Takeover Tracker
36%medium risk
Industrial Engineers
vs

71 shared · 10 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricIndustrial EngineersSolar Energy Systems Engineers
Risk Score35.9%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile68th62th
Tasks at Risk (>50%)9 / 155 / 13
Median Salary$101,140$117,750
Employment350K151K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Controlling Machines and Processes
Monitor Processes, Materials, or Surroundings
Mechanical
Organizing, Planning, and Prioritizing Work
Identifying Objects, Actions, and Events
Establishing and Maintaining Interpersonal Relationships
Processing Information
Communicating with Supervisors, Peers, or Subordinates
Education and Training

Protective Factors

Higher values indicate stronger protection against AI displacement

Industrial Engineers

31%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Industrial Engineers

9 of 15 at risk
87%Complete production reports, purchase orders, and material, tool, and equipment lists.
85%Regulate and alter workflow schedules according to established manufacturing sequences and lead times to expedite production operations.
85%Record or oversee recording of information to ensure currency of engineering drawings and documentation of production problems.
55%Apply statistical methods and perform mathematical calculations to determine manufacturing processes, staff requirements, and production standards.
53%Review production schedules, engineering specifications, orders, and related information to obtain knowledge of manufacturing methods, procedures, and activities.

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 +$16,610(+16%) vs Industrial Engineers
Industrial EngineersSolar Energy Systems Engineers
10th
$70,000$62,840
25th
$81,910$85,750
Median
$101,140$117,750
75th
$127,480$152,670
90th
$157,140$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Industrial Engineers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Industrial Engineers

$64,841

from $101,140

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $12,945 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

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