Pediatricians
HealthcareAI exposure
- Data source: BLSPublished: 2026-08
High· 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: AnthropicPublished: 2026-03
0.000
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.29
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, 69% 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 6 hidden tasks| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Treat children who have minor illnesses, acute and chronic health problems, and growth and development concerns.29-1065 | 0.013424.8 | —0 |
Examine children regularly to assess their growth and development.29-1065 | 0.010619.6 | —0 |
Plan and execute medical care programs to aid in the mental and physical growth and development of children and adolescents.29-1065 | 0.008315.4 | —0 |
Provide consulting services to other physicians.29-1065 | 0.006411.9 | 0.00187.4 |
Prescribe or administer treatment, therapy, medication, vaccination, and other specialized medical care to treat or prevent illness, disease, or injury in infants and children.29-1065 | 0.00519.4 | —0 |
Collect, record, and maintain patient information, such as medical history, reports, and examination results.29-1065 | 0.00448.1 | 0.021086.1 |
Advise patients, parents or guardians, and community members concerning diet, activity, hygiene, and disease prevention.29-1065 | 0.00224.0 | —0 |
Plan, implement, or administer health programs or standards in hospitals, businesses, or communities for prevention or treatment of injury or illness.29-1065 | 0.00193.5 | —0 |
Explain procedures and discuss test results or prescribed treatments with patients and parents or guardians.29-1065 | 0.00183.3 | —0 |
Monitor patients' conditions and progress and reevaluate treatments as necessary. | —0 | 0.00166.5 |
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.
| Task | βE1 + 0.5 × E2 |
|---|---|
Examine patients or order, perform, and interpret diagnostic tests to obtain information on medical condition and determine diagnosis.O*NET Task ID 7819 | 0.5 |
Examine children regularly to assess their growth and development.O*NET Task ID 7820 | 0.5 |
Prescribe or administer treatment, therapy, medication, vaccination, and other specialized medical care to treat or prevent illness, disease, or injury in infants and children.O*NET Task ID 7821 | 0.5 |
Collect, record, and maintain patient information, such as medical history, reports, or examination results.O*NET Task ID 7822 | 0.5 |
Advise patients, parents or guardians, and community members concerning diet, activity, hygiene, and disease prevention.O*NET Task ID 7823 | 0.5 |
Treat children who have minor illnesses, acute and chronic health problems, and growth and development concerns.O*NET Task ID 7824 | 0.5 |
Explain procedures and discuss test results or prescribed treatments with patients and parents or guardians.O*NET Task ID 7825 | 0.5 |
Monitor patients' conditions and progress and reevaluate treatments as necessary.O*NET Task ID 7826 | 0.5 |
Plan and execute medical care programs to aid in the mental and physical growth and development of children and adolescents.O*NET Task ID 7827 | 0.5 |
Refer patient to medical specialist or other practitioner when necessary.O*NET Task ID 7828 | 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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page