Takeover Tracker
31%medium risk
Solar Energy Installation Managers
vs

65 shared · 27 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricSolar Energy Installation ManagersSolar Energy Systems Engineers
Risk Score31.1%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile45th62th
Tasks at Risk (>50%)9 / 155 / 13
Median Salary$78,690$117,750
Employment806K151K

Skill Comparison

|

Sorted by largest difference

Coordinating the Work and Activities of Others
Customer and Personal Service
Handling and Moving Objects
Organizing, Planning, and Prioritizing Work
Communicating with Supervisors, Peers, or Subordinates
Management of Personnel Resources
Performing General Physical Activities
Controlling Machines and Processes
Developing and Building Teams
Resolving Conflicts and Negotiating with Others
Monitor Processes, Materials, or Surroundings
Inspecting Equipment, Structures, or Material

Protective Factors

Higher values indicate stronger protection against AI displacement

Solar Energy Installation Managers

33%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Solar Energy Installation Managers

9 of 15 at risk
87%Prepare solar installation project proposals, quotes, budgets, or schedules.
86%Estimate materials, equipment, and personnel needed for residential or commercial solar installation projects.
85%Purchase or rent equipment for solar energy system installation.
84%Coordinate or schedule building inspections for solar installation projects.
55%Assess system performance or functionality at the system, subsystem, and component levels.

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 +$39,060(+50%) vs Solar Energy Installation Managers
Solar Energy Installation ManagersSolar Energy Systems Engineers
10th
$51,290$62,840
25th
$62,400$85,750
Median
$78,690$117,750
75th
$100,200$152,670
90th
$126,690$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Solar Energy Installation Managers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Solar Energy Installation Managers 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%)

Solar Energy Installation Managers

$54,225

from $78,690

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Solar Energy Systems Engineers offers $23,560 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Solar

0

Unique to Solar

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Decision Complexity
Solar Energy Installation ManagersSolar Energy Systems Engineers
Find transitions from Solar Energy Installation ManagersFind transitions from Solar Energy Systems Engineers