medium risk
Family and General Practitionersvs
62 shared · 17 different
core competencies
low risk
DermatologistsSide-by-Side Comparison
Dermatologists leads 4–0| Metric | Family and General Practitioners | Dermatologists |
|---|---|---|
| Risk Score | 27.7% | 24.9% |
| Risk Tier | Medium Risk | Low Risk |
| Risk Percentile | 28th | 19th |
| Tasks at Risk (>50%) | 6 / 15 | 4 / 15 |
| Median Salary | N/A | N/A |
| Employment | N/A | N/A |
Skill Comparison
|
Sorted by largest difference
Therapy and Counseling
Psychology
Customer and Personal Service
Performing Administrative Activities
Guiding, Directing, and Motivating Subordinates
Monitor Processes, Materials, or Surroundings
Arm-Hand Steadiness
MathematicsAI-Vulnerable
Developing and Building Teams
Chemistry
Problem Sensitivity
Judgment and Decision MakingAI-Augmented
Protective Factors
Higher values indicate stronger protection against AI displacement
Family and General Practitioners
36%
total discount
Dermatologists
36%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Family and General Practitioners
6 of 15 at risk75%Prepare government or organizational reports which include birth, death, and disease statistics, workforce evaluations, or medical status of individuals.
65%Collect, record, and maintain patient information, such as medical history, reports, or examination results.
53%Conduct research to study anatomy and develop or test medications, treatments, or procedures to prevent or control disease or injury.
53%Monitor patients' conditions and progress and reevaluate treatments as necessary.
52%Refer patients to medical specialists or other practitioners when necessary.
Dermatologists
4 of 15 at risk86%Record patients' health histories.
54%Conduct complete skin examinations.
51%Refer patients to other specialists, as needed.
50%Recommend diagnostic tests based on patients' histories and physical examination findings.
49%Diagnose and treat pigmented lesions such as common acquired nevi, congenital nevi, dysplastic nevi, Spitz nevi, blue nevi, or melanoma.
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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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