statement applies to everyone and all organisations within Defence who conduct defence activities.\\n\\n2.\\n\\nThe Policy Statement states that authority is given to the Director General, Military Aviation Authority (DG MAA) and the Director, Defence Safety and Environment Authority (Director DSEA) for the regulation of HS&EP in Defence where there is a Departmental responsibility.\\n\\n3.\\n\\nJSP 815 amplifies the SofS’s Policy Statement and describes the arrangements for the management of HS&EP throughout Defence, provides strategic direction to TLB Holders and TFA Chief Executives responsible for conducting defence activities and provides an overview of the arrangements for the regulation of defence activities. JSP 815 defines the requirements of the Policy Statement in respect of Environmental Protection as being ‘based on the UK environmental legislative framework not encompassing sustainable development’. Therefore sustainable development requirements are not addressed within this JSP; Departmental policy for which is the responsibility of the Defence Infrastructure Organisation.\\n\\n4.\\n\\nJSP 418 is the corporate publication that provides guidance to Defence in meeting its’ Environmental Protection Policy and Regulatory obligations. JSP 418 has two parts. Part 1 Directive, which provides the direction that must be followed in accordance with Statute, or Policy mandated by Defence or on Defence by Central Government. Part 2 Guidance, which provides the guidance and best practice that will assist the user to comply with the Directive(s) detailed in Part 1. These leaflets provide guidance and Defence Codes of Practice (DCoP) on how TLB/TFAs and Commanding Officers / Heads of Establishment comply with regulatory or policy requirements. DCoPs set out rules to aid TLB/TFAs in complying with regulations and represent good practice for defence.',\n",
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+ " 'created_datetime': '2024-12-05T12:58:51.992226+00:00',\n",
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+ " 'page_number': 4,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
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+ " 'text': 'Authority\\n\\n5.\\n\\nJSP 418 is the lead Department publication for Corporate Environmental Protection under the SofS’s Policy Statement for HS&EP and JSP 815.\\n\\n6.\\n\\nJSP 418 is sponsored by Director DSEA, and is produced and maintained, in consultation with stakeholders, by DSEA Corporate Policy and assurance (CPA).\\n\\nAmendment Record\\n\\n7.\\n\\nAmendments will be staffed by DSEA-CPA together with lead areas, relevant subject matter experts and key stakeholders.\\n\\n2http://defenceintranet.diif.r.mil.uk/libraries/corporate/Ministry%20of%20Defence/20120920.1/20130601_SofS_HSEP_Policy_Statement _signed.pdf\\n\\n1\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n8.\\n\\nComments or proposed amendments to this JSP are to be made by e-mail to DSEA-CPA- Safety enquiries using the following format:\\n\\na. Senders reference b. Date c. Chapter/Leaflet/Page/Paragraph being addressed d. Comment\\n\\nAmd no.\\n\\nDate\\n\\nText Affected\\n\\nAuthority\\n\\nDisclaimer\\n\\n9.\\n\\nNothing contained within this JSP removes the requirement on anyone to comply with applicable legislation, Defence regulations and the Policy Statement.',\n",
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+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 265,\n",
+ " 'page_number': 6,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
+ " 'defence',\n",
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+ " 'text': 'Equality & Diversity Impact Assessing Statement\\n\\nThis policy has been equality and diversity impact assessed in accordance with Departmental policy. This resulted in a Part 1 screening only completed (no direct discrimination or adverse impact identified). This policy is due for review in 2017.\\n\\n2\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n2 The Legislative Framework and\\n\\nFormulation of Departmental Policy\\n\\nIntroduction\\n\\n1.\\n\\nEnvironmental legislation provides the cornerstone for protecting both the environment and human health from harm. Within the UK, Defence is required to comply with all applicable environmental protection legislation (including legislation giving effect to the UK’s international obligations). Overseas, Defence will apply UK standards where reasonably practicable and, in addition, respond to host nations’ relevant environmental protection expectations.\\n\\n2.\\n\\nThere are a number of pieces of environmental protection legislation, international treaties or protocols which include exemptions (coverage excludes) or derogations (authority given to deviate) relevant to defence activities. Additionally, where legislation does apply, there maybe powers of specific dis-application granted to SofS which may be invoked in the interests of Defence and or national security. In these circumstances the Policy Statement requires the introduction of Departmental arrangements that produces outcomes which are, so far as reasonably practicable, at least as good as those required by legislation. In the few cases where applicable the guidance in Part 2 of this JSP outlines in detail the mandated processes through which an exemption, derogation or dis-application can be granted or utilised for certain defence activities.\\n\\n3.\\n\\nUnder customary international law, Visiting Forces have state immunity from domestic legislation and this is outlined in more detail JSP 815 Part 2. Interface arrangements have been agreed between the Environment Agency and United States Visiting forces (USVF) 3; these form an annex to the Ministry of Defence / Environment Agency Memorandum of Understanding.',\n",
+ " 'metadata': {'uuid': 'f65eaa86-a70e-4593-b2b7-d8dfe7943bad',\n",
+ " 'index': 5,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.992716+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 380,\n",
+ " 'page_number': 7,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
+ " 'defence',\n",
+ " 'health and safety',\n",
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+ " 'text': 'Legislation\\n\\n4.\\n\\nThere is a wide range of environmental legislation covering air, water, land, waste, natural resources, flora, fauna and human activity which have the potential to impact on Defence. Such requirements can often be complex both individually and collectively and because of the unique position of Defence and the need to maintain outputs including Operational Capability. Defence’s environmental protection obligations can be found throughout differing levels of legislation. Comprehensive lists of relevant environmental protection legislation are required as part of the Environmental Management System (EMS) covering the site; further information on EMS can be found in Chapter 4.\\n\\nInternational Treaties\\n\\n5.\\n\\nInternational treaties are usually signed by national governments (Westminster Parliament not Devolved Administrations) and they may or may not be binding legal requirements on signatories. As Defence operates across national boundaries we need to be aware of our international obligations and these include, amongst others, the Basel Convention on the Transboundary Movements of Hazardous Waste and Their Disposal and the Stockholm Convention on Persistent Organic Pollutants.\\n\\n3 In the UK, United States Visiting Forces (USVF) operate under the terms of the Agreement Between the Parties to the North Atlantic Treaty Regarding the Status of Their Forces (London 19 June 1951) (NATO SOFA). USVF implement management systems and processes which provide the same substantive protection as required by UK legislation and MOD environmental protection policy. When there is a variance between US and UK standards it is USVF policy to apply the more environmentally protective standard.\\n\\n3\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': 'e7cba498-bae1-42cc-9e63-9f3e7d405df9',\n",
+ " 'index': 6,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.992940+00:00',\n",
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+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 320,\n",
+ " 'page_number': 8,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
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+ " 'text': 'European Legislation\\n\\n6.\\n\\nThe majority of new UK environmental protection legislation now originates at the European level; the main legal instruments are EU directives and regulations. European legislation is transposed into national legislation by each member state. For example the Integrated Pollution Prevention and Control (IPPC) (EC 1996) was implemented in the UK by the Pollution Prevention and Control (PPC) Act (1999) and supporting statutory instruments such as the Environmental Permitting (England & Wales) Regulations (2010). European regulations tend to apply directly on a member state and do not necessarily need to be transposed through specific national legislation for example the Transfrontier Shipment of Waste Regulations (EC 1994).\\n\\nUnited Kingdom (UK) Legislation\\n\\n7.\\n\\nIn the UK legislation comprises Acts of Parliament and statutory instruments with the latter being referred to as regulations. Acts generally provide policy principles and broad requirements while statutory instruments (SIs) are specific and detailed. SIs can be updated to take account of changes at the operating level.\\n\\n8.\\n\\nIn the UK the primary piece of environmental protection legislation is the Environmental Protection (EPA) Act (1990). The EPA defines within England, Scotland and Wales the legal framework for duty of care for waste, contaminated land and statutory nuisance. One of the principal regulations in England and Wales is the Environmental Permitting Regulations (EPR) (2010). EPR provides a consolidated framework for environmental permits and exemptions covering industrial activities, waste operations and water discharge activities amongst others. EPR also sets out the powers, functions and duties of the regulators4. In Scotland and Northern Ireland the principle permitting regulations are the Pollution Prevention and Control (PPC) Regulations.',\n",
+ " 'metadata': {'uuid': '39996c11-edd3-4248-a33b-c654fe18611a',\n",
+ " 'index': 7,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.993139+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 339,\n",
+ " 'page_number': 9,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Devolved Administrations\\n\\n9.\\n\\nUnlike Defence, which is a reserved matter, environment is a devolved power and the Devolved Administrations have the right to bring forward their own environmental protection legislation. Within the UK there are four differing regulatory regimes for environmental protection; the differences can be subtle but the impact of non-compliance maybe significant. Defence operates throughout the UK and needs to be aware of the differing requirements in each of the four UK territories to ensure we are compliant in meeting differing statutory requirements5.\\n\\nDefence Regulations\\n\\n10. Defence Regulators provide regulation of EP for Defence activities where this is a Departmental responsibility. Defence regulators are empowered by SofS by Charter (DG MAA) or via a delegation from PUS and Director DSEA (DSEA Regulators). Defence regulators operate regimes that are aligned, where reasonably practicable, with statutory equivalents or near equivalents. These defence regulations are contained in the regulators appropriate Level 2 documents. Further information on the role of Defence Regulators can be found in Chapter 5.\\n\\n4 The Environment Act (1995) established the regulatory bodies of the Environment Agency and Scottish Environment Protection Agency. 5 For example England, Wales and Northern Ireland brought in Hazardous Waste Regulations in 2005 to replace the Special Waste Regulations (1996); whereas Scotland took the decision to amend the Special Waste Regulations (1996) in 2004 rather than bring in new Hazardous Waste Regulations.\\n\\n4\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': 'd57702b6-0f45-4e7f-9b9b-642b08bb77b6',\n",
+ " 'index': 8,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.993332+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 306,\n",
+ " 'page_number': 9,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Defence Policy & Formulation\\n\\n11.\\n\\nIt is essential that Defence is aware of, and can appropriately influence, emerging EP legislation and consider the need for exemptions for Defence activities, should the potential consequence be a severe constraint on capability. DSEA-CPA co-ordinates processes aligned with HS&EP domains with TLBs, TFAs and Defence Regulators to track and influence legislation and exemptions. The granting of exemptions is a rare event in EP legislation and will only be considered where a significant impact on Defence activities has been identified. The Department is supportive of the principles underpinning environmental protection legislation including the principle that the polluter pays.\\n\\n12. As the majority of new EP legislation originates from Europe DSEA-CPA represents MOD in DEFNET (DEFence environmental NETwork) to ensure we are aware of upcoming European legislation that has the potential to impact Defence activities and, where appropriate, to influence its development through the established formal UK process. DEFNET is an informal, expert-level, forum which focuses on the environmental issues that through European legislation adversely affect, or could adversely affect, Member State’s defence activities and operational capabilities.\\n\\n13. The Defence Environment and Safety Committee (DESC) is the senior Departmental committee for HS&EP; it is chaired by the PUS and provides advice on high-level policy including JSP 815 from which this JSP takes its lead.\\n\\n14. There is no formal Defence Committee for JSP 418. DSEA-CPA, as its authors, will utilise the Department’s existing informal processes to consult on the development of the JSP with stakeholders and experts groups; these will include the TLB/TFA CESO organisations or equivalents and appropriate subject matter expert groups.',\n",
+ " 'metadata': {'uuid': '738bcb87-d239-4bcf-b022-7545872e17a5',\n",
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+ " 'created_datetime': '2024-12-05T12:58:51.993498+00:00',\n",
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+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 345,\n",
+ " 'page_number': 10,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Departmental Publications\\n\\n15. The Department produces publications (typically in JSPs) on HS&EP in a hierarchy of four levels.\\n\\na. Level 1 – Departmental Policy (e.g. JSP 815)\\n\\nb. Level 2 – Defence Regulations owned by Defence Regulators\\n\\nc. Level 3 – Rules and guidance (including where appropriate Codes of Practice) provided by Defence Regulators on Legislation and Defence regulations; DSEA-CPA provides rules and guidance to Defence on corporate requirements and compliance with legislation (this JSP).\\n\\nd. Level 4 – procedures and arrangements, normally produced within TLBs and TFAs, containing more detailed advice for line management on how implementation of Levels 1-3 can be achieved.\\n\\n16. DSEA-CPA is to ensure that the contents of JSP 418 is consistent with the publications above it i.e. JSP 815. TLBs and TFAs are to ensure consistency with higher level documents including this JSP.\\n\\n5\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n3 Organisational Roles and\\n\\nResponsibilities\\n\\nCorporate Roles and Responsibilities\\n\\n1.\\n\\nAs part of their commitment to achieving and maintaining high HS&EP standards; SofS and the Defence Board regularly receive information on and consider HS&EP matters. This information includes interventions by Statutory and Defence regulators for environmental protection.\\n\\n2.\\n\\nThe PUS is responsible for ensuring that effective management arrangements are in place to deliver compliance with the Policy Statement. The term arrangements is used to encompass any set of ‘systems’ or ‘procedures’ that would be put in place to comply with the Policy Statement. For EP this includes the requirement that all MOD sites are covered by an appropriate Environmental Management System (EMS) based on the ISO 14001 standard. An EMS is an important tool in managing EP as it requires sites to identify, understand and keep a record of the regulatory requirements applicable to the activities conducted.',\n",
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+ " 'created_datetime': '2024-12-05T12:58:51.993702+00:00',\n",
