How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Prescribe or administer treatment, therapy, medication, vaccination, and other specialized medical care to treat or prevent illness, disease, or injury in infants and children.74
- Explain procedures and discuss test results or prescribed treatments with patients and parents or guardians.71
- Collect, record, and maintain patient information, such as medical history, reports, or examination results.66
- Examine patients or order, perform, and interpret diagnostic tests to obtain information on medical condition and determine diagnosis.58
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Treat children who have minor illnesses, acute and chronic health problems, and growth and development concerns.01
- Examine children regularly to assess their growth and development.02
- Plan and execute medical care programs to aid in the mental and physical growth and development of children and adolescents.03
- Collect, record, and maintain patient information, such as medical history, reports, or examination results.04
- Examine patients or order, perform, and interpret diagnostic tests to obtain information on medical condition and determine diagnosis.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
General Internal Medicine Physicians
Closely related work
Compare these careers →Family Medicine Physicians
Closely related work
Compare these careers →Obstetricians and Gynecologists
Closely related work
Compare these careers →Neurologists
Related work
Compare these careers →Psychiatrists
Related work
Compare these careers →Nurse Practitioner
Related work
Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
