Renewable Energy Consultants

Life, Physical & Social Sciences

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

    0.066

    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

    0.30

    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, 67% 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 151 hidden tasks
TaskClaude.aiRaw / share %APIRaw / share %
Analyze existing development or manufacturing procedures and suggest improvements.

17-2199

0.130028.30.03007.1
Analyze system performance or operational requirements.

17-2199

0.090019.60.260061.9
Provide scientific or technical guidance or expertise to scientists, engineers, technologists, technicians, or others, using knowledge of chemical, analytical, or biological processes as applied to micro and nanoscale systems.

17-2199

0.050010.90.00000.0
Provide consultation or training on topics such as mechatronics or automated control.

17-2199

0.04008.70.00000.0
Implement or test design solutions.

17-2199

0.03006.50.090021.4
Create embedded software design programs.

17-2199

0.03006.50.02004.8
Create or maintain formal engineering documents, such as schematics, bills of materials, components or materials specifications, or packaging requirements.

17-2199

0.02004.30.01002.4
Prepare reports, deliver presentations, or participate in program review activities to communicate engineering results or recommendations.

17-2199

0.02004.30.00000.0
Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring.

17-2199

0.02004.30.00000.0
Review or approve designs, calculations, or cost estimates.

17-2199

0.01002.20.01002.4

Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page

Occupation information

Recent Changes Related to This Occupation

Mar 2026: ATE 0.43 by 2027 in SF Bay Tier 1. Newer cross-category role classified under SOC 13 Financial; among the top Bay Area exposures by 2027.

[Source: arXiv 2604.00186 (Gupta & Kumar, 2026)]

These summaries were written by AI Changing Work from the source linked with each one, and any figures in them are given as AI Changing Work summarised them; they can differ from the source's own wording and from figures shown elsewhere on this page, so check the source before relying on them. AI Changing Work matched this page's occupation to an O*NET occupation and chose, by its own judgment, case by case, which summaries relate to that O*NET occupation; a summary appearing here does not mean that its source names this occupation.