Takeover Tracker
33%medium risk
Manufacturing Engineers
vs

55 shared · 36 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricManufacturing EngineersSolar Energy Systems Engineers
Risk Score32.5%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile53th62th
Tasks at Risk (>50%)7 / 155 / 13
Median Salary$117,750$117,750
Employment151K151K

Skill Comparison

|

Sorted by largest difference

Technology DesignAI-Augmented
Processing Information
Mechanical
Monitor Processes, Materials, or Surroundings
Building and Construction
Controlling Machines and Processes
Operations Analysis
Systems Evaluation
Systems AnalysisAI-Augmented
Operation Monitoring
Troubleshooting
MonitoringAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Manufacturing Engineers

33%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Manufacturing Engineers

7 of 15 at risk
86%Prepare documentation for new manufacturing processes or engineering procedures.
86%Evaluate manufactured products according to specifications and quality standards.
73%Prepare reports summarizing information or trends related to manufacturing performance.
51%Investigate or resolve operational problems, such as material use variances or bottlenecks.
51%Review product designs for manufacturability or completeness.

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 $0(0%) vs Manufacturing Engineers
Manufacturing EngineersSolar Energy Systems Engineers
10th
$62,840$62,840
25th
$85,750$85,750
Median
$117,750$117,750
75th
$152,670$152,670
90th
$183,510$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Manufacturing Engineers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Manufacturing 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%)

Manufacturing Engineers

$79,458

from $117,750

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Manufacturing Engineers offers $1,672 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Manufacturing

0

Unique to Solar

Combined Protection Strategy

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

Decision Complexity
Creativity
Social Intelligence
Regulatory Barriers
Manufacturing EngineersSolar Energy Systems Engineers
Find transitions from Manufacturing EngineersFind transitions from Solar Energy Systems Engineers