Takeover Tracker
30%medium risk
Automotive Engineers
vs

74 shared · 17 different

core competencies

35%medium risk
Chemical Engineers

Side-by-Side Comparison

MetricAutomotive EngineersChemical Engineers
Risk Score29.7%35.4%
Risk TierMedium RiskMedium Risk
Risk Percentile37th67th
Tasks at Risk (>50%)8 / 158 / 14
Median Salary$102,320$121,860
Employment287K20K

Skill Comparison

|

Sorted by largest difference

Chemistry
Science
Customer and Personal Service
Mechanical
Public Safety and Security
Communicating with Persons Outside Organization
Administration and Management
Resolving Conflicts and Negotiating with Others
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Production and Processing
Monitor Processes, Materials, or Surroundings
Performing Administrative Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Chemical Engineers

32%

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.

Chemical Engineers

8 of 14 at risk
85%Prepare estimate of production costs and production progress reports for management.
83%Perform tests and monitor performance of processes throughout stages of production to determine degree of control over variables such as temperature, density, specific gravity, and pressure.
56%Design measurement and control systems for chemical plants based on data collected in laboratory experiments and in pilot plant operations.
55%Monitor and analyze data from processes and experiments.
55%Determine most effective arrangement of operations such as mixing, crushing, heat transfer, distillation, and drying.

Wage Comparison

Chemical Engineers earns +$19,540(+19%) vs Automotive Engineers
Automotive EngineersChemical Engineers
10th
$68,740$78,520
25th
$81,800$96,040
Median
$102,320$121,860
75th
$130,290$152,290
90th
$161,240$182,150

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineers2028–2035
Chemical Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Automotive Engineers

$71,921

from $102,320

Chemical Engineers

$78,673

from $121,860

After adjusting for AI risk, Chemical Engineers offers $6,752 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Chemical

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Creativity
Social Intelligence
Automotive EngineersChemical Engineers
Find transitions from Automotive EngineersFind transitions from Chemical Engineers