Compliance Officers
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
0.121
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.43
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, 30% 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 2 hidden tasksValues 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 |
|---|---|
Warn violators of infractions or penalties.O*NET Task ID 21446 | 1.0 |
Advise licensees or other individuals or groups concerning licensing, permit, or passport regulations.O*NET Task ID 21448 | 1.0 |
Prepare reports of activities, evaluations, recommendations, or decisions.O*NET Task ID 21449 | 1.0 |
Report law or regulation violations to appropriate boards or agencies.O*NET Task ID 21450 | 1.0 |
Score tests and observe equipment operation and control to rate ability of applicants.O*NET Task ID 21456 | 1.0 |
Prepare correspondence to inform concerned parties of licensing decisions or appeals processes.O*NET Task ID 21457 | 1.0 |
Evaluate applications, records, or documents to gather information about eligibility or liability issues.O*NET Task ID 21447 | 0.5 |
Confer with or interview officials, technical or professional specialists, or applicants to obtain information or to clarify facts relevant to licensing decisions.O*NET Task ID 21451 | 0.5 |
Issue licenses to individuals meeting standards.O*NET Task ID 21452 | 0.5 |
Collect fees for licenses.O*NET Task ID 21453 | 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