Takeover Tracker
25%low risk
Wind Turbine Service Technicians
vs

62 shared · 24 different

core competencies

19%low risk
Automotive Specialty Technicians

Side-by-Side Comparison

MetricWind Turbine Service TechniciansAutomotive Specialty Technicians
Risk Score24.7%18.7%
Risk TierLow RiskLow Risk
Risk Percentile18th5th
Tasks at Risk (>50%)5 / 134 / 15
Median Salary$62,580$49,670
Employment11K689K

Skill Comparison

|

Sorted by largest difference

Performing General Physical Activities
Repairing and Maintaining Electronic Equipment
Customer and Personal Service
Repairing and Maintaining Mechanical Equipment
Inspecting Equipment, Structures, or Material
Computers and Electronics
Handling and Moving Objects
Physics
Selling or Influencing Others
Establishing and Maintaining Interpersonal Relationships
Extent Flexibility
Engineering and Technology

Protective Factors

Higher values indicate stronger protection against AI displacement

Wind Turbine Service Technicians

30%

total discount

Automotive Specialty Technicians

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Wind Turbine Service Technicians

5 of 13 at risk
88%Collect turbine data for testing or research and analysis.
86%Maintain tool and spare parts inventories required for repair, installation, or replacement services.
65%Start or restart wind turbine generator systems to ensure proper operations.
57%Operate manufacturing equipment to fabricate wind turbines.
51%Diagnose problems involving wind turbine generators or control systems.

Automotive Specialty Technicians

4 of 15 at risk
74%Estimate costs of vehicle repair.
59%Inspect vehicles for damage and record findings so that necessary repairs can be made.
55%Test electronic computer components in automobiles to ensure proper operation.
53%Troubleshoot fuel, ignition, and emissions control systems, using electronic testing equipment.
45%Align wheels, axles, frames, torsion bars, and steering mechanisms of automobiles, using special alignment equipment and wheel-balancing machines.

Wage Comparison

Automotive Specialty Technicians earns -$12,910(-21%) vs Wind Turbine Service Technicians
Wind Turbine Service TechniciansAutomotive Specialty Technicians
10th
$49,110$33,660
25th
$58,910$38,140
Median
$62,580$49,670
75th
$75,640$65,660
90th
$88,090$80,850

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Wind Turbine Service Technicians2028–2035
Automotive Specialty Technicians2028–2035
20242030203520402045

Automotive Specialty Technicians has a longer runway before significant displacement, projected 0 years later than Wind Turbine Service Technicians.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Wind Turbine Service Technicians

$47,116

from $62,580

Automotive Specialty Technicians

$40,362

from $49,670

After adjusting for AI risk, Wind Turbine Service Technicians offers $6,755 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Wind

0

Unique to Automotive

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity
Regulatory Barriers
Social Intelligence
Decision Complexity
Wind Turbine Service TechniciansAutomotive Specialty Technicians
Find transitions from Wind Turbine Service TechniciansFind transitions from Automotive Specialty Technicians