Side-by-Side Comparison
Economists leads 4–1| Metric | Investment Fund Managers | Economists |
|---|---|---|
| Risk Score | 34.0% | 31.1% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 62th | 45th |
| Tasks at Risk (>50%) | 8 / 15 | 2 / 13 |
| Median Salary | $136,550 | $115,440 |
| Employment | 631K | 16K |
Skill Comparison
Sorted by largest difference
Protective Factors
Higher values indicate stronger protection against AI displacement
Investment Fund Managers
31%
total discount
Economists
29%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Investment Fund Managers
8 of 15 at riskEconomists
2 of 13 at riskWage Comparison
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Displacement Timeline Comparison
Economists has a longer runway before significant displacement, projected 0 years later than Investment Fund Managers.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Investment Fund Managers
$90,164
from $136,550
Economists
$79,527
from $115,440
After adjusting for AI risk, Investment Fund Managers offers $10,637 more in risk-adjusted pay.
Transition Feasibility
Skill Overlap
Low overlap — significant retraining needed for transition
Unique to Investment
Unique to Economists
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors