Takeover Tracker
31%medium risk
Mechanical Engineering Technicians
vs

63 shared · 19 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricMechanical Engineering TechniciansSolar Energy Systems Engineers
Risk Score31.2%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile46th62th
Tasks at Risk (>50%)8 / 155 / 13
Median Salary$68,730$117,750
Employment37K151K

Skill Comparison

|

Sorted by largest difference

Processing Information
Building and Construction
Interpreting the Meaning of Information for Others
Mechanical
Controlling Machines and Processes
Documenting/Recording Information
Monitoring and Controlling Resources
Inspecting Equipment, Structures, or Material
Monitor Processes, Materials, or Surroundings
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Making Decisions and Solving Problems
Organizing, Planning, and Prioritizing Work

Protective Factors

Higher values indicate stronger protection against AI displacement

Mechanical Engineering Technicians

31%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Mechanical Engineering Technicians

8 of 15 at risk
86%Prepare parts sketches and write work orders and purchase requests to be furnished by outside contractors.
85%Draft detail drawing or sketch for drafting room completion or to request parts fabrication by machine, sheet or wood shops.
85%Evaluate tool drawing designs by measuring drawing dimensions and comparing with original specifications for form and function using engineering skills.
67%Read dials and meters to determine amperage, voltage, electrical output and input at specific operating temperature to analyze parts performance.
62%Record test procedures and results, numerical and graphical data, and recommendations for changes in product or test methods.

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 +$49,020(+71%) vs Mechanical Engineering Technicians
Mechanical Engineering TechniciansSolar Energy Systems Engineers
10th
$46,940$62,840
25th
$57,330$85,750
Median
$68,730$117,750
75th
$82,980$152,670
90th
$100,890$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Mechanical Engineering Technicians2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Mechanical Engineering Technicians 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%)

Mechanical Engineering Technicians

$47,279

from $68,730

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $30,506 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Mechanical

0

Unique to Solar

Combined Protection Strategy

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

Fine Manipulation
Creativity
Decision Complexity
Regulatory Barriers
Mechanical Engineering TechniciansSolar Energy Systems Engineers
Find transitions from Mechanical Engineering TechniciansFind transitions from Solar Energy Systems Engineers