Takeover Tracker
30%medium risk
Automotive Engineers
vs

55 shared · 31 different

core competencies

33%medium risk
Wind Energy Engineers

Side-by-Side Comparison

MetricAutomotive EngineersWind Energy Engineers
Risk Score29.7%33.3%
Risk TierMedium RiskMedium Risk
Risk Percentile37th58th
Tasks at Risk (>50%)8 / 1510 / 15
Median Salary$102,320$117,750
Employment287K151K

Skill Comparison

|

Sorted by largest difference

Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Analyzing Data or Information
Resolving Conflicts and Negotiating with Others
Thinking Creatively
Identifying Objects, Actions, and Events
Chemistry
Mechanical
Coaching and Developing Others
Guiding, Directing, and Motivating Subordinates
Production and Processing
Processing Information
Developing and Building Teams

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Wind Energy Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Automotive Engineers

8 of 15 at risk
73%Write, review, or maintain engineering documentation.
53%Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency.
52%Develop calibration methodologies, test methodologies, or tools.
51%Develop engineering specifications or cost estimates for automotive design concepts.
51%Perform failure, variation, or root cause analyses.

Wind Energy Engineers

10 of 15 at risk
80%Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.
76%Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.
57%Estimate energy production by analyzing wind data.
55%Analyze meteorological data.
55%Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.

Wage Comparison

Wind Energy Engineers earns +$15,430(+15%) vs Automotive Engineers
Automotive EngineersWind Energy Engineers
10th
$68,740$62,840
25th
$81,800$85,750
Median
$102,320$117,750
75th
$130,290$152,670
90th
$161,240$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineers2028–2035
Wind Energy Engineers2028–2035
20242030203520402045

Automotive Engineers has a longer runway before significant displacement, projected 0 years later than Wind Energy Engineers.

Risk-Adjusted Salary

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

Automotive Engineers

$71,921

from $102,320

Wind Energy Engineers

$78,563

from $117,750

After adjusting for AI risk, Wind Energy Engineers offers $6,642 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Wind

Combined Protection Strategy

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

Creativity
Decision Complexity
Social Intelligence
Regulatory Barriers
Automotive EngineersWind Energy Engineers
Find transitions from Automotive EngineersFind transitions from Wind Energy Engineers