Takeover Tracker
30%medium risk
Automotive Engineers
vs

78 shared · 12 different

core competencies

29%medium risk
Biomedical Engineers

Side-by-Side Comparison

MetricAutomotive EngineersBiomedical Engineers
Risk Score29.7%28.8%
Risk TierMedium RiskMedium Risk
Risk Percentile37th33th
Tasks at Risk (>50%)8 / 154 / 15
Median Salary$102,320$106,950
Employment287K22K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Resolving Conflicts and Negotiating with Others
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Chemistry
Science
Selling or Influencing Others
Production and Processing
Coaching and Developing Others
Customer and Personal Service
Getting Information
Mechanical
Thinking Creatively

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Biomedical Engineers

35%

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.

Biomedical Engineers

4 of 15 at risk
86%Write documents describing protocols, policies, standards for use, maintenance, and repair of medical equipment.
55%Diagnose and interpret bioelectric data, using signal processing techniques.
51%Develop models or computer simulations of human biobehavioral systems to obtain data for measuring or controlling life processes.
51%Research new materials to be used for products, such as implanted artificial organs.
50%Conduct research, along with life scientists, chemists, and medical scientists, on the engineering aspects of the biological systems of humans and animals.

Wage Comparison

Biomedical Engineers earns +$4,630(+5%) vs Automotive Engineers
Automotive EngineersBiomedical Engineers
10th
$68,740$71,860
25th
$81,800$86,630
Median
$102,320$106,950
75th
$130,290$133,570
90th
$161,240$165,060

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineers2028–2035
Biomedical Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Automotive Engineers

$71,921

from $102,320

Biomedical Engineers

$76,180

from $106,950

After adjusting for AI risk, Biomedical Engineers offers $4,260 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Biomedical

Combined Protection Strategy

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

Regulatory Barriers
Creativity
Decision Complexity
Fine Manipulation
Automotive EngineersBiomedical Engineers
Find transitions from Automotive EngineersFind transitions from Biomedical Engineers