Takeover Tracker
30%medium risk
Biologists
vs

73 shared · 12 different

core competencies

30%medium risk
Medical Scientists, Except Epidemiologists

Side-by-Side Comparison

MetricBiologistsMedical Scientists, Except Epidemiologists
Risk Score30.1%30.2%
Risk TierMedium RiskMedium Risk
Risk Percentile39th40th
Tasks at Risk (>50%)6 / 154 / 14
Median Salary$93,340$100,590
Employment131K156K

Skill Comparison

|

Sorted by largest difference

Performing for or Working Directly with the Public
Scheduling Work and Activities
Assisting and Caring for Others
Inspecting Equipment, Structures, or Material
Provide Consultation and Advice to Others
Identifying Objects, Actions, and Events
Customer and Personal Service
Chemistry
Guiding, Directing, and Motivating Subordinates
Systems AnalysisAI-Augmented
Law and Government
Problem Sensitivity

Protective Factors

Higher values indicate stronger protection against AI displacement

Biologists

34%

total discount

Medical Scientists, Except Epidemiologists

35%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Biologists

6 of 15 at risk
75%Prepare requests for proposals or statements of work.
59%Program and use computers to store, process, and analyze data.
55%Write grant proposals to obtain funding for biological research.
51%Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.
51%Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.

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

Medical Scientists, Except Epidemiologists earns +$7,250(+8%) vs Biologists
BiologistsMedical Scientists, Except Epidemiologists
10th
$54,120$61,860
25th
$67,720$77,260
Median
$93,340$100,590
75th
$125,990$133,870
90th
$161,990$168,210

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biologists2028–2035
Medical Scientists, Except Epidemiologists2028–2035
20242030203520402045

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

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Biologists

$65,245

from $93,340

Medical Scientists, Except Epidemiologists

$70,202

from $100,590

After adjusting for AI risk, Medical Scientists, Except Epidemiologists offers $4,957 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Biologists

0

Unique to Medical

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Creativity
BiologistsMedical Scientists, Except Epidemiologists
Find transitions from BiologistsFind transitions from Medical Scientists, Except Epidemiologists