Takeover Tracker

vs

58 shared · 28 different

core competencies

Side-by-Side Comparison

MetricProduct Safety EngineersSolar Energy Systems Engineers
Risk Score35.0%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile66th62th
Tasks at Risk (>50%)4 / 95 / 13
Median Salary$109,660$117,750
Employment23K151K

Skill Comparison

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Sorted by largest difference

Operations Analysis
Inspecting Equipment, Structures, or Material
Chemistry
Identifying Objects, Actions, and Events
Interpreting the Meaning of Information for Others
Evaluating Information to Determine Compliance with Standards
Processing Information
Customer and Personal Service
Public Safety and Security
Provide Consultation and Advice to Others
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Building and Construction

Protective Factors

Higher values indicate stronger protection against AI displacement

Product Safety Engineers

32%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Product Safety Engineers

4 of 9 at risk
85%Participate in preparation of product usage and precautionary label instructions.
84%Report accident investigation findings.
51%Conduct research to evaluate safety levels for products.
51%Evaluate potential health hazards or damage that could occur from product misuse.
49%Recommend procedures for detection, prevention, and elimination of physical, chemical, or other product hazards.

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 +$8,090(+7%) vs Product Safety Engineers
Product Safety EngineersSolar Energy Systems Engineers
10th
$62,050$62,840
25th
$85,400$85,750
Median
$109,660$117,750
75th
$136,150$152,670
90th
$166,670$183,510

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