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
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.
Advise patients, parents or guardians, and community members concerning diet, activity, hygiene, and disease prevention.Details
29-1221
0.0100100.0
0.00000.0
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
Examine patients or order, perform, and interpret diagnostic tests to obtain information on medical condition and determine diagnosis.Details
O*NET Task ID 7819
0.5
Examine children regularly to assess their growth and development.Details
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.Details
O*NET Task ID 7821
0.5
Collect, record, and maintain patient information, such as medical history, reports, or examination results.Details
O*NET Task ID 7822
0.5
Advise patients, parents or guardians, and community members concerning diet, activity, hygiene, and disease prevention.Details
O*NET Task ID 7823
0.5
Treat children who have minor illnesses, acute and chronic health problems, and growth and development concerns.Details
O*NET Task ID 7824
0.5
Explain procedures and discuss test results or prescribed treatments with patients and parents or guardians.Details
O*NET Task ID 7825
0.5
Monitor patients' conditions and progress and reevaluate treatments as necessary.Details
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.Details
O*NET Task ID 7827
0.5
Refer patient to medical specialist or other practitioner when necessary.Details
O*NET Task ID 7828
0.5
Direct and coordinate activities of nurses, students, assistants, specialists, therapists, and other medical staff.Details
O*NET Task ID 7829
0.5
Provide consulting services to other physicians.Details
O*NET Task ID 7830
0.5
Plan, implement, or administer health programs or standards in hospitals, businesses, or communities for prevention or treatment of injury or illness.Details
O*NET Task ID 7831
0.5
Conduct research to study anatomy and develop or test medications, treatments, or procedures to prevent or control disease or injury.Details
O*NET Task ID 7833
0.5
Prepare government or organizational reports of birth, death, and disease statistics, workforce evaluations, or medical status of individuals.Details
O*NET Task ID 20247
0.5
Teach residents or medical students about pediatric topics.Details
O*NET Task ID 21187
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
Occupation information
ILO occupational description
Generalist Medical Practitioners
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
Indirect mapping — this occupation is linked to the ISCO unit group by a rule-based fallback.
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.
Source:European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
질병 혹은 감염 위험 노출(97) · 마감시간(97) · 다른 사람과 신체적 접촉(86) · 외부 고객 대하기(80) · 서서 근무(77)
Related occupations
응급구조사 · 보건의료정보관리사 · 수의사 보조원(동물보건사) · 안경사 · 안마사
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: +1.5%
Median wage: $210K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
Employment: 42K
Typical entry-level education: Doctoral or professional degree
