Sustainability Specialists
Business & Financial OperationsAI exposure
- 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
0.185
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.42
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 33% score at or above this value.
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
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 | βE1 + 0.5 × E2 |
|---|---|
Review and revise sustainability proposals or policies.O*NET Task ID 15968 | 1.0 |
Write grant applications, rebate applications, or project proposals to secure funding for sustainability projects.O*NET Task ID 15972 | 1.0 |
Create or maintain plans or other documents related to sustainability projects.O*NET Task ID 15975 | 1.0 |
Research or review regulatory, technical, or market issues related to sustainability.O*NET Task ID 15969 | 0.5 |
Identify or investigate violations of natural resources, waste management, recycling, or other environmental policies.O*NET Task ID 15970 | 0.5 |
Identify or create new sustainability indicators.O*NET Task ID 15971 | 0.5 |
Provide technical or administrative support for sustainability programs or issues.O*NET Task ID 15973 | 0.5 |
Identify or procure needed resources to implement sustainability programs or projects.O*NET Task ID 15974 | 0.5 |
Develop reports or presentations to communicate the effectiveness of sustainability initiatives.O*NET Task ID 15976 | 0.5 |
Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives.O*NET Task ID 15977 | 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®, Eloundou et al. (2023): see full notices on the Credits page
Occupation information
Recent Changes Related to This Occupation
Mar 2026: ATE 0.43 by 2027 in SF Bay Tier 1. Newer cross-category role classified under SOC 13 Financial; among the top Bay Area exposures by 2027.
[Source: arXiv 2604.00186 (Gupta & Kumar, 2026)]These summaries were written by AI Changing Work from the source linked with each one, and any figures in them are given as AI Changing Work summarised them; they can differ from the source's own wording and from figures shown elsewhere on this page, so check the source before relying on them. AI Changing Work matched this page's occupation to an O*NET occupation and chose, by its own judgment, case by case, which summaries relate to that O*NET occupation; a summary appearing here does not mean that its source names this occupation.