Side-by-Side Comparison
Epidemiologists leads 4–1| Metric | Biologists | Epidemiologists |
|---|---|---|
| Risk Score | 30.1% | 29.8% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 39th | 38th |
| Tasks at Risk (>50%) | 6 / 15 | 4 / 15 |
| Median Salary | $93,340 | $83,980 |
| Employment | 131K | 11K |
Skill Comparison
|
Sorted by largest difference
Sociology and Anthropology
Biology
Scheduling Work and Activities
Evaluating Information to Determine Compliance with Standards
Monitor Processes, Materials, or Surroundings
Judging the Qualities of Things, Services, or People
Systems AnalysisAI-Augmented
Systems Evaluation
Performing for or Working Directly with the Public
Problem Sensitivity
Analyzing Data or Information
Social PerceptivenessAI-Resistant
Protective Factors
Higher values indicate stronger protection against AI displacement
Biologists
34%
total discount
Epidemiologists
33%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Biologists
6 of 15 at risk75%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.
Epidemiologists
4 of 15 at risk85%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 -$9,360(-10%) vs Biologists
BiologistsEpidemiologists
10th
$54,120$56,950
25th
$67,720$68,040
Median
$93,340$83,980
75th
$125,990$106,040
90th
$161,990$134,860
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Biologists2028–2035
Epidemiologists2028–2035
20242030203520402045
Epidemiologists has a longer runway before significant displacement, projected 0 years later than Biologists.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Biologists
$65,245
from $93,340
Epidemiologists
$58,954
from $83,980
After adjusting for AI risk, Biologists offers $6,291 more in risk-adjusted pay.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Biologists
0
Unique to Epidemiologists
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Fine Manipulation
Regulatory Barriers
Decision Complexity
Social Intelligence
BiologistsEpidemiologists