Takeover Tracker
30%medium risk
Energy Engineers
vs

65 shared · 18 different

core competencies

37%medium risk
Cost Estimators

Side-by-Side Comparison

MetricEnergy EngineersCost Estimators
Risk Score29.6%37.0%
Risk TierMedium RiskMedium Risk
Risk Percentile36th72th
Tasks at Risk (>50%)7 / 158 / 14
Median Salary$117,750$77,070
Employment151K220K

Skill Comparison

|

Sorted by largest difference

Inspecting Equipment, Structures, or Material
Monitor Processes, Materials, or Surroundings
Physics
Mechanical
Management of Financial Resources
Thinking Creatively
Operations Analysis
Problem Sensitivity
Engineering and Technology
Computers and Electronics
Design
Estimating the Quantifiable Characteristics of Products, Events, or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Energy Engineers

31%

total discount

Cost Estimators

29%

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.

Cost Estimators

8 of 14 at risk
87%Prepare cost and expenditure statements and other necessary documentation at regular intervals for the duration of the project.
86%Collect historical cost data to estimate costs for current or future products.
84%Prepare estimates for use in selecting vendors or subcontractors.
66%Prepare and maintain a directory of suppliers, contractors and subcontractors.
55%Analyze blueprints and other documentation to prepare time, cost, materials, and labor estimates.

Wage Comparison

Cost Estimators earns -$40,680(-35%) vs Energy Engineers
Energy EngineersCost Estimators
10th
$62,840$46,330
25th
$85,750$59,830
Median
$117,750$77,070
75th
$152,670$99,630
90th
$183,510$128,640

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Energy Engineers20282035
Cost Estimators20282035
20242030203520402045

Energy Engineers has a longer runway before significant displacement, projected 0 years later than Cost Estimators.

Risk-Adjusted Salary

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

Energy Engineers

$82,931

from $117,750

Cost Estimators

$48,593

from $77,070

After adjusting for AI risk, Energy Engineers offers $34,339 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Energy

0

Unique to Cost

Combined Protection Strategy

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

Creativity
Fine Manipulation
Regulatory Barriers
Decision Complexity
Energy EngineersCost Estimators