69 shared · 14 different
core competencies
Side-by-Side Comparison
Epidemiologists leads 4–0| Metric | Epidemiologists | Market Research Analysts and Marketing Specialists |
|---|---|---|
| Risk Score | 29.8% | 32.4% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 38th | 52th |
| Tasks at Risk (>50%) | 4 / 15 | 4 / 13 |
| Median Salary | $83,980 | $76,950 |
| Employment | 11K | 861K |
Skill Comparison
Sorted by largest difference
Protective Factors
Higher values indicate stronger protection against AI displacement
Epidemiologists
33%
total discount
Market Research Analysts and Marketing Specialists
31%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Epidemiologists
4 of 15 at riskMarket Research Analysts and Marketing Specialists
4 of 13 at riskWage Comparison
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Epidemiologists has a longer runway before significant displacement, projected 0 years later than Market Research Analysts and Marketing Specialists.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Epidemiologists
$58,954
from $83,980
Market Research Analysts and Marketing Specialists
$52,057
from $76,950
After adjusting for AI risk, Epidemiologists offers $6,897 more in risk-adjusted pay.
Transition Feasibility
Skill Overlap
Low overlap — significant retraining needed for transition
Unique to Epidemiologists
Unique to Market
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors