GIS Specialists

Computer & Mathematical

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

    0.311

    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

    0.55

    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, 12% 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 158 hidden tasks
TaskClaude.aiRaw / share %
Determine sources of web page or server problems, and take action to correct such problems.

15-1199

0.857711.1
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.

15-1199

0.64608.4
Provide feedback and recommendations to developers on software usability and functionality.

15-1199

0.57887.5
Provide technical guidance or support for the development or troubleshooting of systems.

15-1199

0.32544.2
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.

15-1199

0.31024.0
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.

15-1199

0.29073.8
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.

15-1199

0.28093.6
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.

15-1199

0.27743.6
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.

15-1199

0.22562.9
Design databases to support business applications, ensuring system scalability, security, performance and reliability.

15-1199

0.21582.8

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

Occupation information