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 201 hidden tasks| Task | Claude.aiRaw / share % |
|---|---|
Prepare comprehensive interpretive reports of findings.29-1069.05 | 0.075317.9 |
Prepare comprehensive interpretive reports of findings.29-1069.10 | 0.075317.9 |
Develop individualized treatment plans for patients, considering patient preferences, clinical data, or the risks and benefits of therapies.29-1069.01 | 0.02636.2 |
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 | 0.02556.1 |
Interpret imaging data and confer with other medical specialists to formulate diagnoses.29-1069.05 | 0.02255.3 |
Communicate examination results or diagnostic information to referring physicians, patients, or families.29-1069.10 | 0.02115.0 |
Document the performance, interpretation, or outcomes of all procedures performed.29-1069.10 | 0.02074.9 |
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 | 0.01854.4 |
Interpret diagnostic test results to make appropriate differential diagnoses.29-1069.01 | 0.01714.1 |
Examine microscopic samples to identify diseases or other abnormalities.29-1069.07 | 0.01393.3 |
Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page