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+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 399,\n",
+ " 'page_number': 10,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Corporate Policy and Assurance\\n\\n3.\\n\\nDirector DSEA through DSEA-CPA is responsible for:\\n\\na. Drafting the SofS’s Policy Statement, JSP 815 and providing other corporate\\n\\nguidance including this JSP.\\n\\nb. Co-ordinating the tracking and influencing of legislation.\\n\\nc. Managing the Strategic relationship with HS&EP statutory regulators e.g. HSE, EA\\n\\nd. High level assurance processes including the compilation of the Departmental\\n\\nHS&EP Annual Assurance report.\\n\\ne. Providing the Secretariat for the DESC.\\n\\nf. Ministerial, Parliamentary and public information business relating to corporate\\n\\nenvironmental protection.\\n\\ng. Proposing corporate approaches to improve environmental protection performance.\\n\\nh. Maintaining a central record of environmental protection enforcement action and\\n\\nrisks referred to the SofS.\\n\\nEnvironmental Protection Management Duties\\n\\n4.\\n\\nThe Policy Statement requires that TLB holders and TFA Chief Executives are to set down and implement HS&EP management arrangements for activities in their areas of responsibility and that commanding officers and managers to whom they may delegate HS&EP authority are competent and have adequate resources at their disposal. TLB/TFA holders should ensure that their organisations have processes and systems in place to minimise adverse effects on the environment, to report, collate and record environmental incidents from their activities.\\n\\n6\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n5.\\n\\nEach establishment (Site) shall have in place processes and procedures to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the EMS covering the site. Commanding Officer / Heads of Establishments must ensure that the establishment has or is covered by an EMS.\\n\\n6.\\n\\nCommanding Officer / Heads of Establishments must make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site. Where there is imminent or actual threat of environmental damage6 occurring the relevant statutory regulator should be immediately informed.\\n\\n7.\\n\\nFor acquisition Delivery Team leaders must ensure that their project has or is covered by a Project Orientated Environmental Management System (POEMS)7.\\n\\n8.\\n\\nEmployees have duties under EP legislation and should be made aware of those through site procedures and systems.',\n",
+ " 'metadata': {'uuid': '07ef3172-c86e-435f-9dfa-d8f1588c96cf',\n",
+ " 'index': 11,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.993943+00:00',\n",
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+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
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+ " 'page_number': 11,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
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+ " 'text': 'Contractors and Partners\\n\\n9.\\n\\nTLB/TFAs routinely engage contractors and partners to undertake a wide range of defence activities. Contractors and partners must be competent to undertake the activities required and will comply with all relevant environmental legislation and the employing commanding officer or manager is to ensure that this is the case. TLB/TFAs will monitor that its contractors and partners hold appropriate environmental permits and licences and, the contractor and partners have in place and implement procedures to comply with environmental protection legislation.\\n\\n10.\\n\\nIf there are exemptions from legislation that are relevant to the contractor’s or partner’s defence activities, then Defence regulations apply. The Defence contracting organisation is to ensure that this is expressed in the contract or agreement and that relevant Defence regulators are empowered through the contract agreement to regulate the contractor’s or partner’s activities.\\n\\n6 Environmental Damage (Prevention and Remediation) Regulations 2009 – See Volume 2 Leaflet 2 for further information',\n",
+ " 'metadata': {'uuid': '58f20c18-81b7-4c86-b2e3-b00a34d64d78',\n",
+ " 'index': 12,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.994241+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 187,\n",
+ " 'page_number': 12,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': '7 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n7\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n4 Environmental Risk Management\\n\\nIntroduction\\n\\n1.\\n\\nThe Policy Statement requires that adverse effects on the environment are minimised; Defence must meet this requirement through legislative compliance and the implementation of Environmental Management Systems (EMS) 8. on our sites and in our acquisition projects etc.\\n\\nEnvironmental Regulations\\n\\n2.\\n\\nIndividual environmental protection legislation refers to terms such as ‘As Low As Reasonably Achievable’, ‘Best Available Techniques’, Best Practicable Environmental Option’; all have subtle variations of meaning and application. Where establishments undertake defence activities requiring permits or authorisations under statutory regulations the appropriate statutory regulator or statutory guidance for the activity will be able to advise on the applicable risk management technique to be utilised.\\n\\n3. Many Defence activities requiring statutory authorisations or permits are undertaken by contractors or partnering organisations. In such cases Defence contracting organisations shall assure themselves and other TLBs/Duty Holders that their Industry Partners have all the appropriate permits and licenses. Commanding Officer / Heads of Establishments will need to assure themselves that the appropriate permit or licence has been granted for the activity; local or central TLB/TFA HS&EP advisors should be able to provide advice on the process for gaining that assurance. Volume 2 of this JSP provides detailed guidance and DCoPs in the form of leaflets for how defence meets its’ regulatory obligations. Volume 2 includes leaflets covering EP areas such as Environmental Management Systems, Pollution Prevention, Controlled Waste, Hazardous Substances & Restricted Materials and Contaminated Land.\\n\\n5. Where Defence has exemptions, derogations or dis-applications from legislation then Defence Regulators will provide guidance, usually through their level 2 JSP documents, on the risk management for environmental protection. This may be in the form of an equivalent process to statutory requirements or through a process of identifying the most appropriate environmental protection option for the Defence activity concerned.\\n\\n6. Where there is a need to identify the most appropriate environmental protection option the outcome decided on should be the result of a systematic and consultative decision-making procedure which involves customers and delivery organisations and defence regulators where appropriate. The final option should identify a level of management and engineering control that minimises, as far as practicable, the release of potentially polluting substances to the environment whilst taking account of a wider range of factors, including cost-effectiveness, technological status, operational capability, and environmental factors.',\n",
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+ " 'index': 13,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.994366+00:00',\n",
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+ " 'page_number': 12,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
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+ " 'text': 'Environmental Management Systems\\n\\n7.\\n\\nPotential risk to the environment from a sites’ day to day activities should be managed through the implementation of EMS on our establishments and the identification of environmental activities, their aspects and impacts and the assessment of significance. EMS should be proportional to the risks associated with the size of the site, and the types of activities undertaken on site. Under certain circumstances, e.g. small low risk sites, it may be appropriate for the site to be covered by either a nearby establishment’s EMS or, as part\\n\\n8 Further details can be found in Part 2\\n\\n8\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nof a higher level EMS i.e. TLB level. EMS are the key tool in helping manage EP regulatory compliance in Defence. Commanding Officer / Heads of Establishments must ensure their establishment has or is covered by an EMS, this will usually be through the local environmental protection advisor. Further detail can be found in Volume 2 Leaflet 1.\\n\\n8. During acquisition the SofS commitment to EP is met through implementation of a Project Oriented Environmental Management System (POEMS)9. POEMS ensures Delivery Teams identify potential environmental impacts and risks associated with equipment systems and services acquisition projects. POEMS states that DTs are responsible for providing information gathered on potential environmental impacts associated with their projects to other parties. E.g. emissions to the environment, including noise, provided to users and/or Defence regulators. Major Accident and Control Regulations\\n\\n9.\\n\\nThe Major Accident Control Regulations (MACR) require a comprehensive Major Accident Environmental Risk Assessment (ERA) to be undertaken on establishments that fall under MACR in line with JSP 49810. MACR Sites with an ERA should incorporate the assessment in to the site EMS to aid in the management of EP on site.',\n",
+ " 'metadata': {'uuid': '554cacb9-51f3-45d3-8b7d-e65fc886110c',\n",
+ " 'index': 14,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.994702+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 368,\n",
+ " 'page_number': 13,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Environmental Protection Overseas and in Operations\\n\\n10. Defence recognises that it still has a requirement to minimise adverse impacts on the environment overseas and in Operations despite these posing unique challenges in the management of environmental protection. Part 2 provides further advice on managing EP on the overseas estate.\\n\\n11. When on Operations personnel should apply UK standards where reasonably practicable and, in addition, apply the Host Nation’s standards for Health and Safety, including EP. Whilst it is fully understood that total compliance with UK legislation is not always possible within the operational environment, Operational Commanders have a duty of care to ensure, as far as reasonably practicable, that the approach to EP, as part of Op Safety is proportionate with the understanding that it may not be possible to fully meet legislative and policy standards expected in the UK. Where this is the case, decisions shall be supported by a robust risk assessment process.',\n",
+ " 'metadata': {'uuid': 'be077f0b-6283-4a6d-91fa-c67fb6dd9b5a',\n",
+ " 'index': 15,\n",
+ " 'created_datetime': '2024-12-05T12:58:51.995096+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 179,\n",
+ " 'page_number': 14,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': '9 http://www.aof.dii.r.mil.uk/aofcontent/tactical/safety/content/asems/part1.htm\\n\\n10 http://defenceintranet.diif.r.mil.uk/Reference/DINsJSPs/Pages/JSP498MajorAccidentControlRegulations.aspx\\n\\n9\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)\\n\\n5 Regulatory Organisations\\n\\nStatutory Regulators\\n\\n1. Most Defence activities in the UK are fully subject to the requirements of environmental protection legislation and are regulated by statutory regulators. Within the UK territories there are four main statutory regulators for EP, these are:\\n\\na. Environment Agency\\n\\nb. Scottish Environment Protection Agency\\n\\nc. Natural Resources Wales\\n\\nd. Northern Ireland Environment Agency\\n\\n2.\\n\\nFurther to the four main statutory regulators other organisations also have statutory roles for EP these include:\\n\\na. Local Authorities\\n\\nb. Marine Management Organisation\\n\\nc. Health & Safety Executive (UK Competent Authority for the Registration, Evaluation,\\n\\nAuthorisation & Restriction of Chemicals (REACH) Regulation)\\n\\nd. Office of the Nuclear Regulator (ONR)\\n\\n3.\\n\\nThe regimes operated by the statutory regulators are dependent on the legislation that empowers them, and there is variety in those. The Environment Act (1995) established the Environment Agency (EA) and the Scottish Environment Protection Agency (SEPA) as regulatory bodies for environmental protection; the Natural Resources Body for Wales (Establishment) Order 2012 established Natural Resources Wales as the environmental protection regulator for Wales. The Northern Ireland Environment Agency was launched in 2008 and is an Executive Agency within the Department of Environment in Northern Ireland.\\n\\n4.\\n\\nCo-ordinated by Director DSEA the Department maintains Memorandum of Understanding (MoU) with the EA and the MMO while the Department also has a Radioactive Substances Agreement with SEPA.\\n\\n5.\\n\\nThese agreements help standardise interactions between the statutory regulators and Commanding Officers / Heads of Establishment and the Department as a whole; in certain areas the MoU provides interpretation of the regulators responsibilities in Defence.',\n",
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+ " 'created_datetime': '2024-12-05T12:58:52.001771+00:00',\n",
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+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
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+ " 'page_number': 14,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
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+ " 'text': 'Defence Regulators\\n\\n6.\\n\\nDefence regulators provide regulations and guidance of environmental protection for defence activities where there is a Departmental responsibility; this includes where these activities take place outside the UK but with due regard to host nation expectations. See JSP 815 Chapter 4 for further details on Defence regulators.\\n\\n7.\\n\\nAlthough most Defence activities are subject to EP legislation, there are areas where the Defence regulators do have additional Defence regulations that cover areas of EP legislation\\n\\n10\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\ne.g. JSP 518 & 538 Annex C to Chapter 2 – Further Authorisation Conditions (FAC) 3: Radioactive Discharges.\\n\\n8.\\n\\nDefence regulators’ requirements can range from the requirement to submit an exemption case for consideration and approval to a simple requirement that TLB/TFAs have systems and processes in place to manage an environmental protection requirement.\\n\\n9.\\n\\nDefence regulators may also take account of compliance with statutory requirements as part of their permissioning of activities e.g. DSEA – Fuels and Gases Safety Regulator (FGSR) licensing of fuel installactions. For further information on Defence regulators requirements please see their specific Level 2 JSPs.',\n",
+ " 'metadata': {'uuid': '0770a555-f553-4097-836b-9074ee380602',\n",
+ " 'index': 17,\n",
+ " 'created_datetime': '2024-12-05T12:58:52.002734+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 252,\n",
+ " 'page_number': 15,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Overseas Authorities\\n\\n10. Notwithstanding the position of state immunity under customary international law, many host nations have environmental protection authorities with expectations (which maybe expressed in written agreements) in respect of UK defence activities conducted in their jurisdiction. A Commanding Officer or manager should be fully aware of such agreements and the environmental protection requirements placed on defence when undertaking their activities. Enforcement\\n\\nStatutory Regulators\\n\\n11. Statutory regulators have enforcement powers and regimes granted to them by legislation. Where an allegedly offending defence activity is conducted by Crown servants i.e. members of the armed forces or MOD civilians, statutory regulators powers can be modified to take account of that fact.\\n\\n12. The relevant statutory regulator in the four territories of the UK will consider action against the Department, as they would against a civil establishment, in accordance with their own individual enforcement guidance/statements11. However, the Department, as part of the Crown, cannot be criminally liable, including failure to comply with prohibition, enforcement or works notices. This does not reduce the impact of enforcement action taken against the Department.\\n\\n13. Where, but for Crown immunity, the Department would have been prosecuted as a corporate body; the statutory regulators may apply to the High Court (England, Wales, Northern Ireland) or the Court of Session (Scotland) for a declaration that our acts or omissions were unlawful. The Environment Agency (EA) has undertaken, through the Memorandum of Understanding (MoU), not to prosecute Crown servants in lieu of corporate responsibilities.\\n\\n14. Notwithstanding Crown immunity from prosecution, the actions of Crown servants may constitute criminal offences and as such they may be prosecuted individually. The MoU with the EA sets out that they will only prosecute individuals in circumstances where they would have prosecuted individuals of a private company. For senior managers only, this will normally be where it can be shown that an offence has been committed with the consent of or connivance of, or has been attributable to any neglect on the part of, any senior manager or a person who was purporting to act in such a capacity.\\n\\n15. The Radioactive Substances Agreement with SEPA states that in the event of a compliance issue SEPA will deal with the matter using a similar approach to that outlined in SEPA’s Enforcement Policy. In such an event SEPA will formally write to the Secretary of State for',\n",
+ " 'metadata': {'uuid': '1a8c97f9-3782-4ffe-9ec6-2b548e3d9115',\n",
+ " 'index': 18,\n",
+ " 'created_datetime': '2024-12-05T12:58:52.002981+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 472,\n",
+ " 'page_number': 16,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
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+ " 'text': '11 http://www.environment-agency.gov.uk/static/documents/Business/Enforcement_and_Sanctions_Guidance.pdf http://www.sepa.org.uk/about_us/idoc.ashx?docid=48c35c8b-7a17-40da-80ed-f4637abbcf4c&version=-1 http://www.doeni.gov.uk/niea/niea_enforcement_policy.pdf http://naturalresourceswales.gov.uk/content/docs/word/our-work/about-us/enforcement-policy-en.doc?lang=en\\n\\n11\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\nDefence and copied to the Commanding Officer / Head of Establishment, Director DSEA and Hd DNSR.\\n\\n16. As part of the Crown, the Department cannot be made subject of a civil penalty under the Regulatory Enforcement and Sanctions Act 2008.\\n\\n17.\\n\\nIn the event of any of the following interventions by a statutory regulator: enforcement notices, works notices, prohibition notices, suspension or revocation of environmental permits or licenses; DSEA-CPA should be notified by the TLB/TFA involved; usually through the central HS&EP function e.g. CESO. Further information can be found in Chapter 6.\\n\\nDefence Regulators\\n\\n18. Defence regulators have enforcement powers granted by charter or delegations; see JSP 815 Chapter 4 and for further information on Defence regulators requirements see their specific Level 2 documents. Where Defence is subject to environmental protection legislation, the statutory regulator has ultimate jurisdiction.\\n\\n12\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': 'b2091420-dc86-46e5-ab89-353daa8a2564',\n",
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+ " 'created_datetime': '2024-12-05T12:58:52.003355+00:00',\n",
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+ " 'token_count': 337,\n",
+ " 'page_number': 16,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
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+ " 'text': '6 Corporate Records, Notifications and\\n\\nInvestigations\\n\\n1.\\n\\nIn order to support routine and annual reporting (including to the Defence Board and for the Holding to Account Process) and to provide centrally held data in the event of enquiries. DSEA-CPA collates records for certain EP interventions by statutory regulators. JSP 815 requires TLB/TFA holders are to ensure that their organisations have systems in place to report, collate and record environmental incidents from their activities.\\n\\n2.\\n\\nAs outlined in Chapter 3 processes and procedures are to be put in place at site level to eliminate or reduce the potential for environmental incidents however, should an incident occur it should be reported immediately at site level in line with site procedures. It is recommended that these processes and procedures are linked/incorporated in to the Environmental Management System (EMS) covering the site and in the event of an incident recorded as part of the site EMS.\\n\\n3.\\n\\nCommanding Officer / Head of Establishments are to make sure that suitable establishment procedures are in place to enable effective reporting, investigation and management of environmental incidents and near misses including those which have the potential to migrate off site.\\n\\n4.\\n\\nThe UK Government is required to annually submit to the European Commission information on Ozone Depleting Substances (ODS) including Halon gases. Members of the MOD Montreal Protocol Task Force (MPTF) must collect and submit data annually so that Defence can meet its obligations; further guidance on the reporting requirements is to be found in Part 2 of this JSP.',\n",
+ " 'metadata': {'uuid': '50d47a68-11d3-4227-a9b6-23033374b09f',\n",
+ " 'index': 20,\n",
+ " 'created_datetime': '2024-12-05T12:58:52.003608+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 309,\n",
+ " 'page_number': 18,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Incident Notifications\\n\\n5. Where there is imminent or actual threat of environmental damage12 occurring the relevant statutory regulator should be immediately informed.\\n\\n6.\\n\\nDependent on the nature of an environmental incident Commanding Officer / Head of Establishment and environmental protection staff may be required to notify other Defence organisations or their partners, wider than their own TLB/TFA, of an incident.\\n\\n7.\\n\\nThese can include but are not limited to:\\n\\na. DSEA-FGSR in the event of fuel spills, in line with reporting protocols in JSP 317. b. DSEA-DNSR in the event of a discharge to the environment in line with JSPs 518 &\\n\\nc.\\n\\n538. Incidents that have the potential to impact or relating to infrastructure assets failure should be reported to the asset owner; in the majority of cases this will be DIO or PPP/PFI partner.\\n\\n8.\\n\\nAll Contractors and Partners should be made aware of establishment emergency and incident reporting procedures in line with the 4Cs (Co-ordination, Co-operation, Communication and Control) process. Incidents should be reported to the establishment focal point and host TLB.\\n\\n12 Environmental Damage (Prevention and Remediation) Regulations 2009 – See PArt 2 Leaflet 2 for further information\\n\\n13\\n\\nJSP 418 Pt.1 (V1.0 Dec 14)\\n\\n9.\\n\\nAny incidents that have the potential or have actually resulted in any enforcement action against a PFI/PPP partner should be reported through their relevant contract monitoring organisation to DIO.\\n\\n10. Further advice on incident notification can be sort from the TLB/TFA central HS&EP function.',\n",
+ " 'metadata': {'uuid': '45b245c3-2aa0-457f-8f67-ac33b6ebc8f3',\n",
+ " 'index': 21,\n",
+ " 'created_datetime': '2024-12-05T12:58:52.003852+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 335,\n",
+ " 'page_number': 18,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
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+ " 'text': 'Enforcement Notifications\\n\\n11. Summaries of relevant statistics are included in the Departmental HS&EP Annual Assurance Report and enforcement actions by Defence and Statutory regulators are reported to the Defence Board on a monthly basis. TLB/TFA holders (or their central HS&EP staff) must notify DSEA-CPA of any enforcement action taken by statutory or Defence regulator as soon as possible after the action is taken. Investigations\\n\\n12. Following an incident an investigation should be undertaken by the Commanding Officer or senior manager under whose Area of Responsibility the activity resulting in the incident falls. Investigations should be appropriate to the incident under investigation.\\n\\n13. Where an environmental protection incident also involves a health and safety related injury the investigations should be run in parallel so as to enable one incident report to be raised. In such an event the health and safety reporting requirements in JSP 375, Part 2 Volume 1, Accident/Incident Investigation and Reporting should also be followed.\\n\\n14. Commanding Officer / Heads of Establishment are responsible for ensuring that the recommendations of an investigation are followed through and implemented on their site within a reasonable timeframe. Where the responsibility for actioning a recommendation falls on another TLB/TFA or a PPP/PFI partner Commanding Officers / Head of Establishments need to assure themselves the recommendation is being acted on. In the event that a recommendation is not being acted upon within a reasonable timeframe the Commanding Officer / Head of Establishment should escalate this through the management chain.\\n\\n14\\n\\nJSP 418\\n\\nPt.1 (V1.0 Dec 14)',\n",
