Takeover Tracker
29%medium risk
Biomedical Engineers
vs

78 shared · 12 different

core competencies

30%medium risk
Automotive Engineers

Side-by-Side Comparison

MetricBiomedical EngineersAutomotive Engineers
Risk Score28.8%29.7%
Risk TierMedium RiskMedium Risk
Risk Percentile33th37th
Tasks at Risk (>50%)4 / 158 / 15
Median Salary$106,950$102,320
Employment22K287K

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

Biomedical Engineers

35%

total discount

Automotive Engineers

33%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biomedical Engineers2028–2035
Automotive 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%)

Biomedical Engineers

$76,180

from $106,950

Automotive Engineers

$71,921

from $102,320

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 Biomedical

0

Unique to Automotive

Combined Protection Strategy

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

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