The Task Exposure Indexv2026.Q3
Occupational family

AI exposure in healthcare practitioner and technical occupations

89 occupations, 1,729 tasks, scored against the capability frontier of 2026-09-15. This family ranks 15 of 22 by median exposed share.

18.5%
median exposed share computed
89
occupations in the family
9.5M
US jobs in this family sourced
$100,330
median of the family’s median wages

Reading this family

computed

The median healthcare practitioner and technical occupation has 18.5% of its weighted task load in work current AI systems can already produce, which is 5.8 points below the median across every occupation in the index. Weighted by how many people actually do these jobs, the figure is 20.2%, across 9,460,600 US workers. 4 of these occupations fall in the exposed band, 23 in assisted and 62 in untouched.

What holds the line across this family is verification cost, at 2.47 out of 3, the highest of the five friction dimensions here. In plain terms the obstacle is checking costing more than doing. An undetected error here is expensive, dangerous or irreversible, so someone has to verify, and verifying can cost as much as producing.

The spread inside the family is wider than the gap between families, which is the usual pattern and the reason this index does not publish a single number per group. Patient Representatives sits at 49.3%. Oral and Maxillofacial Surgeons sits at 4.1%. Both are healthcare practitioner and technical occupations, and 45.1 points separate them.

Where the family score comes from

judged

Means across all 1,729 tasks in this family. Capability is what AI can do; the other five are what stands in the way.

DimensionMeanScale
Capability1.720-4
Embodiment1.400-3
Presence1.720-3
Accountability2.360-3
Context1.770-3
Verification cost2.470-3

Every healthcare practitioner and technical occupation

See them on the chart
OccupationExposedAssistedUntouchedMedian payTasksBand
Patient Representatives49.3%20.4%30.3%$50,29013exposed
Health Information Technologists and Medical Registrars47.0%27.5%25.5%$68,02016exposed
Medical Records Specialists40.0%31.6%28.4%$51,14016exposed
Pharmacy Technicians36.9%20.9%42.2%$45,75021exposed
Preventive Medicine Physicians32.2%29.0%38.8%$265,93015assisted
Dietitians and Nutritionists30.9%32.0%37.2%$76,40028assisted
Pharmacists29.1%27.0%43.9%$140,91021assisted
Radiologists28.0%33.7%38.2%$420,86030assisted
Art Therapists27.6%28.5%43.9%$77,93025assisted
Genetic Counselors27.2%36.2%36.7%$100,04019assisted
Psychiatrists25.5%32.8%41.7%$281,87012assisted
Chiropractors25.4%30.1%44.5%$79,20013assisted
Music Therapists24.1%28.5%47.5%$77,93030assisted
Medical Dosimetrists23.8%27.3%48.9%$147,47019assisted
Dietetic Technicians23.5%29.9%46.6%$37,64013assisted
Sports Medicine Physicians23.3%33.2%43.5%$265,93027assisted
Recreational Therapists23.2%32.0%44.8%$61,96011assisted
Naturopathic Physicians23.0%24.2%52.8%$115,21020untouched
Diagnostic Medical Sonographers22.9%24.9%52.3%$96,59019untouched
Occupational Therapists22.7%27.6%49.7%$100,33017assisted
Hospitalists22.5%31.9%45.6%$265,93014assisted
Opticians, Dispensing21.9%18.8%59.3%$47,26021untouched
Nuclear Medicine Technologists21.9%22.9%55.2%$101,37017untouched
Cytogenetic Technologists21.7%27.5%50.7%n/a30untouched
Dental Hygienists21.7%17.2%61.2%$98,10016untouched
Speech-Language Pathologists21.6%28.0%50.4%$97,87023untouched
Physicians, Pathologists21.3%32.6%46.1%$312,40019assisted
Audiologists21.3%27.3%51.4%$95,78022untouched
Cytotechnologists21.3%29.3%49.4%n/a13assisted
Physical Therapists21.0%29.7%49.3%$102,76024assisted
Athletic Trainers21.0%24.1%55.0%$62,52023untouched
Nurse Practitioners20.8%28.8%50.4%$132,30027untouched
Registered Nurses20.4%27.9%51.7%$97,55027untouched
Clinical Nurse Specialists20.3%29.8%49.9%$97,55030assisted
Allergists and Immunologists20.2%32.5%47.3%$265,93016assisted
Physician Assistants20.2%26.9%52.9%$135,88012untouched
Advanced Practice Psychiatric Nurses20.0%33.0%46.9%$97,55024assisted
Medical and Clinical Laboratory Technicians19.8%24.5%55.7%n/a14untouched
Magnetic Resonance Imaging Technologists19.4%19.3%61.3%$95,48024untouched
Radiologic Technologists and Technicians19.3%23.5%57.2%$80,11030untouched
Family Medicine Physicians19.2%31.4%49.4%$244,18012assisted
Radiation Therapists19.2%20.6%60.2%$105,31022untouched
Neurologists19.2%32.5%48.3%$248,56024assisted
Nurse Midwives18.6%24.9%56.6%$134,04021untouched
General Internal Medicine Physicians18.5%30.9%50.7%$256,56019untouched
Medical and Clinical Laboratory Technologists18.4%23.5%58.1%n/a15untouched
Licensed Practical and Licensed Vocational Nurses18.3%20.0%61.7%$64,40022untouched
Exercise Physiologists18.1%23.3%58.7%$59,46025untouched
Ophthalmologists, Except Pediatric17.9%27.7%54.4%$300,08018untouched
Obstetricians and Gynecologists17.7%27.2%55.1%$292,91015untouched
Podiatrists17.6%22.1%60.2%$160,30011untouched
Orthoptists17.6%29.0%53.4%$115,21016untouched
Dermatologists17.6%26.6%55.8%$328,73018untouched
Acute Care Nurses17.4%27.4%55.1%$97,55027untouched
Midwives16.8%25.9%57.3%$65,79036untouched
Emergency Medicine Physicians16.5%30.1%53.4%$335,55017untouched
Pediatricians, General16.4%28.6%55.0%$210,04017untouched
Cardiologists16.2%23.8%60.0%$496,01025untouched
Orthopedic Surgeons, Except Pediatric16.2%26.0%57.8%$358,55015untouched
Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists16.1%27.4%56.5%$100,33021untouched
Veterinarians16.1%20.7%63.1%$130,10021untouched
Pediatric Surgeons15.9%25.8%58.3%$559,03018untouched
Cardiovascular Technologists and Technicians15.9%21.5%62.6%$74,31021untouched
Critical Care Nurses15.0%23.6%61.4%$97,55029untouched
Anesthesiologists14.3%24.5%61.3%$391,49020untouched
Neurodiagnostic Technologists14.2%22.6%63.3%$50,29016untouched
Orthodontists14.0%26.9%59.1%$289,14011untouched
Histotechnologists13.5%15.8%70.7%n/a16untouched
Acupuncturists13.2%19.7%67.1%$76,04018untouched
Respiratory Therapists13.1%20.6%66.4%$82,28023untouched
Urologists13.0%21.7%65.3%$265,93014untouched
Emergency Medical Technicians12.8%20.5%66.7%$44,47012untouched
Surgical Technologists12.6%9.9%77.5%$64,65018untouched
Orthotists and Prosthetists12.2%17.9%69.9%$81,11015untouched
Veterinary Technologists and Technicians11.9%12.2%75.9%$47,38031untouched
Physical Medicine and Rehabilitation Physicians11.9%27.3%60.8%$265,93015untouched
Psychiatric Technicians11.6%19.1%69.3%$45,13016untouched
Ophthalmic Medical Technologists10.8%18.8%70.4%$50,29031untouched
Nurse Anesthetists10.7%15.1%74.2%$236,59024untouched
Anesthesiologist Assistants10.2%11.1%78.6%$135,88016untouched
Dentists, General10.0%13.4%76.6%$170,95020untouched
Paramedics9.8%16.7%73.5%$60,60013untouched
Optometrists9.3%22.2%68.5%$136,57010untouched
Ophthalmic Medical Technicians8.1%15.4%76.5%$45,57020untouched
Hearing Aid Specialists7.8%15.6%76.6%$65,16011untouched
Surgical Assistants6.4%8.1%85.5%$66,80028untouched
Histology Technicians6.0%9.8%84.2%n/a8untouched
Prosthodontists4.6%10.1%85.4%$311,18012untouched
Oral and Maxillofacial Surgeons4.1%12.3%83.6%$352,22015untouched

Exposure is not displacement. These figures say what current systems can produce and what stands in the way. They do not say anyone will stop paying a person to do the work. How the score is built.