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

59 shared · 22 different

core competencies

29%medium risk
Zoologists and Wildlife Biologists

Side-by-Side Comparison

MetricMedical Scientists, Except EpidemiologistsZoologists and Wildlife Biologists
Risk Score30.2%28.5%
Risk TierMedium RiskMedium Risk
Risk Percentile40th31th
Tasks at Risk (>50%)4 / 145 / 15
Median Salary$100,590$72,860
Employment156K17K

Skill Comparison

|

Sorted by largest difference

Chemistry
Performing for or Working Directly with the Public
Judging the Qualities of Things, Services, or People
Identifying Objects, Actions, and Events
Inductive Reasoning
Coaching and Developing Others
Monitor Processes, Materials, or Surroundings
Training and Teaching Others
Assisting and Caring for Others
Getting Information
Analyzing Data or Information
Evaluating Information to Determine Compliance with Standards

Protective Factors

Higher values indicate stronger protection against AI displacement

Medical Scientists, Except Epidemiologists

35%

total discount

Zoologists and Wildlife Biologists

32%

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.

Zoologists and Wildlife Biologists

5 of 15 at risk
77%Check for, and ensure compliance with, environmental laws, and notify law enforcement when violations are identified.
59%Conduct literature reviews.
59%Prepare collections of preserved specimens or microscopic slides for species identification and study of development or disease.
55%Inventory or estimate plant and wildlife populations.
53%Study characteristics of animals, such as origin, interrelationships, classification, life histories and diseases, development, genetics, and distribution.

Wage Comparison

Zoologists and Wildlife Biologists earns -$27,730(-28%) vs Medical Scientists, Except Epidemiologists
Medical Scientists, Except EpidemiologistsZoologists and Wildlife Biologists
10th
$61,860$48,240
25th
$77,260$58,360
Median
$100,590$72,860
75th
$133,870$90,590
90th
$168,210$113,350

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Medical Scientists, Except Epidemiologists2028–2035
Zoologists and Wildlife Biologists2028–2035
20242030203520402045

Zoologists and Wildlife 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%)

Medical Scientists, Except Epidemiologists

$70,202

from $100,590

Zoologists and Wildlife Biologists

$52,095

from $72,860

After adjusting for AI risk, Medical Scientists, Except Epidemiologists offers $18,107 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Medical

0

Unique to Zoologists

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Creativity
Decision Complexity
Medical Scientists, Except EpidemiologistsZoologists and Wildlife Biologists
Find transitions from Medical Scientists, Except EpidemiologistsFind transitions from Zoologists and Wildlife Biologists