Financial Examiners
Business & Financial OperationsAI exposure
- Data source: BLSPublished: '26.08
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: '26.03
0.043
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: '25
0.62
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, 3% 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
Exposed tasks only| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Review and analyze new, proposed, or revised laws, regulations, policies, and procedures to interpret their meaning and determine their impact.13-2061 | 0.047086.9 | 0.0239100.0 |
Recommend actions to ensure compliance with laws and regulations, or to protect solvency of institutions.13-2061 | 0.007113.1 | —0 |
| Not observed on any surface — 15 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. | ||
Investigate activities of institutions to enforce laws and regulations and to ensure legality of transactions and operations or financial solvency. | —0 | —0 |
Plan, supervise, and review work of assigned subordinates. | —0 | —0 |
Examine the minutes of meetings of directors, stockholders and committees to investigate the specific authority extended at various levels of management. | —0 | —0 |
Prepare reports, exhibits and other supporting schedules that detail an institution's safety and soundness, compliance with laws and regulations, and recommended solutions to questionable financial conditions. | —0 | —0 |
Review balance sheets, operating income and expense accounts, and loan documentation to confirm institution assets and liabilities. | —0 | —0 |
Review audit reports of internal and external auditors to monitor adequacy of scope of reports or to discover specific weaknesses in internal routines. | —0 | —0 |
Train other examiners in the financial examination process. | —0 | —0 |
Establish guidelines for procedures and policies that comply with new and revised regulations and direct their implementation. | —0 | —0 |
Direct and participate in formal and informal meetings with bank directors, trustees, senior management, counsels, outside accountants and consultants to gather information and discuss findings. | —0 | —0 |
Verify and inspect cash reserves, assigned collateral, and bank-owned securities to check internal control procedures. | —0 | —0 |
Review applications for mergers, acquisitions, establishment of new institutions, acceptance in Federal Reserve System, or registration of securities sales to determine their public interest value and conformance to regulations, and recommend acceptance or rejection. | —0 | —0 |
Resolve problems concerning the overall financial integrity of banking institutions including loan investment portfolios, capital, earnings, and specific or large troubled accounts. | —0 | —0 |
Evaluate data processing applications for institutions under examination to develop recommendations for coordinating existing systems with examination procedures. | —0 | —0 |
Confer with officials of real estate, securities, or financial institution industries to exchange views and discuss issues or pending cases. | —0 | —0 |
Provide regulatory compliance training to employees. | —0 | —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 |
|---|---|
Train other examiners in the financial examination process.O*NET Task ID 7322 | 1.0 |
Investigate activities of institutions to enforce laws and regulations and to ensure legality of transactions and operations or financial solvency.O*NET Task ID 7314 | 0.5 |
Review and analyze new, proposed, or revised laws, regulations, policies, and procedures to interpret their meaning and determine their impact.O*NET Task ID 7315 | 0.5 |
Plan, supervise, and review work of assigned subordinates.O*NET Task ID 7316 | 0.5 |
Recommend actions to ensure compliance with laws and regulations, or to protect solvency of institutions.O*NET Task ID 7317 | 0.5 |
Examine the minutes of meetings of directors, stockholders, and committees to investigate the specific authority extended at various levels of management.O*NET Task ID 7318 | 0.5 |
Prepare reports, exhibits, and other supporting schedules that detail an institution's safety and soundness, compliance with laws and regulations, and recommended solutions to questionable financial conditions.O*NET Task ID 7319 | 0.5 |
Review balance sheets, operating income and expense accounts, and loan documentation to confirm institution assets and liabilities.O*NET Task ID 7320 | 0.5 |
Review audit reports of internal and external auditors to monitor adequacy of scope of reports or to discover specific weaknesses in internal routines.O*NET Task ID 7321 | 0.5 |
Establish guidelines for procedures and policies that comply with new and revised regulations and direct their implementation.O*NET Task ID 7323 | 0.5 |
Direct and participate in formal and informal meetings with bank directors, trustees, senior management, counsels, outside accountants, and consultants to gather information and discuss findings.O*NET Task ID 7324 | 0.0 |
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
Occupation information
Recent Changes Affecting This Occupation
Apr 2026: ATE 0.42 by 2027 in SF Bay Tier 1. Part of the 91.7% of financial occupations crossing moderate-risk threshold in Tier 1 by 2027.
[Source: arXiv 2604.00186 (Gupta & Kumar, 2026)]Mar 2026: Published evergreen blog analysis: AI exposure 63%, automation risk 46/100 in 2025.
[Source: AI Changing Work Blog]