68 shared · 16 different
core competencies
Side-by-Side Comparison
Logisticians leads 3–2| Metric | Regulatory Affairs Managers | Logisticians |
|---|---|---|
| Risk Score | 31.2% | 29.7% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 45th | 37th |
| Tasks at Risk (>50%) | 4 / 15 | 5 / 15 |
| Median Salary | $136,550 | $80,880 |
| Employment | 631K | 236K |
Skill Comparison
Sorted by largest difference
Protective Factors
Higher values indicate stronger protection against AI displacement
Regulatory Affairs Managers
33%
total discount
Logisticians
31%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Regulatory Affairs Managers
4 of 15 at riskLogisticians
5 of 15 at riskWage Comparison
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Displacement Timeline Comparison
Logisticians has a longer runway before significant displacement, projected 0 years later than Regulatory Affairs Managers.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Regulatory Affairs Managers
$94,015
from $136,550
Logisticians
$56,851
from $80,880
After adjusting for AI risk, Regulatory Affairs Managers offers $37,164 more in risk-adjusted pay.
Transition Feasibility
Skill Overlap
Low overlap — significant retraining needed for transition
Unique to Regulatory
Unique to Logisticians
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors