Traffic Engineers

Transportation & Material Moving

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

    0.008

    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 37 hidden tasks
TaskClaude.aiRaw / share %APIRaw / share %
Investigate or test specific construction project materials to determine compliance to specifications or standards.

17-2051

0.028859.50.027581.5
Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.

17-2051

0.006212.80.003410.0
Provide technical advice to industrial or managerial personnel regarding design, construction, or program modifications or structural repairs.

17-2051

0.005611.6—0
Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices.

17-2051

0.00326.6—0
Prepare project budgets, schedules, or specifications for labor or materials.

17-2051

0.00265.4—0
Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards.

17-2051

0.00204.10.00298.5

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

Occupation information