Climate Change Policy Analysts
Life, Physical, and Social Science Occupations- O*NET-SOC code
- 19-2041.01
Research and analyze policy developments related to climate change. Make climate-related recommendations for actions such as legislation, awareness campaigns, or fundraising approaches.
- Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.055
0.000Range of values carried here0.745Group-level value
Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value
- Data source: ILOPublished: 2025
0.38
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Exposed tasks only14 rated tasks · 14 tasks with β ≥ 0.5 (100.0%)
β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.
- Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
- All rated tasks are in the O*NET 31.0 task list.
- Source
- OpenAI "GPTs are GPTs" exposure rubric
- Release
- gh-main-0471612
- License
- MIT License, Copyright (c) 2024 OpenAI
Tasks of O*NET-SOC 2010 occupation 19-2041.01 Climate Change Analysts, linked to this occupation by the O*NET-SOC 2010 to 2019 crosswalk
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change.19-2041.01 | 0.012233.1 |
Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues such as climate change.19-2041.01 | 0.009425.4 |
Review existing policies or legislation to identify environmental impacts.19-2041.01 | 0.008923.9 |
Analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders.19-2041.01 | 0.003810.2 |
Develop, or contribute to the development of, educational or outreach programs on the environment or climate change.19-2041.01 | 0.00277.4 |
| Not observed on any surface — 9 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Write reports or academic papers to communicate findings of climate-related studies. | —0 |
Promote initiatives to mitigate climate change with government or environmental groups. | —0 |
Present climate-related information at public interest, governmental, or other meetings. | —0 |
Prepare grant applications to obtain funding for programs related to climate change, environmental management, or sustainability. | —0 |
Gather and review climate-related studies from government agencies, research laboratories, and other organizations. | —0 |
Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change. | —0 |
Make legislative recommendations related to climate change or environmental management, based on climate change policies, principles, programs, practices, and processes. | —0 |
Research policies, practices, or procedures for climate or environmental management. | —0 |
Present and defend proposals for climate change research projects. | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Write reports or academic papers to communicate findings of climate-related studies.O*NET Task ID 16841 | 1.0 |
Promote initiatives to mitigate climate change with government or environmental groups.O*NET Task ID 16842 | 0.5 |
Present climate-related information at public interest, governmental, or other meetings.O*NET Task ID 16843 | 0.5 |
Present and defend proposals for climate change research projects.O*NET Task ID 16844 | 0.5 |
Prepare grant applications to obtain funding for programs related to climate change, environmental management, or sustainability.O*NET Task ID 16845 | 0.5 |
Gather and review climate-related studies from government agencies, research laboratories, and other organizations.O*NET Task ID 16846 | 0.5 |
Develop, or contribute to the development of, educational or outreach programs on the environment or climate change.O*NET Task ID 16847 | 0.5 |
Review existing policies or legislation to identify environmental impacts.O*NET Task ID 16848 | 0.5 |
Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change.O*NET Task ID 16849 | 0.5 |
Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues, such as climate change.O*NET Task ID 16850 | 0.5 |
Make legislative recommendations related to climate change or environmental management, based on climate change policies, principles, programs, practices, and processes.O*NET Task ID 16851 | 0.5 |
Research policies, practices, or procedures for climate or environmental management.O*NET Task ID 16852 | 0.5 |
Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change.O*NET Task ID 16853 | 0.5 |
Analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders.O*NET Task ID 16854 | 0.5 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
All O*NET 31.0 task statements (14)
All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.
| Task (O*NET 31.0) | Type |
|---|---|
| Write reports or academic papers to communicate findings of climate-related studies. | Core |
| Promote initiatives to mitigate climate change with government or environmental groups. | Core |
| Present climate-related information at public interest, governmental, or other meetings. | Core |
| Present and defend proposals for climate change research projects. | Core |
| Prepare grant applications to obtain funding for programs related to climate change, environmental management, or sustainability. | Core |
| Gather and review climate-related studies from government agencies, research laboratories, and other organizations. | Core |
| Develop, or contribute to the development of, educational or outreach programs on the environment or climate change. | Core |
| Review existing policies or legislation to identify environmental impacts. | Core |
| Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change. | Core |
| Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues, such as climate change. | Core |
| Make legislative recommendations related to climate change or environmental management, based on climate change policies, principles, programs, practices, and processes. | Core |
| Research policies, practices, or procedures for climate or environmental management. | Core |
| Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change. | Core |
| Analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders. | Core |
0.00/ 3· Robot exposure index
Scale, basis and source
Each physical task is graded 0–3 by the setting in which robots that have been deployed, sold or demonstrated could do it (0 none · 1 purpose-built robot settings such as a fenced machine cell or a bottling line · 2 structured facilities such as a hospital pharmacy or a container port · 3 unstructured settings such as a private home or a construction site), and the grades are averaged by share of working time
Physical tasks among this occupation's O*NET 29.3 tasks
Anthropic estimated the grades and time shares with Claude Opus 5 using web search, as of 2026.