+ " 'metadata': {'uuid': 'cbd7239c-c0b6-4a78-8a77-23e95d8fe32c',\n",
+ " 'index': 22,\n",
+ " 'created_datetime': '2024-12-05T12:58:52.004066+00:00',\n",
+ " 'chunk_resolution': 'normal',\n",
+ " 'creator_type': 'UserUploadedDocument',\n",
+ " 'uri': 'nora.errouhly@digital.trade.gov.uk/20141209-JSP_418_Part1_Final-U.pdf',\n",
+ " 'token_count': 317,\n",
+ " 'page_number': 19,\n",
+ " 'name': 'JSP 418 Management of Environmental Protection in Defence',\n",
+ " 'description': 'This document outlines the management of environmental protection within the UK Defence framework. It provides directives and guidance for compliance with health, safety, and environmental protection policies, emphasizing the responsibilities of personnel at all levels to uphold these standards.',\n",
+ " 'keywords': ['environmental protection',\n",
+ " 'defence',\n",
+ " 'health and safety',\n",
+ " 'policy directive',\n",
+ " 'regulatory compliance']}}}]}}"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "response"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'redbox-data-integration-chunk': {'aliases': {'redbox-data-integration-chunk-current': {}}}}"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "client.indices.get_alias(name = \"*\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "KeyError",
+ "evalue": "'metadata'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[39], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mresponse\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mhits\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmetadata\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n",
+ "\u001b[0;31mKeyError\u001b[0m: 'metadata'"
+ ]
+ }
+ ],
+ "source": [
+ "response[\"hits\"][\"metadata\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "dict_keys(['total', 'max_score', 'hits'])"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "response[\"hits\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'acknowledged': True}"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "client.indices.delete(\"redbox-data-integration-chunk\") #index"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "py312",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.7"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/redbox-core/redbox/chains/components.py b/redbox-core/redbox/chains/components.py
index 4a4fa2cf5..6ab295613 100644
--- a/redbox-core/redbox/chains/components.py
+++ b/redbox-core/redbox/chains/components.py
@@ -10,13 +10,13 @@
from langchain_core.tools import StructuredTool
from langchain_core.runnables import Runnable
from langchain_core.utils import convert_to_secret_str
-from langchain_elasticsearch import ElasticsearchRetriever
+# from langchain_elasticsearch import ElasticsearchRetriever
from langchain_openai.embeddings import AzureOpenAIEmbeddings, OpenAIEmbeddings
from redbox.chains.parser import StreamingJsonOutputParser
from redbox.models.settings import ChatLLMBackend, Settings
-from redbox.retriever import AllElasticsearchRetriever, ParameterisedElasticsearchRetriever, MetadataRetriever
+from redbox.retriever import AllElasticsearchRetriever, ParameterisedElasticsearchRetriever, MetadataRetriever, OpenSearchRetriever
from langchain_community.embeddings import BedrockEmbeddings
from langchain.chat_models import init_chat_model
from redbox.models.chain import StructuredResponseWithCitations
@@ -82,7 +82,7 @@ def get_embeddings(env: Settings) -> Embeddings:
raise Exception("No configured embedding model")
-def get_all_chunks_retriever(env: Settings) -> ElasticsearchRetriever:
+def get_all_chunks_retriever(env: Settings) -> OpenSearchRetriever:
return AllElasticsearchRetriever(
es_client=env.elasticsearch_client(),
index_name=env.elastic_chunk_alias,
diff --git a/redbox-core/redbox/graph/nodes/tools.py b/redbox-core/redbox/graph/nodes/tools.py
index f1d63dd93..e7679ae19 100644
--- a/redbox-core/redbox/graph/nodes/tools.py
+++ b/redbox-core/redbox/graph/nodes/tools.py
@@ -1,9 +1,10 @@
-from typing import Annotated, Iterable
+from typing import Annotated, Any, Iterable, get_args, get_origin, get_type_hints, Union
import numpy as np
import requests
import tiktoken
from elasticsearch import Elasticsearch
+from opensearchpy import OpenSearch
from langchain_community.utilities import WikipediaAPIWrapper
from langchain_core.documents import Document
from langchain_core.embeddings.embeddings import Embeddings
@@ -29,7 +30,7 @@
def build_search_documents_tool(
- es_client: Elasticsearch,
+ es_client: Union[Elasticsearch, OpenSearch],
index_name: str,
embedding_model: Embeddings,
embedding_field_name: str,
diff --git a/redbox-core/redbox/loader/ingester.py b/redbox-core/redbox/loader/ingester.py
index d80a73870..03ab6c253 100644
--- a/redbox-core/redbox/loader/ingester.py
+++ b/redbox-core/redbox/loader/ingester.py
@@ -3,6 +3,8 @@
from langchain_core.runnables import RunnableParallel
from langchain_elasticsearch.vectorstores import BM25Strategy, ElasticsearchStore
+from langchain_community.vectorstores import OpenSearchVectorSearch
+from langchain_core.embeddings import FakeEmbeddings
from redbox.chains.components import get_embeddings
from redbox.chains.ingest import ingest_from_loader
@@ -23,21 +25,35 @@
def get_elasticsearch_store(es, es_index_name: str):
- return ElasticsearchStore(
+ # return ElasticsearchStore(
+ # index_name=es_index_name,
+ # embedding=get_embeddings(env),
+ # es_connection=es,
+ # query_field="text",
+ # vector_query_field=env.embedding_document_field_name,
+ # )
+ return OpenSearchVectorSearch(
index_name=es_index_name,
- embedding=get_embeddings(env),
- es_connection=es,
+ opensearch_url=env.elastic.collection_endpoint,
+ embedding_function=get_embeddings(env),
query_field="text",
vector_query_field=env.embedding_document_field_name,
)
def get_elasticsearch_store_without_embeddings(es, es_index_name: str):
- return ElasticsearchStore(
+ # return ElasticsearchStore(
+ # index_name=es_index_name,
+ # es_connection=es,
+ # query_field="text",
+ # strategy=BM25Strategy(),
+ # )
+
+ return OpenSearchVectorSearch(
index_name=es_index_name,
- es_connection=es,
- query_field="text",
- strategy=BM25Strategy(),
+ opensearch_url=env.elastic.collection_endpoint,
+ #embedding_function=get_embeddings(env),
+ embedding_function=FakeEmbeddings(size=3072)
)
@@ -46,7 +62,8 @@ def create_alias(alias: str):
chunk_index_name = alias[:-8] # removes -current
- es.options(ignore_status=[400]).indices.create(index=chunk_index_name)
+ # es.options(ignore_status=[400]).indices.create(index=chunk_index_name)
+ es.indices.create(index=chunk_index_name, ignore=400)
es.indices.put_alias(index=chunk_index_name, name=alias)
@@ -62,7 +79,8 @@ def _ingest_file(file_name: str, es_index_name: str = alias):
print(es.indices.exists_alias(name=alias))
create_alias(alias)
else:
- es.options(ignore_status=[400]).indices.create(index=es_index_name)
+ # es.options(ignore_status=[400]).indices.create(index=es_index_name)
+ es.indices.create(index=es_index_name, ignore=400)
# Extract metadata
metadata_loader = MetadataLoader(env=env, s3_client=env.s3_client(), file_name=file_name)
@@ -97,6 +115,7 @@ def _ingest_file(file_name: str, es_index_name: str = alias):
)
new_ids = RunnableParallel({"normal": chunk_ingest_chain, "largest": large_chunk_ingest_chain}).invoke(file_name)
+ #new_ids = RunnableParallel({"normal": chunk_ingest_chain}).invoke(file_name) #test one task to identify root cause
logging.info(
"File: %s %s chunks ingested",
file_name,
diff --git a/redbox-core/redbox/models/settings.py b/redbox-core/redbox/models/settings.py
index 2e3509d40..848a7b18f 100644
--- a/redbox-core/redbox/models/settings.py
