Takeover Tracker

vs

58 shared · 19 different

core competencies

Side-by-Side Comparison

MetricMechatronics EngineersSolar Energy Systems Engineers
Risk Score36.3%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile70th62th
Tasks at Risk (>50%)7 / 155 / 13
Median Salary$117,750$117,750
Employment151K151K

Skill Comparison

|

Sorted by largest difference

Mechanical
Building and Construction
Computers and Electronics
Controlling Machines and Processes
Engineering and Technology
Design
Technology DesignAI-Augmented
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Monitoring and Controlling Resources
Thinking Creatively
Operations Analysis
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Mechatronics Engineers

29%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Mechatronics Engineers

7 of 15 at risk
87%Maintain technical project files.
87%Publish engineering reports documenting design details or qualification test results.
85%Monitor or calibrate automated systems, industrial control systems, or system components to maximize efficiency of production.
85%Create mechanical design documents for parts, assemblies, or finished products.
53%Research, select, or apply sensors, communication technologies, or control devices for motion control, position sensing, pressure sensing, or electronic communication.

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 $0(0%) vs Mechatronics Engineers
Mechatronics EngineersSolar Energy Systems Engineers
10th
$62,840$62,840
25th
$85,750$85,750
Median
$117,750$117,750
75th
$152,670$152,670
90th
$183,510$183,510

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Head-to-head task automation timeline
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