Takeover Tracker
35%medium risk
Chemical Engineers
vs

74 shared · 17 different

core competencies

30%medium risk
Automotive Engineers

Side-by-Side Comparison

MetricChemical EngineersAutomotive Engineers
Risk Score35.4%29.7%
Risk TierMedium RiskMedium Risk
Risk Percentile67th37th
Tasks at Risk (>50%)8 / 148 / 15
Median Salary$121,860$102,320
Employment20K287K

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

Chemical Engineers

32%

total discount

Automotive Engineers

33%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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 -$19,540(-16%) vs Chemical Engineers
Chemical EngineersAutomotive Engineers
10th
$78,520$68,740
25th
$96,040$81,800
Median
$121,860$102,320
75th
$152,290$130,290
90th
$182,150$161,240

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Chemical Engineers2028–2035
Automotive 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%)

Chemical Engineers

$78,673

from $121,860

Automotive Engineers

$71,921

from $102,320

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 Chemical

0

Unique to Automotive

Combined Protection Strategy

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

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