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Education & Training

AI exposure

  • Data source: BLSPublished: 2026-08

    Very high· relative

    LowFour relative bandsVery high

    Group-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

    Source dataset (XLSX download)

  • Data source: AnthropicPublished: 2026-03

    0.135

    0.000Range of values carried here0.745
    Scale, basis and source

    Observed exposure index, 0–1 as published

    Mapped onto O*NET tasks

    Source dataset

  • Data source: ILOPublished: 2025

    0.47

    0.09Range of values carried here0.70

    Group-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, 23% score at or above this value.

    Source dataset

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
TaskClaude.aiRaw / share %APIRaw / share %
Select and edit documents for publication and display, applying knowledge of subject, literary expression, and presentation techniques.

25-4011

0.191385.50.054879.1
Provide reference services and assistance for users needing archival materials.

25-4011

0.01315.90.00162.3
Research and record the origins and historical significance of archival materials.

25-4011

0.00502.2—0
Prepare archival records, such as document descriptions, to allow easy access to information.

25-4011

0.00482.10.00395.6
Create and maintain accessible, retrievable computer archives and databases, incorporating current advances in electronic information storage technology.

25-4011

0.00381.70.007110.2
Authenticate and appraise historical documents and archival materials.

25-4011

0.00241.1—0
Organize archival records and develop classification systems to facilitate access to archival materials.

25-4011

0.00170.8—0
Locate new materials and direct their acquisition and display.

25-4011

0.00170.8—0
Direct activities of workers who assist in arranging, cataloguing, exhibiting, and maintaining collections of valuable materials.
—00.00192.7
Not observed on any surface — 4 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.
Preserve records, documents, and objects, copying records to film, videotape, audiotape, disk, or computer formats as necessary.
—0—0
Establish and administer policy guidelines concerning public access and use of materials.
—0—0
Specialize in an area of history or technology, researching topics or items relevant to collections to determine what should be retained or acquired.
—0—0
Coordinate educational and public outreach programs, such as tours, workshops, lectures, and classes.
—0—0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

Occupation information