Environmental Compliance Inspectors
Life, Physical & Social SciencesAI 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
0.36
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, 60% 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 109 hidden tasks| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Prepare reports of activities, evaluations, recommendations, or decisions.13-1041 | 0.017120.8 | 0.017717.6 |
Prepare responses to customer requests for information, such as product data, written regulatory affairs statements, surveys, or questionnaires.13-1041 | 0.009111.1 | —0 |
Respond to questions and inquiries, such as those concerning service charges and capacity fees, or refer them to supervisors.13-1041 | 0.008310.1 | 0.00323.2 |
Prepare correspondence to inform concerned parties of licensing decisions or appeals processes.13-1041 | 0.008310.1 | —0 |
Interpret regulatory rules or rule changes and ensure that they are communicated through corporate policies and procedures.13-1041 | 0.008210.0 | 0.019419.3 |
Obtain and distribute updated information regarding domestic or international laws, guidelines, or standards.13-1041 | 0.00819.8 | 0.00191.9 |
Examine records, reports, or other documents to establish facts or detect discrepancies.13-1041 | 0.00779.3 | 0.030530.4 |
Provide information, technical assistance, or training to supervisors, managers, or employees on topics such as employee supervision, hiring, grievance procedures, or staff development.13-1041 | 0.00637.7 | 0.00525.2 |
Prepare correspondence, reports of inspections or investigations or recommendations for action.13-1041 | 0.00536.4 | —0 |
Advise project teams on subjects such as premarket regulatory requirements, export and labeling requirements, or clinical study compliance issues.13-1041 | 0.00384.7 | —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 |
|---|---|
Prepare, organize, and maintain inspection records.O*NET Task ID 10831 | 1.0 |
Prepare written, oral, tabular, and graphic reports summarizing requirements and regulations, including enforcement and chain of custody documentation.O*NET Task ID 10833 | 1.0 |
Evaluate label information for accuracy and conformance to regulatory requirements.O*NET Task ID 10844 | 1.0 |
Respond to questions and inquiries, such as those concerning service charges and capacity fees, or refer them to supervisors.O*NET Task ID 10853 | 1.0 |
Prepare data to calculate sewer service charges and capacity fees.O*NET Task ID 20473 | 1.0 |
Determine the nature of code violations and actions to be taken, and issue written notices of violation, participating in enforcement hearings, as necessary.O*NET Task ID 10829 | 0.5 |
Examine permits, licenses, applications, and records to ensure compliance with licensing requirements.O*NET Task ID 10830 | 0.5 |
Monitor follow-up actions in cases where violations were found, and review compliance monitoring reports.O*NET Task ID 10834 | 0.5 |
Investigate complaints and suspected violations regarding illegal dumping, pollution, pesticides, product quality, or labeling laws.O*NET Task ID 10835 | 0.5 |
Inform individuals and groups of pollution control regulations and inspection findings, and explain how problems can be corrected.O*NET Task ID 10837 | 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