Takeover Tracker

vs

55 shared · 36 different

core competencies

Side-by-Side Comparison

MetricManufacturing EngineersSolar Energy Systems Engineers
Risk Score32.5%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile53th62th
Tasks at Risk (>50%)7 / 155 / 13
Median Salary$117,750$117,750
Employment151K151K

Skill Comparison

|

Sorted by largest difference

Technology DesignAI-Augmented
Processing Information
Mechanical
Monitor Processes, Materials, or Surroundings
Building and Construction
Controlling Machines and Processes
Operations Analysis
Systems Evaluation
Systems AnalysisAI-Augmented
Operation Monitoring
Troubleshooting
MonitoringAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Manufacturing Engineers

33%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Manufacturing Engineers

7 of 15 at risk
86%Prepare documentation for new manufacturing processes or engineering procedures.
86%Evaluate manufactured products according to specifications and quality standards.
73%Prepare reports summarizing information or trends related to manufacturing performance.
51%Investigate or resolve operational problems, such as material use variances or bottlenecks.
51%Review product designs for manufacturability or completeness.

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 Manufacturing Engineers
Manufacturing 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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