Portfolio Managers

Business & Financial Operations

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

    0.391

    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

    0.47

    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, 23% 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 23 hidden tasks
TaskClaude.aiRaw / share %
Develop or analyze information to assess the current or future financial status of firms.

11-3031

0.057122.3
Analyze and classify risks and investments to determine their potential impacts on companies.

11-3031

0.037514.7
Evaluate financial reporting systems, accounting or collection procedures, or investment activities and make recommendations for changes to procedures, operating systems, budgets, or other financial control functions.

11-3031

0.029811.7
Maintain current knowledge of organizational policies and procedures, federal and state policies and directives, and current accounting standards.

11-3031

0.027210.6
Analyze the financial details of past, present, and expected operations to identify development opportunities and areas where improvement is needed.

11-3031

0.01586.2
Review reports of securities transactions or price lists to analyze market conditions.

11-3031

0.01546.0
Receive, record, and authorize requests for disbursements in accordance with company policies and procedures.

11-3031

0.01325.1
Establish and maintain relationships with individual or business customers or provide assistance with problems these customers may encounter.

11-3031

0.01094.3
Prepare or direct preparation of financial statements, business activity reports, financial position forecasts, annual budgets, or reports required by regulatory agencies.

11-3031

0.00773.0
Review collection reports to determine the status of collections and the amounts of outstanding balances.

11-3031

0.00742.9

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

Occupation information