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AI exposure

  • Data source: BLSPublished: 2026-08

    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

    0.033

    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

    0.38

    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, 48% 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

Show 35 hidden tasks
TaskClaude.aiRaw / share %
Analyze operations to evaluate performance of a company or its staff in meeting objectives or to determine areas of potential cost reduction, program improvement, or policy change.

11-1011

0.048629.5
Interpret and explain policies, rules, regulations, or laws to organizations, government or corporate officials, or individuals.

11-1011

0.027516.7
Direct or coordinate activities of businesses involved with buying or selling investment products or financial services.

11-1011

0.016810.2
Confer with board members, organization officials, or staff members to discuss issues, coordinate activities, or resolve problems.

11-1011

0.01368.2
Direct or coordinate an organization's financial or budget activities to fund operations, maximize investments, or increase efficiency.

11-1011

0.01187.2
Review and analyze legislation, laws, or public policy and recommend changes to promote or support interests of the general population or special groups.

11-1011

0.00915.5
Write project proposals, grant applications, or other documents to pursue funding for environmental initiatives.

11-1011

0.00593.6
Research environmental sustainability issues, concerns, or stakeholder interests.

11-1011

0.00593.6
Prepare or present reports concerning activities, expenses, budgets, government statutes or rulings, or other items affecting businesses or program services.

11-1011

0.00583.5
Serve as liaisons between organizations, shareholders, and outside organizations.

11-1011

0.00523.2

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

Occupation information