Wildland Fire Supervisors

Protective Service

AI exposure

  • Data source: BLSPublished: 2026-08

    Low· 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

    0.000

    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

    0.18

    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, 90% 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 11 hidden tasks

Values 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.

TaskβE1 + 0.5 × E2
Communicate fire details to superiors, subordinates, or interagency dispatch centers, using two-way radios.

O*NET Task ID 22913

1.0
Perform maintenance and minor repairs on firefighting equipment, including vehicles, and write and submit proposals to modify, replace, and repair equipment.

O*NET Task ID 22919

1.0
Maintain required maps and records.

O*NET Task ID 22923

1.0
Recommend personnel actions related to disciplinary procedures, performance, leaves of absence, and grievances.

O*NET Task ID 22928

1.0
Perform administrative duties, such as compiling and maintaining records, completing forms, preparing reports, or composing correspondence.

O*NET Task ID 22929

1.0
Study and interpret fire safety codes to establish procedures for issuing permits to handle hazardous or flammable substances.

O*NET Task ID 22934

1.0
Maintain knowledge of fire laws and fire prevention techniques and tactics.

O*NET Task ID 22937

1.0
Assess nature and extent of fire, condition of building, danger to adjacent buildings, and water supply status to determine crew or company requirements.

O*NET Task ID 22912

0.5
Direct the training of firefighters, assigning of instructors to training classes, and providing of supervisors with reports on training progress and status.

O*NET Task ID 22918

0.5
Schedule employee work assignments and set work priorities.

O*NET Task ID 22920

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

Occupation information