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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Energy Engineers20282035
Product Safety Engineers20282035
20242030203520402045

Energy 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%)

Energy Engineers

$82,931

from $117,750

Product Safety Engineers

$71,246

from $109,660

After adjusting for AI risk, Energy Engineers offers $11,685 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Energy

0

Unique to Product

Combined Protection Strategy

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

Regulatory Barriers
Creativity
Fine Manipulation
Social Intelligence
Energy EngineersProduct Safety Engineers