Anesthesiologists
HealthcareAI exposure
- Data source: BLSPublished: 2026-08
Low· 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
0.27
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
Exposed tasks only| Task | Claude.aiRaw / share % |
|---|---|
Instruct individuals and groups on ways to preserve health and prevent disease.29-1061 | 0.0087100.0 |
| Not observed on any surface — 17 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Administer anesthetic or sedation during medical procedures, using local, intravenous, spinal, or caudal methods. | —0 |
Monitor patient before, during, and after anesthesia and counteract adverse reactions or complications. | —0 |
Provide and maintain life support and airway management and help prepare patients for emergency surgery. | —0 |
Record type and amount of anesthesia and patient condition throughout procedure. | —0 |
Examine patient, obtain medical history, and use diagnostic tests to determine risk during surgical, obstetrical, and other medical procedures. | —0 |
Position patient on operating table to maximize patient comfort and surgical accessibility. | —0 |
Decide when patients have recovered or stabilized enough to be sent to another room or ward or to be sent home following outpatient surgery. | —0 |
Coordinate administration of anesthetics with surgeons during operation. | —0 |
Confer with other medical professionals to determine type and method of anesthetic or sedation to render patient insensible to pain. | —0 |
Coordinate and direct work of nurses, medical technicians, and other health care providers. | —0 |
Order laboratory tests, x-rays, and other diagnostic procedures. | —0 |
Diagnose illnesses, using examinations, tests, and reports. | —0 |
Manage anesthesiological services, coordinating them with other medical activities and formulating plans and procedures. | —0 |
Provide medical care and consultation in many settings, prescribing medication and treatment and referring patients for surgery. | —0 |
Inform students and staff of types and methods of anesthesia administration, signs of complications, and emergency methods to counteract reactions. | —0 |
Schedule and maintain use of surgical suite, including operating, wash-up, waiting rooms, and anesthetic and sterilizing equipment. | —0 |
Conduct medical research to aid in controlling and curing disease, to investigate new medications, and to develop and test new medical techniques. | —0 |
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 |
|---|---|
Record type and amount of anesthesia and patient condition throughout procedure.O*NET Task ID 7756 | 0.5 |
Examine patient, obtain medical history, and use diagnostic tests to determine risk during surgical, obstetrical, and other medical procedures.O*NET Task ID 7757 | 0.5 |
Confer with other medical professionals to determine type and method of anesthetic or sedation to render patient insensible to pain.O*NET Task ID 7761 | 0.5 |
Order laboratory tests, x-rays, and other diagnostic procedures.O*NET Task ID 7763 | 0.5 |
Diagnose illnesses, using examinations, tests, and reports.O*NET Task ID 7764 | 0.5 |
Manage anesthesiological services, coordinating them with other medical activities and formulating plans and procedures.O*NET Task ID 7765 | 0.5 |
Inform students and staff of types and methods of anesthesia administration, signs of complications, and emergency methods to counteract reactions.O*NET Task ID 7767 | 0.5 |
Instruct individuals and groups on ways to preserve health and prevent disease.O*NET Task ID 7769 | 0.5 |
Conduct medical research to aid in controlling and curing disease, to investigate new medications, and to develop and test new medical techniques.O*NET Task ID 7770 | 0.5 |
Administer anesthetic or sedation during medical procedures, using local, intravenous, spinal, or caudal methods.O*NET Task ID 7753 | 0.0 |
Monitor patient before, during, and after anesthesia and counteract adverse reactions or complications.O*NET Task ID 7754 | 0.0 |
Provide and maintain life support and airway management and help prepare patients for emergency surgery.O*NET Task ID 7755 | 0.0 |
Position patient on operating table to maximize patient comfort and surgical accessibility.O*NET Task ID 7758 | 0.0 |
Decide when patients have recovered or stabilized enough to be sent to another room or ward or to be sent home following outpatient surgery.O*NET Task ID 7759 | 0.0 |
Coordinate administration of anesthetics with surgeons during operation.O*NET Task ID 7760 | 0.0 |
Coordinate and direct work of nurses, medical technicians, and other health care providers.O*NET Task ID 7762 | 0.0 |
Provide medical care and consultation in many settings, prescribing medication and treatment and referring patients for surgery.O*NET Task ID 7766 | 0.0 |
Schedule and maintain use of surgical suite, including operating, wash-up, waiting rooms, or anesthetic and sterilizing equipment.O*NET Task ID 7768 | 0.0 |
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