Takeover Tracker
30%medium risk
Mechanical Engineers
vs

57 shared · 28 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricMechanical EngineersSolar Energy Systems Engineers
Risk Score30.3%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile41th62th
Tasks at Risk (>50%)5 / 155 / 13
Median Salary$102,320$117,750
Employment287K151K

Skill Comparison

|

Sorted by largest difference

Operations Analysis
Mechanical
Building and Construction
MathematicsAI-Vulnerable
Physics
Engineering and Technology
Evaluating Information to Determine Compliance with Standards
Technology DesignAI-Augmented
Design
Processing Information
Chemistry
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Mechanical Engineers

31%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Mechanical Engineers

5 of 15 at risk
55%Recommend design modifications to eliminate machine or system malfunctions.
53%Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.
51%Recommend the use of utility or energy services that minimize carbon footprints.
51%Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.
51%Evaluate mechanical designs or prototypes for energy performance or environmental impact.

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 Mechanical Engineers
Mechanical 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

Mechanical Engineers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Mechanical 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%)

Mechanical Engineers

$71,297

from $102,320

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $6,489 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Mechanical

0

Unique to Solar

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Social Intelligence
Regulatory Barriers
Mechanical EngineersSolar Energy Systems Engineers
Find transitions from Mechanical EngineersFind transitions from Solar Energy Systems Engineers