Takeover Tracker
25%low risk
Wind Turbine Service Technicians
vs

69 shared · 20 different

core competencies

30%medium risk
Automotive Engineering Technicians

Side-by-Side Comparison

MetricWind Turbine Service TechniciansAutomotive Engineering Technicians
Risk Score24.7%29.7%
Risk TierLow RiskMedium Risk
Risk Percentile18th37th
Tasks at Risk (>50%)5 / 136 / 15
Median Salary$62,580$68,730
Employment11K37K

Skill Comparison

|

Sorted by largest difference

Performing General Physical Activities
Repairing and Maintaining Mechanical Equipment
Handling and Moving Objects
MathematicsAI-Vulnerable
Engineering and Technology
English Language
Inspecting Equipment, Structures, or Material
Documenting/Recording Information
Controlling Machines and Processes
Processing Information
Customer and Personal Service
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Wind Turbine Service Technicians

30%

total discount

Automotive Engineering Technicians

30%

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 Engineering Technicians

6 of 15 at risk
86%Order new test equipment, supplies, or replacement parts.
85%Monitor computer-controlled test equipment, according to written or verbal instructions.
69%Read and interpret blueprints, schematics, work specifications, drawings, or charts.
63%Document test results, using cameras, spreadsheets, documents, or other tools.
53%Perform or execute manual or automated tests of automotive system or component performance, efficiency, or durability.

Wage Comparison

Automotive Engineering Technicians earns +$6,150(+10%) vs Wind Turbine Service Technicians
Wind Turbine Service TechniciansAutomotive Engineering Technicians
10th
$49,110$46,940
25th
$58,910$57,330
Median
$62,580$68,730
75th
$75,640$82,980
90th
$88,090$100,890

Premium Head-to-Head Analysis

Displacement Timeline Comparison

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

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

Risk-Adjusted Salary

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

Wind Turbine Service Technicians

$47,116

from $62,580

Automotive Engineering Technicians

$48,324

from $68,730

After adjusting for AI risk, Automotive Engineering Technicians offers $1,208 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

Fine Manipulation
Creativity
Decision Complexity
Social Intelligence
Wind Turbine Service TechniciansAutomotive Engineering Technicians
Find transitions from Wind Turbine Service TechniciansFind transitions from Automotive Engineering Technicians