Budget Analysts
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
0.067
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.51
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, 17% 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 % |
|---|---|---|
Provide advice and technical assistance with cost analysis, fiscal allocation, and budget preparation.13-2031 | 0.011370.3 | —0 |
Perform cost-benefit analyses to compare operating programs, review financial requests, or explore alternative financing methods.13-2031 | 0.004829.7 | —0 |
Compile and analyze accounting records and other data to determine the financial resources required to implement a program. | —0 | 0.0020100.0 |
| Not observed on any surface — 10 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. | ||
Analyze monthly department budgeting and accounting reports to maintain expenditure controls. | —0 | —0 |
Direct the preparation of regular and special budget reports. | —0 | —0 |
Consult with managers to ensure that budget adjustments are made in accordance with program changes. | —0 | —0 |
Summarize budgets and submit recommendations for the approval or disapproval of funds requests. | —0 | —0 |
Seek new ways to improve efficiency and increase profits. | —0 | —0 |
Review operating budgets to analyze trends affecting budget needs. | —0 | —0 |
Examine budget estimates for completeness, accuracy, and conformance with procedures and regulations. | —0 | —0 |
Interpret budget directives and establish policies for carrying out directives. | —0 | —0 |
Match appropriations for specific programs with appropriations for broader programs, including items for emergency funds. | —0 | —0 |
Testify before examining and fund-granting authorities, clarifying and promoting the proposed budgets. | —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 |
|---|---|
Interpret budget directives and establish policies for carrying out directives.O*NET Task ID 3404 | 1.0 |
Analyze monthly department budgeting and accounting reports to maintain expenditure controls.O*NET Task ID 3394 | 0.5 |
Direct the preparation of regular and special budget reports.O*NET Task ID 3395 | 0.5 |
Consult with managers to ensure that budget adjustments are made in accordance with program changes.O*NET Task ID 3396 | 0.5 |
Match appropriations for specific programs with appropriations for broader programs, including items for emergency funds.O*NET Task ID 3397 | 0.5 |
Provide advice and technical assistance with cost analysis, fiscal allocation, and budget preparation.O*NET Task ID 3398 | 0.5 |
Summarize budgets and submit recommendations for the approval or disapproval of funds requests.O*NET Task ID 3399 | 0.5 |
Seek new ways to improve efficiency and increase profits.O*NET Task ID 3400 | 0.5 |
Review operating budgets to analyze trends affecting budget needs.O*NET Task ID 3401 | 0.5 |
Examine budget estimates for completeness, accuracy, and conformance with procedures and regulations.O*NET Task ID 3402 | 0.5 |
Testify before examining and fund-granting authorities, clarifying and promoting the proposed budgets.O*NET Task ID 3406 | 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