59 shared · 52 different
core competencies
Side-by-Side Comparison
Municipal Firefighters leads 4–1| Metric | Municipal Firefighters | Pump Operators, Except Wellhead Pumpers |
|---|---|---|
| Risk Score | 17.7% | 43.5% |
| Risk Tier | Low Risk | Medium Risk |
| Risk Percentile | 3th | 89th |
| Tasks at Risk (>50%) | 0 / 15 | 6 / 14 |
| Median Salary | $59,530 | $60,020 |
| Employment | 332K | 13K |
Skill Comparison
Sorted by largest difference
Protective Factors
Higher values indicate stronger protection against AI displacement
Municipal Firefighters
37%
total discount
Pump Operators, Except Wellhead Pumpers
28%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Municipal Firefighters
0 of 15 at riskPump Operators, Except Wellhead Pumpers
6 of 14 at riskWage Comparison
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Municipal Firefighters has a longer runway before significant displacement, projected 0 years later than Pump Operators, Except Wellhead Pumpers.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Municipal Firefighters
$48,993
from $59,530
Pump Operators, Except Wellhead Pumpers
$33,893
from $60,020
After adjusting for AI risk, Municipal Firefighters offers $15,100 more in risk-adjusted pay.
Transition Feasibility
Skill Overlap
Low overlap — significant retraining needed for transition
Unique to Municipal
Unique to Pump
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors