Psychiatrists
Healthcare Practitioners and Technical Occupations- O*NET-SOC code
- 29-1223.00
Diagnose, treat, and help prevent mental disorders.
- 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
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value
- 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
Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published
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 only12 rated tasks · 10 tasks with β ≥ 0.5 (83.3%)
β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.
- Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
- All rated tasks are in the O*NET 31.0 task list.
- Source
- OpenAI "GPTs are GPTs" exposure rubric
- Release
- gh-main-0471612
- License
- MIT License, Copyright (c) 2024 OpenAI
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 (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Prepare and submit case reports or summaries to government or mental health agencies.O*NET Task ID 1837 | 1.0 |
Analyze and evaluate patient data or test findings to diagnose nature or extent of mental disorder.O*NET Task ID 1827 | 0.5 |
Prescribe, direct, or administer psychotherapeutic treatments or medications to treat mental, emotional, or behavioral disorders.O*NET Task ID 1828 | 0.5 |
Collaborate with physicians, psychologists, social workers, psychiatric nurses, or other professionals to discuss treatment plans and progress.O*NET Task ID 1829 | 0.5 |
Gather and maintain patient information and records, including social or medical history obtained from patients, relatives, or other professionals.O*NET Task ID 1830 | 0.5 |
Design individualized care plans, using a variety of treatments.O*NET Task ID 1832 | 0.5 |
Examine or conduct laboratory or diagnostic tests on patients to provide information on general physical condition or mental disorder.O*NET Task ID 1833 | 0.5 |
Advise or inform guardians, relatives, or significant others of patients' conditions or treatment.O*NET Task ID 1834 | 0.5 |
Review and evaluate treatment procedures and outcomes of other psychiatrists or medical professionals.O*NET Task ID 1835 | 0.5 |
Teach, take continuing education classes, attend conferences or seminars, or conduct research and publish findings to increase understanding of mental, emotional, or behavioral states or disorders.O*NET Task ID 15230 | 0.5 |
Counsel outpatients or other patients during office visits.O*NET Task ID 1831 | 0.0 |
Serve on committees to promote or maintain community mental health services or delivery systems.O*NET Task ID 1838 | 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®, Eloundou et al. (2023): see full notices on the Credits page
All O*NET 31.0 task statements (12)
All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.
| Task (O*NET 31.0) | Type |
|---|---|
| Analyze and evaluate patient data or test findings to diagnose nature or extent of mental disorder. | Core |
| Prescribe, direct, or administer psychotherapeutic treatments or medications to treat mental, emotional, or behavioral disorders. | Core |
| Collaborate with physicians, psychologists, social workers, psychiatric nurses, or other professionals to discuss treatment plans and progress. | Core |
| Gather and maintain patient information and records, including social or medical history obtained from patients, relatives, or other professionals. | Core |
| Counsel outpatients or other patients during office visits. | Core |
| Design individualized care plans, using a variety of treatments. | Core |
| Examine or conduct laboratory or diagnostic tests on patients to provide information on general physical condition or mental disorder. | Core |
| Advise or inform guardians, relatives, or significant others of patients' conditions or treatment. | Core |
| Review and evaluate treatment procedures and outcomes of other psychiatrists or medical professionals. | Core |
| Prepare and submit case reports or summaries to government or mental health agencies. | Core |
| Serve on committees to promote or maintain community mental health services or delivery systems. | Core |
| Teach, take continuing education classes, attend conferences or seminars, or conduct research and publish findings to increase understanding of mental, emotional, or behavioral states or disorders. | Core |
0.00/ 3· Robot exposure index
Scale, basis and source
Each physical task is graded 0–3 by the setting in which robots that have been deployed, sold or demonstrated could do it (0 none · 1 purpose-built robot settings such as a fenced machine cell or a bottling line · 2 structured facilities such as a hospital pharmacy or a container port · 3 unstructured settings such as a private home or a construction site), and the grades are averaged by share of working time
Physical tasks among this occupation's O*NET 29.3 tasks
Anthropic estimated the grades and time shares with Claude Opus 5 using web search, as of 2026.
