Takeover Tracker
29%medium risk
Environmental Engineers
vs

74 shared · 21 different

core competencies

30%medium risk
Energy Engineers

Side-by-Side Comparison

MetricEnvironmental EngineersEnergy Engineers
Risk Score29.1%29.6%
Risk TierMedium RiskMedium Risk
Risk Percentile34th36th
Tasks at Risk (>50%)2 / 157 / 15
Median Salary$104,170$117,750
Employment38K151K

Skill Comparison

|

Sorted by largest difference

Chemistry
Geography
Operations Analysis
Evaluating Information to Determine Compliance with Standards
Public Safety and Security
Law and Government
Performing for or Working Directly with the Public
Education and Training
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
English Language
Design
Coordinating the Work and Activities of Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Environmental Engineers

34%

total discount

Energy Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Environmental Engineers

2 of 15 at risk
85%Obtain, update, or maintain plans, permits, or standard operating procedures.
51%Prepare, review, or update environmental investigation or recommendation reports.
49%Develop site-specific health and safety protocols, such as spill contingency plans or methods for loading or transporting waste.
47%Provide technical support for environmental remediation or litigation projects, including remediation system design or determination of regulatory applicability.
47%Develop proposed project objectives and targets and report to management on progress in attaining them.

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 +$13,580(+13%) vs Environmental Engineers
Environmental EngineersEnergy Engineers
10th
$64,950$62,840
25th
$80,510$85,750
Median
$104,170$117,750
75th
$130,830$152,670
90th
$161,910$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Environmental Engineers2028–2035
Energy Engineers2028–2035
20242030203520402045

Environmental 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%)

Environmental Engineers

$73,888

from $104,170

Energy Engineers

$82,931

from $117,750

After adjusting for AI risk, Energy Engineers offers $9,044 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Environmental

0

Unique to Energy

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Fine Manipulation
Decision Complexity
Environmental EngineersEnergy Engineers
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