Dermatologists

Healthcare

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: ILOPublished: 2025

    0.27

    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, 74% 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 205 hidden tasks
TaskClaude.aiRaw / share %APIRaw / share %
Prepare comprehensive interpretive reports of findings.

29-1069.05

0.027710.60.01515.9
Prepare comprehensive interpretive reports of findings.

29-1069.10

0.027710.60.01515.9
Educate patients about diagnoses, prognoses, or treatments.

29-1069.01

0.027410.50.00341.3
Diagnose diseases or study medical conditions using techniques such as gross pathology, histology, cytology, cytopathology, clinical chemistry, immunology, flow cytometry, and molecular biology.

29-1069.07

0.02188.30.026110.2
Develop individualized treatment plans for patients, considering patient preferences, clinical data, or the risks and benefits of therapies.

29-1069.01

0.02108.10.025710.0
Educate patients about maintenance and promotion of healthy vision.

29-1069.06

0.02098.0—0
Interpret diagnostic test results to make appropriate differential diagnoses.

29-1069.01

0.02037.8—0
Analyze and interpret results from tests such as microbial or parasite tests, urine analyses, hormonal assays, fine needle aspirations (FNAs), and polymerase chain reactions (PCRs).

29-1069.07

0.01606.10.110643.1
Conduct research and present scientific findings.

29-1069.07

0.01515.80.00552.1
Examine microscopic samples to identify diseases or other abnormalities.

29-1069.07

0.01074.10.00763.0

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

Occupation information