The robot exposure index is a different measure from the AI exposure figures on this site and cannot be added to or compared with them. It does not measure actual adoption or cost, and 0 also covers occupations with no physical tasks.
Tier of each physical task
None of this occupation's O*NET 29.3 tasks is classified as a physical task.
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 30K
- Projected employment, 2035
- 32K
- Change (2025–35)
- +7.2%
- Median annual wage, 2025
- $281,870
- Typical education needed for entry
- Doctoral or professional degree
Korea classification links (KSCO)
Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.
| KSCO code | KSCO title | Relation | Status |
|---|---|---|---|
| 24115 | 정신건강의학과 및 신경과 전문 의사 | This occupation is narrower | confirmed |
Relation and status definitions(kr-direct v1.1)
ILO occupational description
AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.
- ISCO-08 2212Specialist Medical Practitioners
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Specialist medical practitioners (medical doctors) diagnose, treat and prevent illness, disease, injury, and other physical and mental impairments in humans, using specialized testing, diagnostic, medical, surgical, physical and psychiatric techniques, through application of the principles and procedures of modern medicine. They specialize in certain disease categories, types of patient or methods of treatment and may conduct medical education and research in their chosen areas of specialization.
Tasks
- (a) conducting physical examinations of patients and interviewing them and their families to determine their health status;
- (b) considering medical information provided by a referring doctor or other health care provider;
- (c) ordering specialized diagnostic tests to determine the nature of disorders or illnesses;
- (d) prescribing, administering and monitoring patients' responses to treatments, medications, anaesthetics, psychotherapies, physical rehabilitation programmes and other preventive and curative measures;
- (e) performing surgery of a general or specialized nature;
- (f) managing complications before, during and after childbirth;
- (g) recording patients' medical information and exchanging information with other health professionals to ensure the provision of comprehensive care;
- (h) reporting births, deaths and notifiable diseases to government authorities to meet legal and professional requirements;
- (i) providing information to patients and families and communities about preventive measures, treatment and care for specific ailments;
- (j) performing autopsies to determine cause of death;
- (k) conducting research into specific human disorders and illnesses and preventive or curative methods and disseminating the findings such as through scientific reports;
- (l) planning and participating in programmes designed to prevent the occurrence and spread of specific diseases.
Example occupations
Anaesthetist · Cardiologist · Emergency medicine specialist · Gynaecologist · Obstetrician · Ophthalmologist · Paediatrician · Pathologist · Preventive medicine specialist · Psychiatrist · Radiation oncologist · Radiologist · Resident medical officer in specialist training · Specialist medical practitioner (public health) · Specialist physician (internal medicine) · Specialist physician (nuclear medicine) · Surgeon
Sources: ILO ISCO-08 — details: Credits
ESCO occupational vocabulary
Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.
- specialised doctorESCO 2212.1This occupation is narrower
Specialised doctors prevent, diagnose and treat diseases depending on their medical or surgical specialty.
Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
License: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
France classification links (ROME)
AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.
| ROME code | ROME title (French) | Relation |
|---|---|---|
| J1131 | Psychiatre | Same scope |
Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.
ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.
(AI Changing Work link release: fr-direct v1)
Spain classification links (CNO-11)
AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.
| CNO-11 code | CNO-11 title (Spanish) | Relation |
|---|---|---|
| 2112 | Otros médicos especialistas | This occupation is narrowerprovisional |
Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.
(AI Changing Work link release: es-direct v1)
Germany classification links (KldB)
AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.
| KldB code | KldB title (German) | Relation |
|---|---|---|
| 81464 | Fachärzte/-ärztinnen in der Neurologie, Psychiatrie, Psychotherapie und psychosomatischen Medizin - hoch komplexe Tätigkeiten | This occupation is narrowerprovisional |
Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.
(AI Changing Work link release: de-direct v1)
Japan classification links (JSCO)
AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.
| JSCO code | JSCO title (Japanese) | Relation |
|---|---|---|
| 121 | 医師 | This occupation is narrowerprovisional |
Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.
(AI Changing Work link release: jp-direct v1)
Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources