Takeover Tracker

30%medium risk
Energy Engineers
vs

71 shared · 18 different

core competencies

Side-by-Side Comparison

MetricEnergy EngineersProduct Safety Engineers
Risk Score29.6%35.0%
Risk TierMedium RiskMedium Risk
Risk Percentile36th66th
Tasks at Risk (>50%)7 / 154 / 9
Median Salary$117,750$109,660
Employment151K23K

Skill Comparison

|

Sorted by largest difference

Building and Construction
MathematicsAI-Vulnerable
Evaluating Information to Determine Compliance with Standards
Economics and Accounting
Thinking Creatively
Quality Control Analysis
Systems AnalysisAI-Augmented
Public Safety and Security
Number Facility
Mathematical Reasoning
Chemistry
Identifying Objects, Actions, and Events

Protective Factors

Higher values indicate stronger protection against AI displacement

Energy Engineers

31%

total discount

Product Safety Engineers

32%

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.

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.

Wage Comparison

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

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Head-to-head task automation timeline
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Combined protective factor strategy
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