Takeover Tracker
30%medium risk
Automotive Engineers
vs

64 shared · 26 different

core competencies

30%medium risk
Aerospace Engineers

Side-by-Side Comparison

MetricAutomotive EngineersAerospace Engineers
Risk Score29.7%30.3%
Risk TierMedium RiskMedium Risk
Risk Percentile37th40th
Tasks at Risk (>50%)8 / 153 / 15
Median Salary$102,320$134,830
Employment287K68K

Skill Comparison

|

Sorted by largest difference

Developing and Building Teams
Guiding, Directing, and Motivating Subordinates
Resolving Conflicts and Negotiating with Others
Chemistry
Science
Estimating the Quantifiable Characteristics of Products, Events, or Information
Monitoring and Controlling Resources
Coordinating the Work and Activities of Others
Administration and Management
Selling or Influencing Others
Coaching and Developing Others
Customer and Personal Service

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Aerospace Engineers

31%

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.

Aerospace Engineers

3 of 15 at risk
86%Maintain records of performance reports for future reference.
71%Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers.
51%Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards.
49%Develop software for aerospace systems.
49%Evaluate biofuel performance specifications to determine feasibility for aerospace applications.

Wage Comparison

Aerospace Engineers earns +$32,510(+32%) vs Automotive Engineers
Automotive EngineersAerospace Engineers
10th
$68,740$85,350
25th
$81,800$104,740
Median
$102,320$134,830
75th
$130,290$174,480
90th
$161,240$205,850

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineers2028–2035
Aerospace Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Automotive Engineers

$71,921

from $102,320

Aerospace Engineers

$93,963

from $134,830

After adjusting for AI risk, Aerospace Engineers offers $22,042 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Aerospace

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Decision Complexity
Automotive EngineersAerospace Engineers
Find transitions from Automotive EngineersFind transitions from Aerospace Engineers