Takeover Tracker
29%medium risk
Environmental Engineers
vs

48 shared · 44 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricEnvironmental EngineersSolar Energy Systems Engineers
Risk Score29.1%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile34th62th
Tasks at Risk (>50%)2 / 155 / 13
Median Salary$104,170$117,750
Employment38K151K

Skill Comparison

|

Sorted by largest difference

Chemistry
Processing Information
Analyzing Data or Information
Interpreting the Meaning of Information for Others
Public Safety and Security
Law and Government
English Language
Evaluating Information to Determine Compliance with Standards
Communicating with Persons Outside Organization
Developing Objectives and Strategies
Monitor Processes, Materials, or Surroundings
Coordinating the Work and Activities of Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Environmental Engineers

34%

total discount

Solar Energy Systems Engineers

30%

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.

Solar Energy Systems Engineers

5 of 13 at risk
86%Create checklists for review or inspection of completed solar installation projects.
84%Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.
51%Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.
51%Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.
51%Develop standard operation procedures and quality or safety standards for solar installation work.

Wage Comparison

Solar Energy Systems Engineers earns +$13,580(+13%) vs Environmental Engineers
Environmental EngineersSolar Energy Systems 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
Solar Energy Systems Engineers2028–2035
20242030203520402045

Environmental Engineers has a longer runway before significant displacement, projected 0 years later than Solar Energy Systems Engineers.

Risk-Adjusted Salary

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

Environmental Engineers

$73,888

from $104,170

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $3,898 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Environmental

0

Unique to Solar

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Decision Complexity
Social Intelligence
Environmental EngineersSolar Energy Systems Engineers
Find transitions from Environmental EngineersFind transitions from Solar Energy Systems Engineers