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

66 shared · 12 different

core competencies

30%medium risk
Epidemiologists

Side-by-Side Comparison

MetricMedical Scientists, Except EpidemiologistsEpidemiologists
Risk Score30.2%29.8%
Risk TierMedium RiskMedium Risk
Risk Percentile40th38th
Tasks at Risk (>50%)4 / 144 / 15
Median Salary$100,590$83,980
Employment156K11K

Skill Comparison

|

Sorted by largest difference

Evaluating Information to Determine Compliance with Standards
Biology
Judging the Qualities of Things, Services, or People
Monitor Processes, Materials, or Surroundings
Communicating with Persons Outside Organization
Interacting With Computers
Provide Consultation and Advice to Others
Interpreting the Meaning of Information for Others
MathematicsAI-Vulnerable
Making Decisions and Solving Problems
Updating and Using Relevant Knowledge
Thinking Creatively

Protective Factors

Higher values indicate stronger protection against AI displacement

Medical Scientists, Except Epidemiologists

35%

total discount

Epidemiologists

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.

Epidemiologists

4 of 15 at risk
85%Monitor and report incidents of infectious diseases to local and state health agencies.
53%Write grant applications for funding epidemiologic research.
53%Write articles for publication in professional journals.
51%Provide expertise in the design, management and evaluation of study protocols and health status questionnaires, sample selection, and analysis.
49%Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.

Wage Comparison

Epidemiologists earns -$16,610(-17%) vs Medical Scientists, Except Epidemiologists
Medical Scientists, Except EpidemiologistsEpidemiologists
10th
$61,860$56,950
25th
$77,260$68,040
Median
$100,590$83,980
75th
$133,870$106,040
90th
$168,210$134,860

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Medical Scientists, Except Epidemiologists2028–2035
Epidemiologists2028–2035
20242030203520402045

Epidemiologists 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

Epidemiologists

$58,954

from $83,980

After adjusting for AI risk, Medical Scientists, Except Epidemiologists offers $11,248 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Medical

0

Unique to Epidemiologists

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Creativity
Regulatory Barriers
Medical Scientists, Except EpidemiologistsEpidemiologists
Find transitions from Medical Scientists, Except EpidemiologistsFind transitions from Epidemiologists