Purchasing Managers
ManagementAI 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
0.200
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.42
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, 33% 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 1 hidden taskValues 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 |
|---|---|
Maintain records of goods ordered and received.O*NET Task ID 1020 | 1.0 |
Review purchase order claims and contracts for conformance to company policy.O*NET Task ID 1025 | 1.0 |
Develop and implement purchasing and contract management instructions, policies, and procedures.O*NET Task ID 1027 | 1.0 |
Administer online purchasing systems.O*NET Task ID 1035 | 1.0 |
Locate vendors of materials, equipment or supplies, and interview them to determine product availability and terms of sales.O*NET Task ID 1021 | 0.5 |
Prepare and process requisitions and purchase orders for supplies and equipment.O*NET Task ID 1022 | 0.5 |
Control purchasing department budgets.O*NET Task ID 1023 | 0.5 |
Analyze market and delivery systems to assess present and future material availability.O*NET Task ID 1026 | 0.5 |
Participate in the development of specifications for equipment, products, or substitute materials.O*NET Task ID 1028 | 0.5 |
Resolve vendor or contractor grievances and claims against suppliers.O*NET Task ID 1029 | 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