Transportation, Storage, and Distribution Managers

Management

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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

    0.096

    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

    0.38

    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, 48% 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 74 hidden tasks
TaskClaude.aiRaw / share %
Analyze expenditures and other financial information to develop plans, policies, or budgets for increasing profits or improving services.

11-3071

0.017518.5
Collaborate with other managers or staff members to formulate and implement policies, procedures, goals, or objectives.

11-3071

0.015516.4
Prepare or direct preparation of correspondence, reports, and operations, maintenance, and safety manuals.

11-3071

0.013714.5
Analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies.

11-3071

0.010711.3
Recommend purchase of new or improved technology, such as automated systems.

11-3071

0.00717.5
Resolve problems concerning transportation, logistics systems, imports or exports, or customer issues.

11-3071

0.00697.3
Provide administrative or technical assistance to those receiving transportation-related grants.

11-3071

0.00616.4
Evaluate transportation vehicles or auxiliary equipment for purchase by considering factors such as fuel economy or aerodynamics.

11-3071

0.00394.1
Analyze the financial impact of proposed logistics changes, such as routing, shipping modes, product volumes or mixes, or carriers.

11-3071

0.00373.9
Plan or implement improvements to internal or external logistics systems or processes.

11-3071

0.00262.7

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

Occupation information