Takeover Tracker
42%medium risk
Industrial Engineering Technologists
vs

67 shared · 13 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricIndustrial Engineering TechnologistsSolar Energy Systems Engineers
Risk Score41.7%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile85th62th
Tasks at Risk (>50%)10 / 155 / 13
Median Salary$77,390$117,750
Employment64K151K

Skill Comparison

|

Sorted by largest difference

Monitor Processes, Materials, or Surroundings
Building and Construction
Controlling Machines and Processes
Science
Physics
Updating and Using Relevant Knowledge
Coordinating the Work and Activities of Others
Communicating with Supervisors, Peers, or Subordinates
Identifying Objects, Actions, and Events
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Establishing and Maintaining Interpersonal Relationships
Guiding, Directing, and Motivating Subordinates

Protective Factors

Higher values indicate stronger protection against AI displacement

Industrial Engineering Technologists

29%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Industrial Engineering Technologists

10 of 15 at risk
84%Compile operational data to develop cost or time estimates, schedules, or specifications.
84%Collect and analyze data related to quality or industrial health and safety programs.
78%Oversee or inspect production processes.
68%Analyze, estimate, or report production costs.
64%Interpret engineering drawings, sketches, or diagrams.

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 +$40,360(+52%) vs Industrial Engineering Technologists
Industrial Engineering TechnologistsSolar Energy Systems Engineers
10th
$47,010$62,840
25th
$59,700$85,750
Median
$77,390$117,750
75th
$97,760$152,670
90th
$114,630$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Industrial Engineering Technologists2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Industrial Engineering Technologists

$45,126

from $77,390

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $32,660 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Industrial

0

Unique to Solar

Combined Protection Strategy

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

Creativity
Fine Manipulation
Regulatory Barriers
Social Intelligence
Industrial Engineering TechnologistsSolar Energy Systems Engineers
Find transitions from Industrial Engineering TechnologistsFind transitions from Solar Energy Systems Engineers