Takeover Tracker
vs

58 shared · 33 different

core competencies

Side-by-Side Comparison

MetricPreventive Medicine PhysiciansMedical Scientists, Except Epidemiologists
Risk Score24.7%30.2%
Risk TierLow RiskMedium Risk
Risk Percentile18th40th
Tasks at Risk (>50%)5 / 154 / 14
Median SalaryN/A$100,590
EmploymentN/A156K

Skill Comparison

|

Sorted by largest difference

Psychology
Medicine and Dentistry
Performing for or Working Directly with the Public
Guiding, Directing, and Motivating Subordinates
Chemistry
Public Safety and Security
Service OrientationAI-Resistant
Customer and Personal Service
Monitor Processes, Materials, or Surroundings
Assisting and Caring for Others
Social PerceptivenessAI-Resistant
Performing Administrative Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Preventive Medicine Physicians

38%

total discount

Medical Scientists, Except Epidemiologists

35%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Preventive Medicine Physicians

5 of 15 at risk
74%Document or review comprehensive patients' histories with an emphasis on occupation or environmental risks.
55%Design or use surveillance tools, such as screening, lab reports, and vital records, to identify health risks.
55%Prepare preventive health reports including problem descriptions, analyses, alternative solutions, and recommendations.
53%Identify groups at risk for specific preventable diseases or injuries.
51%Evaluate the effectiveness of prescribed risk reduction measures or other interventions.

Medical Scientists, Except Epidemiologists

4 of 14 at risk
55%Write applications for research grants.
52%Evaluate effects of drugs, gases, pesticides, parasites, and microorganisms at various levels.
51%Write and publish articles in scientific journals.
51%Prepare and analyze organ, tissue, and cell samples to identify toxicity, bacteria, or microorganisms or to study cell structure.
49%Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.

Wage Comparison

Preventive Medicine PhysiciansMedical Scientists, Except Epidemiologists
10th
N/A$61,860
25th
N/A$77,260
Median
N/A$100,590
75th
N/A$133,870
90th
N/A$168,210

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Preventive Medicine Physicians20282035
Medical Scientists, Except Epidemiologists20282035
20242030203520402045

Preventive Medicine Physicians has a longer runway before significant displacement, projected 0 years later than Medical Scientists, Except Epidemiologists.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Preventive

0

Unique to Medical

Combined Protection Strategy

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

Social Intelligence
Fine Manipulation
Regulatory Barriers
Decision Complexity
Preventive Medicine PhysiciansMedical Scientists, Except Epidemiologists