Canal Pilots

Transportation & Material Moving

AI exposure

  • Data source: BLSPublished: 2026-08

    Moderate· 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

    0.29

    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, 69% 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 20 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
Operate ship-to-shore radios to exchange information needed for ship operations.

O*NET Task ID 23807

1.0
Report to appropriate authorities any violations of federal or state pilotage laws.

O*NET Task ID 23812

1.0
Advise ships' masters on harbor rules and customs procedures.

O*NET Task ID 23818

1.0
Maintain records of daily activities, personnel reports, ship positions and movements, ports of call, weather and sea conditions, pollution control efforts, or cargo or passenger status.

O*NET Task ID 23819

1.0
Learn to operate new technology systems and procedures through instruction, simulators, or models.

O*NET Task ID 23822

1.0
Assign watches or living quarters to crew members.

O*NET Task ID 23829

1.0
Consult maps, charts, weather reports, or navigation equipment to determine and direct ship movements.

O*NET Task ID 23805

0.5
Calculate sightings of land, using electronic sounding devices and following contour lines on charts.

O*NET Task ID 23821

0.5
Purchase supplies or equipment.

O*NET Task ID 23826

0.5
Interview and hire crew members.

O*NET Task ID 23830

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