Takeover Tracker
vs

62 shared · 17 different

core competencies

25%low risk
Dermatologists

Side-by-Side Comparison

MetricFamily and General PractitionersDermatologists
Risk Score27.7%24.9%
Risk TierMedium RiskLow Risk
Risk Percentile28th19th
Tasks at Risk (>50%)6 / 154 / 15
Median SalaryN/AN/A
EmploymentN/AN/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 risk
75%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 risk
86%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.

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Family and General Practitioners2028–2035
Dermatologists2028–2035
20242030203520402045

Dermatologists has a longer runway before significant displacement, projected 0 years later than Family and General Practitioners.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Family

0

Unique to Dermatologists

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Fine Manipulation
Creativity
Social Intelligence
Decision Complexity
Family and General PractitionersDermatologists
Family and General Practitioners vs Dermatologists AI Risk — Takeover Tracker