Chief Sustainability Officers
ManagementAI 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
0.033
0.000Range of values carried here0.745Scale, basis and source
- 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
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, 48% 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
Show 36 hidden tasks| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Analyze operations to evaluate performance of a company or its staff in meeting objectives or to determine areas of potential cost reduction, program improvement, or policy change.11-1011 | 0.177672.2 | 0.185491.0 |
Interpret and explain policies, rules, regulations, or laws to organizations, government or corporate officials, or individuals.11-1011 | 0.043517.7 | 0.00773.8 |
Confer with board members, organization officials, or staff members to discuss issues, coordinate activities, or resolve problems.11-1011 | 0.00522.1 | —0 |
Formulate or implement sustainability campaign or marketing strategies.11-1011 | 0.00411.7 | —0 |
Write project proposals, grant applications, or other documents to pursue funding for environmental initiatives.11-1011 | 0.00331.3 | —0 |
Develop, or oversee the development of, marketing or outreach media for sustainability projects or events.11-1011 | 0.00331.3 | —0 |
Research environmental sustainability issues, concerns, or stakeholder interests.11-1011 | 0.00220.9 | —0 |
Direct, plan, or implement policies, objectives, or activities of organizations or businesses to ensure continuing operations, to maximize returns on investments, or to increase productivity.11-1011 | 0.00180.7 | —0 |
Direct or conduct studies or research on issues affecting areas of responsibility.11-1011 | 0.00170.7 | 0.00321.6 |
Deliver speeches, write articles, or present information at meetings or conventions to promote services, exchange ideas, or accomplish objectives.11-1011 | 0.00170.7 | —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 | βE1 + 0.5 × E2 |
|---|---|
Create and maintain sustainability program documents, such as schedules and budgets.O*NET Task ID 15370 | 1.0 |
Write project proposals, grant applications, or other documents to pursue funding for environmental initiatives.O*NET Task ID 15371 | 1.0 |
Write and distribute financial or environmental impact reports.O*NET Task ID 15373 | 1.0 |
Identify educational, training, or other development opportunities for sustainability employees or volunteers.O*NET Task ID 15367 | 0.5 |
Identify and evaluate pilot projects or programs to enhance the sustainability research agenda.O*NET Task ID 15368 | 0.5 |
Conduct risk assessments related to sustainability and the environment.O*NET Task ID 15369 | 0.5 |
Review sustainability program objectives, progress, or status to ensure compliance with policies, standards, regulations, or laws.O*NET Task ID 15374 | 0.5 |
Formulate or implement sustainability campaign or marketing strategies.O*NET Task ID 15375 | 0.5 |
Research environmental sustainability issues, concerns, or stakeholder interests.O*NET Task ID 15376 | 0.5 |
Evaluate and approve proposals for sustainability projects, considering factors such as cost effectiveness, technical feasibility, and integration with other initiatives.O*NET Task ID 15377 | 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