Takeover Tracker
35%medium risk
Product Safety Engineers
vs

58 shared · 28 different

core competencies

34%medium risk
Solar Energy Systems Engineers

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

|

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Product Safety Engineers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Solar Energy Systems Engineers has a longer runway before significant displacement, projected 0 years later than Product Safety Engineers.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Product Safety Engineers

$71,246

from $109,660

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $6,540 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Product

0

Unique to Solar

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Fine Manipulation
Regulatory Barriers
Decision Complexity
Creativity
Product Safety EngineersSolar Energy Systems Engineers
Find transitions from Product Safety EngineersFind transitions from Solar Energy Systems Engineers