65 shared · 17 different
core competencies
Side-by-Side Comparison
Fuel Cell Engineers leads 4–1| Metric | Materials Scientists | Fuel Cell Engineers |
|---|---|---|
| Risk Score | 34.3% | 30.5% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 63th | 42th |
| Tasks at Risk (>50%) | 8 / 15 | 6 / 15 |
| Median Salary | $104,160 | $102,320 |
| Employment | 8K | 287K |
Skill Comparison
Sorted by largest difference
Protective Factors
Higher values indicate stronger protection against AI displacement
Materials Scientists
31%
total discount
Fuel Cell Engineers
30%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Materials Scientists
8 of 15 at riskFuel Cell Engineers
6 of 15 at riskWage Comparison
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Fuel Cell Engineers has a longer runway before significant displacement, projected 0 years later than Materials Scientists.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Materials Scientists
$68,464
from $104,160
Fuel Cell Engineers
$71,112
from $102,320
After adjusting for AI risk, Fuel Cell Engineers offers $2,648 more in risk-adjusted pay.
Transition Feasibility
Skill Overlap
Low overlap — significant retraining needed for transition
Unique to Materials
Unique to Fuel
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors