Statistical Assistants
Office & Administrative SupportAI 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
0.510
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.57
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, 7% 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 12 hidden tasks| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Perform routine system administrative functions such as troubleshooting, back-ups, and upgrades.43-9111 | 1.642658.2 | 1.239630.3 |
Develop or apply data mining and machine learning algorithms.43-9111 | 0.536119.0 | 1.366633.4 |
Monitor database performance and perform any necessary maintenance, upgrades, or repairs.43-9111 | 0.18216.4 | 0.09602.3 |
Write computer programs or scripts to be used in querying databases.43-9111 | 0.15565.5 | 0.22635.5 |
Compile reports, charts, or graphs that describe and interpret findings of analyses.43-9111 | 0.09173.2 | 0.38039.3 |
Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.43-9111 | 0.08162.9 | 0.18234.5 |
Compute and analyze data, using statistical formulas and computers or calculators.43-9111 | 0.05111.8 | 0.03901.0 |
Document all database changes, modifications, or problems.43-9111 | 0.02030.7 | 0.02310.6 |
Enter data into computers for use in analyses or reports.43-9111 | 0.01300.5 | 0.26206.4 |
Select statistical tests for analyzing data.43-9111 | 0.00940.3 | 0.00700.2 |
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 |
|---|---|
Compute and analyze data, using statistical formulas and computers or calculators.O*NET Task ID 9788 | 1.0 |
Enter data into computers for use in analyses or reports.O*NET Task ID 9789 | 1.0 |
Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.O*NET Task ID 9790 | 1.0 |
Compile reports, charts, or graphs that describe and interpret findings of analyses.O*NET Task ID 9791 | 1.0 |
Check source data to verify completeness and accuracy.O*NET Task ID 9792 | 1.0 |
Participate in the publication of data or information.O*NET Task ID 9793 | 1.0 |
File data and related information, and maintain and update databases.O*NET Task ID 9795 | 1.0 |
Select statistical tests for analyzing data.O*NET Task ID 9796 | 1.0 |
Organize paperwork, such as survey forms or reports, for distribution or analysis.O*NET Task ID 9797 | 1.0 |
Code data prior to computer entry, using lists of codes.O*NET Task ID 9798 | 1.0 |
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