+++ b/redbox-core/redbox/models/settings.py
@@ -1,25 +1,38 @@
+import environ
import logging
import os
from functools import cache, lru_cache
-from typing import Literal
+from typing import Literal, Optional, Union
import boto3
+from dotenv import load_dotenv
from elasticsearch import Elasticsearch
+from openai import max_retries
from opensearchpy import OpenSearch, RequestsHttpConnection
-from pydantic import BaseModel
+from pydantic import AnyUrl, BaseModel
from pydantic_settings import BaseSettings, SettingsConfigDict
from langchain.globals import set_debug
+from urllib.parse import urlparse
logging.basicConfig(level=os.environ.get("LOG_LEVEL", "INFO"))
logger = logging.getLogger()
+load_dotenv()
+
+env = environ.Env()
class OpenSearchSettings(BaseModel):
"""settings required for a aws/opensearch"""
model_config = SettingsConfigDict(frozen=True)
- collection_endpoint: str
+ collection_endpoint: str = env.str("COLLECTION_ENDPOINT")
+ parsed_url: AnyUrl = urlparse(collection_endpoint)
+
+ collection_endpoint__username: Optional[str] = parsed_url.username
+ collection_endpoint__password: Optional[str] = parsed_url.password
+ collection_endpoint__host: Optional[str] = parsed_url.hostname
+ collection_endpoint__port: Optional[str] = parsed_url.port
class ElasticLocalSettings(BaseModel):
@@ -59,14 +72,9 @@ class Settings(BaseSettings):
embedding_openai_api_key: str = "NotAKey"
embedding_azure_openai_endpoint: str = "not an endpoint"
azure_api_version_embeddings: str = "2024-02-01"
- metadata_extraction_llm: ChatLLMBackend = ChatLLMBackend(name="gpt-4o", provider="azure_openai")
+ metadata_extraction_llm: ChatLLMBackend = ChatLLMBackend(name="gpt-4o-mini", provider="openai")
- embedding_backend: Literal[
- "text-embedding-ada-002",
- "amazon.titan-embed-text-v2:0",
- "text-embedding-3-large",
- "fake",
- ] = "text-embedding-3-large"
+ embedding_backend: str = "amazon.titan-embed-text-v2:0"
llm_max_tokens: int = 1024
@@ -81,7 +89,7 @@ class Settings(BaseSettings):
partition_strategy: Literal["auto", "fast", "ocr_only", "hi_res"] = "fast"
clustering_strategy: Literal["full"] | None = None
- elastic: ElasticCloudSettings | ElasticLocalSettings | OpenSearchSettings = ElasticLocalSettings()
+ elastic: OpenSearchSettings = OpenSearchSettings()
elastic_root_index: str = "redbox-data"
elastic_chunk_alias: str = "redbox-data-chunk-current"
@@ -105,7 +113,7 @@ class Settings(BaseSettings):
worker_ingest_min_chunk_size: int = 1_000
worker_ingest_max_chunk_size: int = 10_000
### Largest
- worker_ingest_largest_chunk_size: int = 300_000
+ worker_ingest_largest_chunk_size: int = 300_000
worker_ingest_largest_chunk_overlap: int = 0
response_no_doc_available: str = "No available data for selected files. They may need to be removed and added again"
@@ -139,40 +147,39 @@ def elastic_alias(self):
return self.elastic_root_index + "-chunk-current"
@lru_cache(1)
- def elasticsearch_client(self) -> Elasticsearch:
- if isinstance(self.elastic, ElasticLocalSettings):
- client = Elasticsearch(
- hosts=[
- {
- "host": self.elastic.host,
- "port": self.elastic.port,
- "scheme": self.elastic.scheme,
- }
- ],
- basic_auth=(self.elastic.user, self.elastic.password),
- )
-
- elif isinstance(self.elastic, OpenSearchSettings):
- client = OpenSearch(
- hosts=[{"host": self.elastic.collection_endpoint, "port": 443}],
- use_ssl=True,
- verify_certs=True,
- connection_class=RequestsHttpConnection,
- pool_maxsize=100,
- )
+ def elasticsearch_client(self) -> Union[Elasticsearch, OpenSearch]:
+ logger.info('Testing OpenSearch is definitely being used')
- else:
- client = Elasticsearch(cloud_id=self.elastic.cloud_id, api_key=self.elastic.api_key)
+ client = OpenSearch(
+ hosts=[{"host": self.elastic.collection_endpoint__host, "port": self.elastic.collection_endpoint__port}],
+ http_auth=(self.elastic.collection_endpoint__username, self.elastic.collection_endpoint__password),
+ use_ssl=False, #change from true to false to run locally
+ connection_class=RequestsHttpConnection,
+ retry_on_timeout=True
+ )
if not client.indices.exists_alias(name=self.elastic_alias):
chunk_index = f"{self.elastic_root_index}-chunk"
- client.options(ignore_status=[400]).indices.create(index=chunk_index)
- client.indices.put_alias(index=chunk_index, name=self.elastic_alias)
+ # client.options(ignore_status=[400]).indices.create(index=chunk_index)
+ # client.indices.put_alias(index=chunk_index, name=self.elastic_alias)
+ try:
+ client.indices.create(index=chunk_index, ignore=400) # 400 is ignored to avoid index-already-exists errors
+ except Exception as e:
+ logger.error(f"Failed to create index {chunk_index}: {e}")
+
+ try:
+ client.indices.put_alias(index=chunk_index, name=f"{self.elastic_root_index}-chunk-current")
+ except Exception as e:
+ logger.error(f"Failed to set alias {self.elastic_root_index}-chunk-current: {e}")
if not client.indices.exists(index=self.elastic_chat_mesage_index):
- client.indices.create(index=self.elastic_chat_mesage_index)
+ try:
+ client.indices.create(index=self.elastic_chat_mesage_index, ignore=400) # 400 is ignored to avoid index-already-exists errors
+ except Exception as e:
+ logger.error(f"Failed to create index {self.elastic_chat_mesage_index}: {e}")
+ # client.indices.create(index=self.elastic_chat_mesage_index)
- return client.options(request_timeout=30, retry_on_timeout=True, max_retries=3)
+ return client
def s3_client(self):
if self.object_store == "minio":
diff --git a/redbox-core/redbox/retriever/__init__.py b/redbox-core/redbox/retriever/__init__.py
index 8425b2c65..5e56ced99 100644
--- a/redbox-core/redbox/retriever/__init__.py
+++ b/redbox-core/redbox/retriever/__init__.py
@@ -1,3 +1,3 @@
-from .retrievers import AllElasticsearchRetriever, ParameterisedElasticsearchRetriever, MetadataRetriever
+from .retrievers import AllElasticsearchRetriever, ParameterisedElasticsearchRetriever, MetadataRetriever, OpenSearchRetriever
-__all__ = ["ParameterisedElasticsearchRetriever", "AllElasticsearchRetriever", "MetadataRetriever"]
+__all__ = ["ParameterisedElasticsearchRetriever", "AllElasticsearchRetriever", "MetadataRetriever", "OpenSearchRetriever"]
diff --git a/redbox-core/redbox/retriever/queries.py b/redbox-core/redbox/retriever/queries.py
index 801745088..71affba81 100644
--- a/redbox-core/redbox/retriever/queries.py
+++ b/redbox-core/redbox/retriever/queries.py
@@ -15,7 +15,7 @@ def build_file_filter(file_names: list[str]) -> dict[str, Any]:
"bool": {
"should": [
{"terms": {"metadata.file_name.keyword": file_names}},
- {"terms": {"metadata.uri.keyword": file_names}},
+ {"terms": {"metadata.uri.keyword": file_names}}
]
}
}
@@ -23,7 +23,7 @@ def build_file_filter(file_names: list[str]) -> dict[str, Any]:
def build_resolution_filter(chunk_resolution: ChunkResolution) -> dict[str, Any]:
"""Creates an Elasticsearch filter for chunk resolutions."""
- return {"term": {"metadata.chunk_resolution.keyword": str(chunk_resolution)}}
+ return {"term": {"metadata.chunk_resolution.keyword": str(chunk_resolution.normal)}} #add normal to fix error
def build_query_filter(
diff --git a/redbox-core/redbox/retriever/retrievers.py b/redbox-core/redbox/retriever/retrievers.py
index 0777c47fe..b801b0118 100644
--- a/redbox-core/redbox/retriever/retrievers.py
+++ b/redbox-core/redbox/retriever/retrievers.py
@@ -1,14 +1,21 @@
+import logging
+
from functools import partial
-from typing import Any, Callable, Sequence
+from typing import (Any, Callable, Dict, List, Mapping, Optional, Sequence,
+ Union, cast)
+import opensearchpy
from elasticsearch import Elasticsearch
-from elasticsearch.helpers import scan
+# from elasticsearch.helpers import scan
+from opensearchpy.helpers import scan
+from opensearchpy import OpenSearch
from kneed import KneeLocator
from langchain_core.callbacks import CallbackManagerForRetrieverRun
from langchain_core.documents import Document
from langchain_core.embeddings.embeddings import Embeddings
from langchain_core.retrievers import BaseRetriever
from langchain_elasticsearch.retrievers import ElasticsearchRetriever
+import os
from redbox.models.chain import RedboxState
from redbox.models.file import ChunkResolution
@@ -16,6 +23,79 @@
from redbox.transform import merge_documents, sort_documents
+logging.basicConfig(level=os.environ.get("LOG_LEVEL", "INFO"))
+logger = logging.getLogger()
+
+
+class OpenSearchRetriever(BaseRetriever):
+ """OpenSearch Retriever."""
+
+ es_client: OpenSearch
+ index_name: Union[str, Sequence[str]]
+ body_func: Callable[[str], Dict]
+ content_field: Optional[Union[str, Mapping[str,str]]] = None
+ document_mapper : Optional[Callable[[Mapping], Document]] = None
+
+ def __init__(self, **kwargs: Any):
+ super().__init__(**kwargs)
+ self.content_field = str(self.content_field)
+
+ # if self.content_field is None and self.document_mapper is None:
+ # raise ValueError("Either content_field or document_mapper must be provided")
+
+ # if self.content_field is not None and self.document_mapper is not None:
+ # raise ValueError("Only one of content_field or document_mapper can be provided")
+
+ if not self.document_mapper:
+ self.document_mapper = self._single_field_mapper
+ elif isinstance(self.content_field, Mapping):
+ self.document_mapper = self._multi_field_mapper
+ # else:
+ # print(self.content_field)
+ # raise ValueError("content_field must be a string or a mapping")
+
+ # self.os_client = create_opensearch_client(**kwargs)
+
+ @staticmethod
+ def from_os_params(
+ self,
+ index_name: Union[str, Sequence[str]],
+ body_func: Callable[[str], Dict],
+ content_field: Optional[Union[str, Mapping[str,str]]] = None,
+ document_mapper: Optional[Callable[[Mapping], Document]] = None,
+ opensearch_url : Optional[str] = None,
+ cloud_id : Optional[str] = None,
+ api_key : Optional[str] = None,
+ username : Optional[str] = None,
+ password : Optional[str] = None,
+ params: Optional[Dict[str, Any]] = None,
+ ) -> "OpenSearchRetriever":
+
+ es_client = self.es_client
+ return OpenSearchRetriever(es_client=es_client, index_name=index_name, body_func=body_func, content_field=content_field, document_mapper=document_mapper)
+
+ def _get_relevant_documents(self, query: str, *, run_manager: CallbackManagerForRetrieverRun) -> List[Document]:
+ if not self.es_client or not self.document_mapper:
+ raise ValueError("OpenSearch client or document mapper is not initialized")
+
+ body = self.body_func(query)
+ logger.info("query to opensearch: from get_relevant_documents")
+ logger.info(str(body))
+ response = self.es_client.search(index=self.index_name, body=body)
+ logger.info("response from opensearch: from get_relevant_documents")
+ logger.info(str([self.document_mapper(hit) for hit in response["hits"]["hits"]]))
+ return [self.document_mapper(hit) for hit in response["hits"]["hits"]]
+
+ def _single_field_mapper(self, hit: Mapping[str, Any]) -> Document:
+ content = hit["_source"].pop(self.content_field)
+ return Document(page_content=content, metadata=hit)
+
+ def _multi_field_mapper(self, hit: Mapping[str, Any]) -> Document:
+ self.content_field = cast(Mapping, self.content_field)
+ field = self.content_field[hit["_index"]]
+ content = hit["_source"].pop(field)
+ return Document(page_content=content, metadata=hit)
+
def hit_to_doc(hit: dict[str, Any]) -> Document:
"""
Backwards compatibility for Chunks and Documents.
@@ -37,9 +117,13 @@ def hit_to_doc(hit: dict[str, Any]) -> Document:
)
-def query_to_documents(es_client: Elasticsearch, index_name: str, query: dict[str, Any]) -> list[Document]:
+def query_to_documents(es_client: Union[Elasticsearch, OpenSearch], index_name: str, query: dict[str, Any]) -> list[Document]:
"""Runs an Elasticsearch query and returns Documents."""
+ logger.info("query to opensearch: from query_to_documents")
+ logger.info(str(query))
response = es_client.search(index=index_name, body=query)
+ logger.info("response from opensearch: from query_to_documents")
+ logger.info(str([hit_to_doc(hit) for hit in response["hits"]["hits"]]))
return [hit_to_doc(hit) for hit in response["hits"]["hits"]]
@@ -80,7 +164,7 @@ def _filter_by_elbow(docs: list[Document]) -> list[Document]:
class ParameterisedElasticsearchRetriever(BaseRetriever):
"""A modified ElasticsearchRetriever that allows configuration from RedboxState."""
- es_client: Elasticsearch
+ es_client: Union[Elasticsearch, OpenSearch]
index_name: str | Sequence[str]
embedding_model: Embeddings
embedding_field_name: str = "embedding"
@@ -128,14 +212,15 @@ def _get_relevant_documents(
return sort_documents(documents=merged_documents)
-class AllElasticsearchRetriever(ElasticsearchRetriever):
+class AllElasticsearchRetriever(OpenSearchRetriever):
"""A modified ElasticsearchRetriever that allows retrieving whole documents."""
chunk_resolution: ChunkResolution = ChunkResolution.largest
- def __init__(self, **kwargs: Any) -> None:
+ def __init__(self, es_client: Union[Elasticsearch, OpenSearch], **kwargs: Any) -> None:
# Hack to pass validation before overwrite
# Partly necessary due to how .with_config() interacts with a retriever
+ kwargs["es_client"] = es_client
kwargs["body_func"] = get_all
kwargs["document_mapper"] = hit_to_doc
super().__init__(**kwargs)
@@ -144,45 +229,46 @@ def __init__(self, **kwargs: Any) -> None:
def _get_relevant_documents(
self, query: RedboxState, *, run_manager: CallbackManagerForRetrieverRun
) -> list[Document]: # noqa:ARG002
- if not self.es_client or not self.document_mapper:
- msg = "faulty configuration"
- raise ValueError(msg) # should not happen
+ # if not self.es_client or not self.document_mapper:
+ # msg = "faulty configuration"
+ # raise ValueError(msg) # should not happen
body = self.body_func(query) # type: ignore
results = [
self.document_mapper(hit)
- for hit in scan(client=self.es_client, index=self.index_name, query=body, source=True)
+ for hit in scan(client=self.es_client, index=self.index_name, query=body, _source=True)
]
return sorted(results, key=lambda result: result.metadata["index"])
-class MetadataRetriever(ElasticsearchRetriever):
+class MetadataRetriever(OpenSearchRetriever):
"""A modified ElasticsearchRetriever that retrieves query metadata without any content"""
chunk_resolution: ChunkResolution = ChunkResolution.largest
- def __init__(self, **kwargs: Any) -> None:
+ def __init__(self, es_client: Union[Elasticsearch, OpenSearch], **kwargs: Any) -> None:
# Hack to pass validation before overwrite
# Partly necessary due to how .with_config() interacts with a retriever
kwargs["body_func"] = get_metadata
kwargs["document_mapper"] = hit_to_doc
+ kwargs["es_client"] = es_client
super().__init__(**kwargs)
self.body_func = partial(get_metadata, self.chunk_resolution)
def _get_relevant_documents(
self, query: RedboxState, *, run_manager: CallbackManagerForRetrieverRun
) -> list[Document]: # noqa:ARG002
- if not self.es_client or not self.document_mapper:
- msg = "faulty configuration"
- raise ValueError(msg) # should not happen
+ # if not self.es_client or not self.document_mapper:
+ # msg = "faulty configuration"
+ # raise ValueError(msg) # should not happen
body = self.body_func(query) # type: ignore
results = [
self.document_mapper(hit)
- for hit in scan(client=self.es_client, index=self.index_name, query=body, source=True)
+ for hit in scan(client=self.es_client, index=self.index_name, query=body, _source=True)
]
return sorted(results, key=lambda result: result.metadata["index"])
diff --git a/sveltekit_app/Dockerfile b/sveltekit_app/Dockerfile
index 20ef2cb44..dfac4b9e6 100644
--- a/sveltekit_app/Dockerfile
+++ b/sveltekit_app/Dockerfile
@@ -10,6 +10,6 @@ RUN npm run build
USER node:node
-EXPOSE 3000
+EXPOSE 3001
CMD ["node", "build/index.js"]
diff --git a/tests/.env.integration b/tests/.env.integration
index 3db7398fd..6aadb2ac4 100644
--- a/tests/.env.integration
+++ b/tests/.env.integration
@@ -1,5 +1,5 @@
UNSTRUCTURED_HOST=unstructured
-EMBEDDING_BACKEND=text-embedding-3-large
+EMBEDDING_BACKEND=amazon.titan-embed-text-v2:0
EMBEDDING_DOCUMENT_FIELD_NAME=azure_embedding
AWS_REGION=eu-west-2