Dermatologists
HealthcareAI exposure
- Data source: BLSPublished: 2026-08
Moderate· relative
LowFour relative bandsVery highGroup-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
- Data source: ILOPublished: 2025
0.27
0.09Range of values carried here0.70Group-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.
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| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Prepare comprehensive interpretive reports of findings.29-1069.05 | 0.027710.6 | 0.01515.9 |
Prepare comprehensive interpretive reports of findings.29-1069.10 | 0.027710.6 | 0.01515.9 |
Educate patients about diagnoses, prognoses, or treatments.29-1069.01 | 0.027410.5 | 0.00341.3 |
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 | 0.02188.3 | 0.026110.2 |
Develop individualized treatment plans for patients, considering patient preferences, clinical data, or the risks and benefits of therapies.29-1069.01 | 0.02108.1 | 0.025710.0 |
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 | 0.01606.1 | 0.110643.1 |
Conduct research and present scientific findings.29-1069.07 | 0.01515.8 | 0.00552.1 |
Examine microscopic samples to identify diseases or other abnormalities.29-1069.07 | 0.01074.1 | 0.00763.0 |
Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page