Takeover Tracker
30%medium risk
Energy Engineers
vs

74 shared · 16 different

core competencies

28%medium risk
Fire-Prevention and Protection Engineers

Side-by-Side Comparison

MetricEnergy EngineersFire-Prevention and Protection Engineers
Risk Score29.6%28.2%
Risk TierMedium RiskMedium Risk
Risk Percentile36th31th
Tasks at Risk (>50%)7 / 151 / 14
Median Salary$117,750$109,660
Employment151K23K

Skill Comparison

|

Sorted by largest difference

Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Economics and Accounting
Design
Mathematical Reasoning
Evaluating Information to Determine Compliance with Standards
Chemistry
MathematicsAI-Vulnerable
Number Facility
Public Safety and Security
Thinking Creatively
Monitor Processes, Materials, or Surroundings
Analyzing Data or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Energy Engineers

31%

total discount

Fire-Prevention and Protection 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.

Fire-Prevention and Protection Engineers

1 of 14 at risk
86%Prepare and write reports detailing specific fire prevention and protection issues, such as work performed, revised codes or standards, and proposed review schedules.
47%Conduct research on fire retardants and the fire safety of materials and devices.
47%Evaluate fire department performance and the laws and regulations affecting fire prevention or fire safety.
45%Develop plans for the prevention of destruction by fire, wind, and water.
43%Inspect buildings or building designs to determine fire protection system requirements and potential problems in areas such as water supplies, exit locations, and construction materials.

Wage Comparison

Fire-Prevention and Protection Engineers earns -$8,090(-7%) vs Energy Engineers
Energy EngineersFire-Prevention and Protection 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 Engineers2028–2035
Fire-Prevention and Protection Engineers2028–2035
20242030203520402045

Fire-Prevention and Protection Engineers has a longer runway before significant displacement, projected 0 years later than Energy Engineers.

Risk-Adjusted Salary

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

Energy Engineers

$82,931

from $117,750

Fire-Prevention and Protection Engineers

$78,703

from $109,660

After adjusting for AI risk, Energy Engineers offers $4,228 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Energy

0

Unique to Fire-Prevention

Combined Protection Strategy

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

Fine Manipulation
Creativity
Decision Complexity
Regulatory Barriers
Energy EngineersFire-Prevention and Protection Engineers
Find transitions from Energy EngineersFind transitions from Fire-Prevention and Protection Engineers