Takeover Tracker
31%medium risk
Electromechanical Engineering Technologists
vs

65 shared · 21 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricElectromechanical Engineering TechnologistsSolar Energy Systems Engineers
Risk Score30.6%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile42th62th
Tasks at Risk (>50%)6 / 155 / 13
Median Salary$77,390$117,750
Employment64K151K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Electronic Equipment
Controlling Machines and Processes
Monitor Processes, Materials, or Surroundings
Computers and Electronics
Interacting With Computers
Mechanical
Equipment MaintenanceAI-Resistant
Processing Information
Communicating with Persons Outside Organization
Estimating the Quantifiable Characteristics of Products, Events, or Information
Provide Consultation and Advice to Others
Clerical

Protective Factors

Higher values indicate stronger protection against AI displacement

Electromechanical 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

Electromechanical Engineering Technologists

6 of 15 at risk
84%Determine whether selected electromechanical components comply with environmental standards and regulations.
78%Produce electrical, electronic, or mechanical drawings or other related documents or graphics necessary for electromechanical design, using computer-aided design (CAD) software.
55%Select electromechanical equipment, materials, components, or systems to meet functional specifications.
53%Conduct statistical studies to analyze or compare production costs for sustainable and nonsustainable designs.
51%Analyze engineering designs of logic or digital circuitry, motor controls, instrumentation, or data acquisition for implementation into new or existing automated, servomechanical, or other electromechanical systems.

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 Electromechanical Engineering Technologists
Electromechanical 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

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

Electromechanical Engineering Technologists 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%)

Electromechanical Engineering Technologists

$53,701

from $77,390

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $24,085 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Electromechanical

0

Unique to Solar

Combined Protection Strategy

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

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