Takeover Tracker
30%medium risk
Automotive Engineers
vs

30 shared · 51 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricAutomotive EngineersSolar Energy Systems Engineers
Risk Score29.7%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile37th62th
Tasks at Risk (>50%)8 / 155 / 13
Median Salary$102,320$117,750
Employment287K151K

Skill Comparison

|

Sorted by largest difference

Processing Information
Analyzing Data or Information
Operations Analysis
Physics
MathematicsAI-Vulnerable
Engineering and Technology
Mechanical
Interpreting the Meaning of Information for Others
Documenting/Recording Information
Interacting With Computers
Chemistry
Making Decisions and Solving Problems

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Solar Energy Systems Engineers

30%

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.

Solar Energy Systems Engineers

5 of 13 at risk
86%Create checklists for review or inspection of completed solar installation projects.
84%Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.
51%Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.
51%Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.
51%Develop standard operation procedures and quality or safety standards for solar installation work.

Wage Comparison

Solar Energy Systems Engineers earns +$15,430(+15%) vs Automotive Engineers
Automotive EngineersSolar Energy Systems Engineers
10th
$68,740$62,840
25th
$81,800$85,750
Median
$102,320$117,750
75th
$130,290$152,670
90th
$161,240$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Automotive Engineers

$71,921

from $102,320

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $5,865 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Solar

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Creativity
Social Intelligence
Automotive EngineersSolar Energy Systems Engineers
Find transitions from Automotive EngineersFind transitions from Solar Energy Systems Engineers