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

65 shared · 20 different

core competencies

29%medium risk
Microbiologists

Side-by-Side Comparison

MetricMedical Scientists, Except EpidemiologistsMicrobiologists
Risk Score30.2%29.1%
Risk TierMedium RiskMedium Risk
Risk Percentile40th34th
Tasks at Risk (>50%)4 / 145 / 14
Median Salary$100,590$87,330
Employment156K20K

Skill Comparison

|

Sorted by largest difference

Medicine and Dentistry
Judging the Qualities of Things, Services, or People
Establishing and Maintaining Interpersonal Relationships
Assisting and Caring for Others
Analyzing Data or Information
Getting Information
Thinking Creatively
Controlling Machines and Processes
Estimating the Quantifiable Characteristics of Products, Events, or Information
Speech Clarity
Monitor Processes, Materials, or Surroundings
Resolving Conflicts and Negotiating with Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Medical Scientists, Except Epidemiologists

35%

total discount

Microbiologists

33%

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.

Microbiologists

5 of 14 at risk
73%Prepare technical reports and recommendations based upon research outcomes.
55%Conduct chemical analyses of substances such as acids, alcohols, and enzymes.
52%Research use of bacteria and microorganisms to develop vitamins, antibiotics, amino acids, grain alcohol, sugars, and polymers.
51%Study growth, structure, development, and general characteristics of bacteria and other microorganisms to understand their relationship to human, plant, and animal health.
51%Study the structure and function of human, animal, and plant tissues, cells, pathogens and toxins.

Wage Comparison

Microbiologists earns -$13,260(-13%) vs Medical Scientists, Except Epidemiologists
Medical Scientists, Except EpidemiologistsMicrobiologists
10th
$61,860$51,220
25th
$77,260$63,920
Median
$100,590$87,330
75th
$133,870$120,750
90th
$168,210$150,650

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Medical Scientists, Except Epidemiologists2028–2035
Microbiologists2028–2035
20242030203520402045

Microbiologists 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%)

Medical Scientists, Except Epidemiologists

$70,202

from $100,590

Microbiologists

$61,961

from $87,330

After adjusting for AI risk, Medical Scientists, Except Epidemiologists offers $8,241 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Medical

0

Unique to Microbiologists

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Decision Complexity
Medical Scientists, Except EpidemiologistsMicrobiologists
Find transitions from Medical Scientists, Except EpidemiologistsFind transitions from Microbiologists