General Internal Medicine Physicians
Healthcare Practitioners and Technical Occupations- O*NET-SOC code
- 29-1216.00
Diagnose and provide nonsurgical treatment for a wide range of diseases and injuries of internal organ systems. Provide care mainly for adults and adolescents, and are based primarily in an outpatient care setting.
- 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
0.084
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
0.29
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
Show 12 hidden tasks19 rated tasks · 17 tasks with β ≥ 0.5 (89.5%)
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
Tasks of O*NET-SOC 2010 occupation 29-1063.00 Internists, General, linked to this occupation by the O*NET-SOC 2010 to 2019 crosswalk
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Analyze records, reports, test results, or examination information to diagnose medical condition of patient.29-1063.00 | 0.024639.2 |
Explain procedures and discuss test results or prescribed treatments with patients.29-1063.00 | 0.016025.5 |
Advise patients and community members concerning diet, activity, hygiene, and disease prevention.29-1063.00 | 0.009314.9 |
Collect, record, and maintain patient information, such as medical history, reports, and examination results.29-1063.00 | 0.00406.4 |
Prepare government or organizational reports on birth, death, and disease statistics, workforce evaluations, or the medical status of individuals.29-1063.00 | 0.00386.0 |
Monitor patients' conditions and progress and reevaluate treatments as necessary.29-1063.00 | 0.00345.4 |
Make diagnoses when different illnesses occur together or in situations where the diagnosis may be obscure.29-1063.00 | 0.00162.6 |
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 |
|---|---|
Treat internal disorders, such as hypertension, heart disease, diabetes, or problems of the lung, brain, kidney, or gastrointestinal tract.O*NET Task ID 7785 | 0.5 |
Analyze records, reports, test results, or examination information to diagnose medical condition of patient.O*NET Task ID 7786 | 0.5 |
Prescribe or administer medication, therapy, and other specialized medical care to treat or prevent illness, disease, or injury.O*NET Task ID 7787 | 0.5 |
Provide and manage long-term, comprehensive medical care, including diagnosis and nonsurgical treatment of diseases, for adult patients in an office or hospital.O*NET Task ID 7788 | 0.5 |
Manage and treat common health problems, such as infections, influenza or pneumonia, as well as serious, chronic, and complex illnesses, in adolescents, adults, and the elderly.O*NET Task ID 7789 | 0.5 |
Monitor patients' conditions and progress and reevaluate treatments as necessary.O*NET Task ID 7790 | 0.5 |
Collect, record, and maintain patient information, such as medical history, reports, or examination results.O*NET Task ID 7791 | 0.5 |
Make diagnoses when different illnesses occur together or in situations where the diagnosis may be obscure.O*NET Task ID 7792 | 0.5 |
Explain procedures and discuss test results or prescribed treatments with patients.O*NET Task ID 7793 | 0.5 |
Advise patients and community members concerning diet, activity, hygiene, and disease prevention.O*NET Task ID 7794 | 0.5 |
Refer patient to medical specialist or other practitioner when necessary.O*NET Task ID 7795 | 0.5 |
Advise surgeon of a patient's risk status and recommend appropriate intervention to minimize risk.O*NET Task ID 7797 | 0.5 |
Direct and coordinate activities of nurses, students, assistants, specialists, therapists, and other medical staff.O*NET Task ID 7798 | 0.5 |
Provide consulting services to other doctors caring for patients with special or difficult problems.O*NET Task ID 7799 | 0.5 |
Plan, implement, or administer health programs in hospitals, businesses, or communities for prevention and treatment of injuries or illnesses.O*NET Task ID 7801 | 0.5 |
Conduct research to develop or test medications, treatments, or procedures to prevent or control disease or injury.O*NET Task ID 7802 | 0.5 |
Prepare government or organizational reports on birth, death, and disease statistics, workforce evaluations, or the medical status of individuals.O*NET Task ID 7803 | 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
All O*NET 31.0 task statements (19)
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 |
|---|---|
| Treat internal disorders, such as hypertension, heart disease, diabetes, or problems of the lung, brain, kidney, or gastrointestinal tract. | Core |
| Analyze records, reports, test results, or examination information to diagnose medical condition of patient. | Core |
| Prescribe or administer medication, therapy, and other specialized medical care to treat or prevent illness, disease, or injury. | Core |
| Provide and manage long-term, comprehensive medical care, including diagnosis and nonsurgical treatment of diseases, for adult patients in an office or hospital. | Core |
| Manage and treat common health problems, such as infections, influenza or pneumonia, as well as serious, chronic, and complex illnesses, in adolescents, adults, and the elderly. | Core |
| Monitor patients' conditions and progress and reevaluate treatments as necessary. | Core |
| Collect, record, and maintain patient information, such as medical history, reports, or examination results. | Core |
| Make diagnoses when different illnesses occur together or in situations where the diagnosis may be obscure. | Core |
| Explain procedures and discuss test results or prescribed treatments with patients. | Core |
| Advise patients and community members concerning diet, activity, hygiene, and disease prevention. | Core |
| Refer patient to medical specialist or other practitioner when necessary. | Core |
| Immunize patients to protect them from preventable diseases. | Core |
| Advise surgeon of a patient's risk status and recommend appropriate intervention to minimize risk. | Core |
| Direct and coordinate activities of nurses, students, assistants, specialists, therapists, and other medical staff. | Core |
| Provide consulting services to other doctors caring for patients with special or difficult problems. | Core |
| Prepare government or organizational reports on birth, death, and disease statistics, workforce evaluations, or the medical status of individuals. | Core |
| Operate on patients to remove, repair, or improve functioning of diseased or injured body parts and systems. | Supplemental |
| Plan, implement, or administer health programs in hospitals, businesses, or communities for prevention and treatment of injuries or illnesses. | Supplemental |
| Conduct research to develop or test medications, treatments, or procedures to prevent or control disease or injury. | Supplemental |
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
Robot environment tiers (E0–E3)
E0 noneDetails
Rated not doable by robots that have been deployed, sold or demonstrated, even in a purpose-built setting
E1 purpose-built robot settingsDetails
Rated doable in a setting built around the machine, such as a fenced machine cell or a bottling line
E2 structured facilitiesDetails
Rated doable in a human work facility that an institution keeps to a working standard, such as a hospital pharmacy or a container port
E3 unstructured settingsDetails
Rated doable in a setting that no institution keeps to a working standard, such as a private home or a construction site
Only tasks classified as physical are listed; other tasks have no tier in the source.
