Healthcare Practitioners and Technical · United States (national)
Family Medicine Physicians
How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is less exposed to automation, and meaningful change looks likely over the next 5 to 10 years.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 25.5 to 49.5
Physical / roboticsrange 11.6 to 35.6
When the change is likely
Partial, 5 to 10 yearslocal demand stable
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Use your 5 to 10 year runway
Change here is gradual. Build resilient skills steadily and watch the signals rather than waiting for a shock.
2
Pivot toward Pediatric Surgeons
It is skill-adjacent and less exposed (22.2 vs 38). A lateral move now beats a forced one later.
3
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
4
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
Keep the monitor on
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Which of my tasks are exposed
Prescribe or administer treatment, therapy, medication, vaccination, and other specialized medical care to treat or prevent illness, disease, or injury.
50.0
Order, perform, and interpret tests and analyze records, reports, and examination information to diagnose patients' condition.
50.0
Collect, record, and maintain patient information, such as medical history, reports, or examination results.
50.0
Monitor patients' conditions and progress and reevaluate treatments as necessary.
50.0
Explain procedures and discuss test results or prescribed treatments with patients.
100.0
Advise patients and community members concerning diet, activity, hygiene, and disease prevention.
50.0
Direct and coordinate activities of nurses, students, assistants, specialists, therapists, and other medical staff.
100.0
Refer patients to medical specialists or other practitioners when necessary.
50.0
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Explain procedures and discuss test results or prescribed treatments with patients.
Task: Direct and coordinate activities of nurses, students, assistants, specialists, therapists, and other medical staff.
Lower-risk adjacent roles
Pediatric Surgeons
22.2
Physician Assistants
34.5
Emergency Medicine Physicians
35.3
Obstetricians and Gynecologists
35.4
Pediatricians, General
36.7
General Internal Medicine Physicians
37.1
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map Family Medicine Physicians to its standard O*NET task list (8 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 37.5, robotics 23.6.
The timeline comes from the higher axis (37.5), shifted for local demand (stable), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.