67 shared · 19 different
core competencies
Side-by-Side Comparison
Energy Engineers leads 4–1| Metric | Materials Engineers | Energy Engineers |
|---|---|---|
| Risk Score | 31.7% | 29.6% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 49th | 36th |
| Tasks at Risk (>50%) | 6 / 15 | 7 / 15 |
| Median Salary | $108,310 | $117,750 |
| Employment | 23K | 151K |
Skill Comparison
Sorted by largest difference
Protective Factors
Higher values indicate stronger protection against AI displacement
Materials Engineers
31%
total discount
Energy Engineers
31%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Materials Engineers
6 of 15 at riskEnergy Engineers
7 of 15 at riskWage Comparison
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Energy Engineers has a longer runway before significant displacement, projected 0 years later than Materials Engineers.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Materials Engineers
$73,987
from $108,310
Energy Engineers
$82,931
from $117,750
After adjusting for AI risk, Energy Engineers offers $8,945 more in risk-adjusted pay.
Transition Feasibility
Skill Overlap
Low overlap — significant retraining needed for transition
Unique to Materials
Unique to Energy
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors