Fundraisers

Sales & Marketing

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

    0.047

    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

    0.43

    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, 30% 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 4 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
Explain the tax advantages of contributions to potential donors.

O*NET Task ID 18916

1.0
Write speeches, press releases, or other promotional materials to increase awareness of the causes, missions, or goals of organizations seeking funds.

O*NET Task ID 18924

1.0
Write and send letters of thanks to donors.

O*NET Task ID 18931

1.0
Write reports or prepare presentations to communicate fundraising program data.

O*NET Task ID 18932

1.0
Contact corporate representatives, government officials, or community leaders to increase awareness of organizational causes, activities, or needs.

O*NET Task ID 18906

0.5
Create or update donor databases.

O*NET Task ID 18907

0.5
Design or produce materials such as posters, Web sites, or newsletters to promote, market, or advertise fundraising events.

O*NET Task ID 18908

0.5
Develop corporate fundraising programs, such as employer gift-matching.

O*NET Task ID 18909

0.5
Develop fundraising activity plans that maximize participation or contributions and minimize costs.

O*NET Task ID 18910

0.5
Develop or implement fundraising activities, such as annual giving campaigns or direct mail programs.

O*NET Task ID 18911

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