Takeover Tracker
30%medium risk
Medical Scientists, Except Epidemiologists
vs

54 shared · 28 different

core competencies

33%medium risk
Molecular and Cellular Biologists

Side-by-Side Comparison

MetricMedical Scientists, Except EpidemiologistsMolecular and Cellular Biologists
Risk Score30.2%32.9%
Risk TierMedium RiskMedium Risk
Risk Percentile40th56th
Tasks at Risk (>50%)4 / 148 / 15
Median Salary$100,590$93,330
Employment156K60K

Skill Comparison

|

Sorted by largest difference

Evaluating Information to Determine Compliance with Standards
Judging the Qualities of Things, Services, or People
Monitor Processes, Materials, or Surroundings
Establishing and Maintaining Interpersonal Relationships
Medicine and Dentistry
Assisting and Caring for Others
Resolving Conflicts and Negotiating with Others
Administration and Management
Biology
Learning Strategies
Science
Mathematical Reasoning

Protective Factors

Higher values indicate stronger protection against AI displacement

Medical Scientists, Except Epidemiologists

35%

total discount

Molecular and Cellular Biologists

34%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Molecular and Cellular Biologists

8 of 15 at risk
84%Maintain accurate laboratory records and data.
59%Prepare or review reports, manuscripts, or meeting presentations.
57%Write grant applications to obtain funding.
55%Design molecular or cellular laboratory experiments, oversee their execution, and interpret results.
55%Perform laboratory procedures following protocols including deoxyribonucleic acid (DNA) sequencing, cloning and extraction, ribonucleic acid (RNA) purification, or gel electrophoresis.

Wage Comparison

Molecular and Cellular Biologists earns -$7,260(-7%) vs Medical Scientists, Except Epidemiologists
Medical Scientists, Except EpidemiologistsMolecular and Cellular Biologists
10th
$61,860$54,500
25th
$77,260$67,950
Median
$100,590$93,330
75th
$133,870$121,350
90th
$168,210$159,780

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Medical Scientists, Except Epidemiologists2028–2035
Molecular and Cellular Biologists2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Medical Scientists, Except Epidemiologists

$70,202

from $100,590

Molecular and Cellular Biologists

$62,652

from $93,330

After adjusting for AI risk, Medical Scientists, Except Epidemiologists offers $7,549 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Medical

0

Unique to Molecular

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Social Intelligence
Creativity
Medical Scientists, Except EpidemiologistsMolecular and Cellular Biologists
Find transitions from Medical Scientists, Except EpidemiologistsFind transitions from Molecular and Cellular Biologists