47 shared · 25 different
core competencies
Side-by-Side Comparison
Automotive Specialty Technicians leads 5–0| Metric | Automotive Specialty Technicians | Coin, Vending, and Amusement Machine Servicers and Repairers |
|---|---|---|
| Risk Score | 18.7% | 30.1% |
| Risk Tier | Low Risk | Medium Risk |
| Risk Percentile | 5th | 39th |
| Tasks at Risk (>50%) | 4 / 15 | 7 / 15 |
| Median Salary | $49,670 | $47,350 |
| Employment | 689K | 28K |
Skill Comparison
Sorted by largest difference
Protective Factors
Higher values indicate stronger protection against AI displacement
Automotive Specialty Technicians
28%
total discount
Coin, Vending, and Amusement Machine Servicers and Repairers
25%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Automotive Specialty Technicians
4 of 15 at riskCoin, Vending, and Amusement Machine Servicers and Repairers
7 of 15 at riskWage Comparison
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Automotive Specialty Technicians has a longer runway before significant displacement, projected 0 years later than Coin, Vending, and Amusement Machine Servicers and Repairers.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Automotive Specialty Technicians
$40,362
from $49,670
Coin, Vending, and Amusement Machine Servicers and Repairers
$33,107
from $47,350
After adjusting for AI risk, Automotive Specialty Technicians offers $7,255 more in risk-adjusted pay.
Transition Feasibility
Skill Overlap
Low overlap — significant retraining needed for transition
Unique to Automotive
Unique to Coin,
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors