AI JOB RISK SCANNER
O*NET-SOC 29-1215.00 / model V11 rated-task engine

Will AI replace
Family Medicine Physicians?

Diagnose, treat, and provide preventive care to individuals and families across the lifespan. May refer patients to specialists when needed for further diagnosis or treatment.

Estimated AI task exposure
63%

High exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

12 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

55/100

Physical moat

5/100

Human moat

29/100

Rating coverage

100%

12 task statements / 12 rated

Highest-weighted occupation tasks

Prescribe or administer treatment, therapy, medication, vaccination, and other specialized medical care to treat or prevent illness, disease, or injury.
Importance 100/100Relevance 100/100Frequency 99/100Weight 1.00
Collect, record, and maintain patient information, such as medical history, reports, or examination results.
Importance 100/100Relevance 100/100Frequency 97/100Weight 0.99
Order, perform, and interpret tests and analyze records, reports, and examination information to diagnose patients' condition.
Importance 100/100Relevance 100/100Frequency 96/100Weight 0.99
Explain procedures and discuss test results or prescribed treatments with patients.
Importance 99/100Relevance 99/100Frequency 96/100Weight 0.98
Monitor patients' conditions and progress and reevaluate treatments as necessary.
Importance 99/100Relevance 100/100Frequency 94/100Weight 0.98
Advise patients and community members concerning diet, activity, hygiene, and disease prevention.
Importance 94/100Relevance 100/100Frequency 94/100Weight 0.96
Refer patients to medical specialists or other practitioners when necessary.
Importance 91/100Relevance 100/100Frequency 75/100Weight 0.90
Coordinate work with nurses, social workers, rehabilitation therapists, pharmacists, psychologists, and other health care providers.
Importance 87/100Relevance 98/100Frequency 78/100Weight 0.89
Direct and coordinate activities of nurses, students, assistants, specialists, therapists, and other medical staff.
Importance 92/100Relevance 76/100Frequency 88/100Weight 0.85
Plan, implement, or administer health programs or standards in hospitals, businesses, or communities for prevention or treatment of injury or illness.
Importance 72/100Relevance 72/100Frequency 41/100Weight 0.64

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$244,180

BLS OEWS May 2025

National employment

107,510

BLS OEWS May 2025

Projected growth

+3.3%

BLS Employment Projections 2025–2035

Average annual openings

3

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Bicycle Repairers

5%

58 points lower exposure • 66% profile similarity

Median wage: $42,780 Growth 2025–2035: -5.7% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Hydroelectric Production Managers

10%

53 points lower exposure • 69% profile similarity

Median wage: $126,060 Growth 2025–2035: +2.6% Annual openings: 17

stronger human/judgment moat, more physical-world work
SAFER ALTERNATIVE

Butchers and Meat Cutters

5%

58 points lower exposure • 64% profile similarity

Median wage: $40,140 Growth 2025–2035: +2.4% Annual openings: 15

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Millwrights

5%

58 points lower exposure • 66% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

58 points lower exposure • 64% profile similarity

Median wage: $56,210 Growth 2025–2035: +4.4% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Chefs and Head Cooks

12%

51 points lower exposure • 70% profile similarity

Median wage: $62,470 Growth 2025–2035: +6.6% Annual openings: 25

stronger human/judgment moat, more physical-world work

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

  • routine information gathering
  • first-pass document drafting
  • standard reporting and summarization
  • repeatable administrative workflows

AUGMENT

  • research and analysis
  • quality checking AI-generated work
  • decision preparation
  • scenario generation

PROTECT

  • domain expertise
  • exception handling
  • accountability for outcomes

LEARN

  • AI-assisted research
  • workflow automation
  • data literacy
  • prompt and workflow design
  • AI output verification

AI-PROOFING RESOURCES

What this score does not mean

The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

New in V11

Find a Safer Career Path

High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

EXPLORE CAREER ALTERNATIVES
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