Takeover Tracker

30%medium risk
Energy Engineers
vs

59 shared · 23 different

core competencies

Side-by-Side Comparison

MetricEnergy EngineersSolar Energy Systems Engineers
Risk Score29.6%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile36th62th
Tasks at Risk (>50%)7 / 155 / 13
Median Salary$117,750$117,750
Employment151K151K

Skill Comparison

|

Sorted by largest difference

Analyzing Data or Information
Operations Analysis
Processing Information
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Economics and Accounting
Monitor Processes, Materials, or Surroundings
Interpreting the Meaning of Information for Others
Customer and Personal Service
Provide Consultation and Advice to Others
Thinking Creatively
Developing Objectives and Strategies
Making Decisions and Solving Problems

Protective Factors

Higher values indicate stronger protection against AI displacement

Energy Engineers

31%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Energy Engineers

7 of 15 at risk
88%Verify energy bills and meter readings.
86%Prepare energy-related project reports or related documentation.
52%Monitor and analyze energy consumption.
51%Identify and recommend energy savings strategies to achieve more energy-efficient operation.
51%Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.

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 Energy Engineers
Energy 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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Energy Engineers: Not yetSolar Energy Systems Engineers: Not yet