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

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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

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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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Preventive Medicine Physicians: Not yetMedical Scientists, Except Epidemiologists: Not yet