| Task (O*NET 29.3) | Robot environment tier |
|---|---|
| Provide and manage long-term, comprehensive medical care, including diagnosis and nonsurgical treatment of diseases, for adult patients in an office or hospital. | E0 none |
| Manage and treat common health problems, such as infections, influenza or pneumonia, as well as serious, chronic, and complex illnesses, in adolescents, adults, and the elderly. | E0 none |
| Operate on patients to remove, repair, or improve functioning of diseased or injured body parts and systems. | E0 none |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 73K
- Projected employment, 2035
- 76K
- Change (2025–35)
- +4%
- Median annual wage, 2025
- $256,560
- 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 |
|---|---|---|---|
| 24111 | 내과 전문 의사 | This occupation is narrower | confirmed |
| 24120 | 일반 의사 | Overlapping, not the same | 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 2211Generalist Medical Practitioners
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Generalist medical practitioners (including family and primary care doctors) diagnose, treat and prevent illness, disease, injury and other physical and mental impairments and maintain general health in humans through application of the principles and procedures of modern medicine. They do not limit their practice to certain disease categories or methods of treatment, and may assume responsibility for the provision of continuing and comprehensive medical care to individuals, families and communities.
Tasks
- (a) conducting physical examinations of patients and interviewing them and their families to determine their health status;
- (b) ordering laboratory tests, X-rays and other diagnostic procedures and analysing findings to determine the nature of disorders or illnesses;
- (c) providing continuing medical care for patients including prescribing, administering, counselling on and monitoring curative treatments and preventive measures;
- (d) performing surgery and other clinical procedures;
- (e) advising individuals, families and communities on health, nutrition and lifestyle which aid prevention or treatment of disease and disorders;
- (f) providing referrals to patients and families for specialized care in hospitals, rehabilitation centres or other types of health care centres;
- (g) identifying, managing and providing referrals for complications before, during and after childbirth;
- (h) recording patients' medical information and history and exchanging information with specialist practitioners and other health workers as required for continuing medical care;
- (i) reporting births, deaths and notifiable diseases to government authorities to meet legal and professional requirements;
- (j) conducting research in human health and medical services and disseminating the findings such as through scientific reports
- (k) planning and participating in programmes designed to prevent the occurrence and spread of common diseases.
Example occupations
District medical doctor - therapist · Family medical practitioner · General practitioner · Medical doctor (general) · Medical officer (general) · Physician (general) · Primary health care physician · Resident medical officer specializing in general practice
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.
- general practitionerESCO 2211.1This occupation is narrower
General practitioners promote health, prevent, identify ill health, diagnose and treat diseases and promote recovery of physical and mental illness and health disorders of all kinds for all persons regardless of their age, sex or type of health problem.
- physiologistESCO 2131.4.10Overlapping, not the same
Physiologists study and exert research on the functioning of different living organisms, the parts they are composed of, and their interactions. They understand the fashion in which living systems react to factors such as diseases, physical activity, and stress, and use that information to develop methods and solutions to even out the effect that those stimuli have in living bodies.
- specialised doctorESCO 2212.1Overlapping, not the same
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 |
|---|---|---|
| J1102 | Médecin généraliste | This occupation is narrowerprovisional |
| J1112 | Oncologue | Related, not a match |
| J1117 | Hématologue | Related, not a match |
| J1116 | Gériatre | Related, not a matchprovisional |
| J1121 | Gastro-entérologue | Related, not a matchprovisional |
| J1125 | Endocrinologue | Related, not a matchprovisional |
| J1128 | Pneumologue | Related, not a matchprovisional |
| J1137 | Néphrologue | Related, not a matchprovisional |
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 narrower |
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 |
|---|---|---|
| 81424 | Fachärzte/-ärztinnen in der Inneren 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