The robot exposure index is a different measure from the AI exposure figures on this site and cannot be added to or compared with them. It does not measure actual adoption or cost, and 0 also covers occupations with no physical tasks.
Tier of each physical task
None of this occupation's O*NET 29.3 tasks is classified as a physical task.
Occupation information
Employment outlook (BLS)
Values for the whole SOC 19-2041 group (Environmental scientists and specialists, including health), not for this O*NET occupation alone.
- Employment, 2025
- 93K
- Projected employment, 2035
- 99K
- Change (2025–35)
- +6.1%
- Median annual wage, 2025
- $82,220
- Typical education needed for entry
- Bachelor's degree
Korea classification links (KSCO)
Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.
| KSCO code | KSCO title | Relation | Status |
|---|---|---|---|
| 23719 | 그 외 환경공학 기술자 및 연구원 | Related, not a match | confirmed |
Relation and status definitions(kr-direct v1.1)
ILO occupational description
AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.
- ISCO-08 2133Environmental Protection Professionals
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Environmental protection professionals study and assess the effects on the environment of human activity such as air, water and noise pollution, soil contamination, climate change, toxic waste and depletion and degradation of natural resources. They develop plans and solutions to protect, conserve, restore, minimize and prevent further damage to the environment.
Tasks
- (a) conducting research, performing tests, collecting samples, performing field and laboratory analysis to identify sources of environmental problems and recommending ways to prevent, control and remediate the impact of environmental problems;
- (b) assessing the likely impact that potential or proposed activities, projects and developments may have on the environment, and recommending whether such developments should proceed;
- (c) developing and coordinating the implementation of environmental management systems to enable organizations to identify, monitor and control the impact of their activities, products and services on the environment;
- (d) conducting audits to evaluate environmental impact of existing activities, processes, wastes, noises and substances;
- (e) assessing an organization's compliance with government and internal environmental regulations and guidelines, identifying violations and determining appropriate remedial action;
- (f) providing technical advice and support services to organizations on how best to deal with environmental problems in order to reduce environmental damage and minimize financial loss;
- (g) developing conservation plans.
Example occupations
Air pollution analyst · Conservation officer · Conservation scientist · Ecologist · Environmental adviser · Environmental auditor · Environmental consultant · Environmental research scientist · Environmental scientist · Park ranger · Water quality analyst
Sources: ILO ISCO-08 — details: Credits
ESCO occupational vocabulary
Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.
- environmental policy officerESCO 2422.10.5This occupation is narrower
Environmental policy officers research, analyse, develop and implement policies related to the environment. They give expert advice to entities such as commercial organisations, government agencies and land developers. Environmental policy officers work on reducing the impact of industrial, commercial and agricultural activities on the environment.
- policy officerESCO 2422.10This occupation is narrower
Policy officers research, analyse and develop policies in various public sectors, and shape and implement these policies to improve the existing regulation around the sector. They evaluate effects of existing policies and report findings to the government and members of the public. Policy officers work closely with partners, external organisations or other stakeholders and provide them with regular updates.
Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
License: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
France classification links (ROME)
AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.
| ROME code | ROME title (French) | Relation |
|---|---|---|
| A1321 | Chargé / Chargée de mission thématique durable | Related, not a matchprovisional |
| E1131 | Chargé / Chargée de plaidoyer | Related, not a matchprovisional |
| M1413 | Chargé / Chargée de mission RSE - Responsabilité Sociétale de l'Entreprise | Related, not a matchprovisional |
Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.
ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.
(AI Changing Work link release: fr-direct v1)
Spain classification links (CNO-11)
AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.
| CNO-11 code | CNO-11 title (Spanish) | Relation |
|---|---|---|
| 2426 | Profesionales de la protección ambiental | This occupation is narrower |
Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.
(AI Changing Work link release: es-direct v1)
Germany classification links (KldB)
AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.
| KldB code | KldB title (German) | Relation |
|---|---|---|
| 42314 | Berufe in der Umweltschutzverwaltung und -beratung - hoch komplexe Tätigkeiten | This occupation is narrowerprovisional |
| 91314 | Berufe in der Politologie - hoch komplexe Tätigkeiten | Related, not a matchprovisional |
Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.
(AI Changing Work link release: de-direct v1)
Japan classification links (JSCO)
AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.
| JSCO code | JSCO title (Japanese) | Relation |
|---|---|---|
| 052 | 人文・社会科学系等研究者 | Related, not a matchprovisional |
| 253 | 企画事務員 | Related, not a matchprovisional |
Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.
(AI Changing Work link release: jp-direct v1)
Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources