Takeover Tracker
30%medium risk
Automotive Engineers
vs

51 shared · 35 different

core competencies

36%medium risk
Industrial Engineers

Side-by-Side Comparison

MetricAutomotive EngineersIndustrial Engineers
Risk Score29.7%35.9%
Risk TierMedium RiskMedium Risk
Risk Percentile37th68th
Tasks at Risk (>50%)8 / 159 / 15
Median Salary$102,320$101,140
Employment287K350K

Skill Comparison

|

Sorted by largest difference

Physics
Operations Analysis
Engineering and Technology
Analyzing Data or Information
Design
Processing Information
Technology DesignAI-Augmented
Guiding, Directing, and Motivating Subordinates
Transportation
MathematicsAI-Vulnerable
MathematicsAI-Vulnerable
Developing Objectives and Strategies

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Industrial 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.

Industrial Engineers

9 of 15 at risk
87%Complete production reports, purchase orders, and material, tool, and equipment lists.
85%Regulate and alter workflow schedules according to established manufacturing sequences and lead times to expedite production operations.
85%Record or oversee recording of information to ensure currency of engineering drawings and documentation of production problems.
55%Apply statistical methods and perform mathematical calculations to determine manufacturing processes, staff requirements, and production standards.
53%Review production schedules, engineering specifications, orders, and related information to obtain knowledge of manufacturing methods, procedures, and activities.

Wage Comparison

Industrial Engineers earns -$1,180(-1%) vs Automotive Engineers
Automotive EngineersIndustrial Engineers
10th
$68,740$70,000
25th
$81,800$81,910
Median
$102,320$101,140
75th
$130,290$127,480
90th
$161,240$157,140

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineers2028–2035
Industrial Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Automotive Engineers

$71,921

from $102,320

Industrial Engineers

$64,841

from $101,140

After adjusting for AI risk, Automotive Engineers offers $7,080 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Industrial

Combined Protection Strategy

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

Decision Complexity
Creativity
Regulatory Barriers
Fine Manipulation
Automotive EngineersIndustrial Engineers
Find transitions from Automotive EngineersFind transitions from Industrial Engineers