Takeover Tracker
28%medium risk
Civil Engineers
vs

73 shared · 18 different

core competencies

30%medium risk
Energy Engineers

Side-by-Side Comparison

MetricCivil EngineersEnergy Engineers
Risk Score27.9%29.6%
Risk TierMedium RiskMedium Risk
Risk Percentile29th36th
Tasks at Risk (>50%)5 / 157 / 15
Median Salary$99,590$117,750
Employment355K151K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Design
Mechanical
Analyzing Data or Information
Resolving Conflicts and Negotiating with Others
Flexibility of Closure
Staffing Organizational Units
English Language
Operations Analysis
Monitoring and Controlling Resources
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Time Management

Protective Factors

Higher values indicate stronger protection against AI displacement

Civil Engineers

32%

total discount

Energy Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Civil Engineers

5 of 15 at risk
86%Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.
53%Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.
51%Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.
51%Plan and design transportation or hydraulic systems or structures using computer assisted design or drawing tools.
50%Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.

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.

Wage Comparison

Energy Engineers earns +$18,160(+18%) vs Civil Engineers
Civil EngineersEnergy Engineers
10th
$65,920$62,840
25th
$78,790$85,750
Median
$99,590$117,750
75th
$128,290$152,670
90th
$160,990$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Civil Engineers20282035
Energy Engineers20282035
20242030203520402045

Civil 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%)

Civil Engineers

$71,834

from $99,590

Energy Engineers

$82,931

from $117,750

After adjusting for AI risk, Energy Engineers offers $11,097 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Civil

0

Unique to Energy

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Decision Complexity
Regulatory Barriers
Civil EngineersEnergy Engineers