Takeover Tracker

30%medium risk
Mechanical Engineers
vs

57 shared · 28 different

core competencies

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

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Head-to-head task automation timeline
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