Takeover Tracker
30%medium risk
Automotive Engineers
vs

61 shared · 29 different

core competencies

30%medium risk
Mechanical Engineers

Side-by-Side Comparison

MetricAutomotive EngineersMechanical Engineers
Risk Score29.7%30.3%
Risk TierMedium RiskMedium Risk
Risk Percentile37th41th
Tasks at Risk (>50%)8 / 155 / 15
Median Salary$102,320$102,320
Employment287K287K

Skill Comparison

|

Sorted by largest difference

Evaluating Information to Determine Compliance with Standards
Developing and Building Teams
Interpreting the Meaning of Information for Others
Guiding, Directing, and Motivating Subordinates
Identifying Objects, Actions, and Events
Scheduling Work and Activities
Resolving Conflicts and Negotiating with Others
Transportation
Organizing, Planning, and Prioritizing Work
Coaching and Developing Others
Selling or Influencing Others
Analyzing Data or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Mechanical 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.

Mechanical Engineers

5 of 15 at risk
55%Recommend design modifications to eliminate machine or system malfunctions.
53%Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.
51%Recommend the use of utility or energy services that minimize carbon footprints.
51%Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.
51%Evaluate mechanical designs or prototypes for energy performance or environmental impact.

Wage Comparison

Mechanical Engineers earns $0(0%) vs Automotive Engineers
Automotive EngineersMechanical Engineers
10th
$68,740$68,740
25th
$81,800$81,800
Median
$102,320$102,320
75th
$130,290$130,290
90th
$161,240$161,240

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineers20282035
Mechanical Engineers20282035
20242030203520402045

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

Risk-Adjusted Salary

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

Automotive Engineers

$71,921

from $102,320

Mechanical Engineers

$71,297

from $102,320

After adjusting for AI risk, Automotive Engineers offers $624 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Mechanical

Combined Protection Strategy

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

Creativity
Social Intelligence
Decision Complexity
Fine Manipulation
Automotive EngineersMechanical Engineers