Takeover Tracker
31%medium risk
Solar Energy Installation Managers
vs

67 shared · 29 different

core competencies

35%medium risk
First-Line Supervisors of Production and Operating Workers

Side-by-Side Comparison

MetricSolar Energy Installation ManagersFirst-Line Supervisors of Production and Operating Workers
Risk Score31.1%35.5%
Risk TierMedium RiskMedium Risk
Risk Percentile45th67th
Tasks at Risk (>50%)9 / 159 / 15
Median Salary$78,690$71,190
Employment806K685K

Skill Comparison

|

Sorted by largest difference

Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Customer and Personal Service
Production and Processing
Design
Thinking Creatively
Coordinating the Work and Activities of Others
Engineering and Technology
Organizing, Planning, and Prioritizing Work
Estimating the Quantifiable Characteristics of Products, Events, or Information
Updating and Using Relevant Knowledge
Performing General Physical Activities
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Solar Energy Installation Managers

33%

total discount

First-Line Supervisors of Production and Operating Workers

32%

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.

First-Line Supervisors of Production and Operating Workers

9 of 15 at risk
88%Keep records of employees' attendance and hours worked.
88%Maintain operations data, such as time, production, and cost records, and prepare management reports of production results.
86%Plan and establish work schedules, assignments, and production sequences to meet production goals.
86%Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.
86%Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs.

Wage Comparison

First-Line Supervisors of Production and Operating Workers earns -$7,500(-10%) vs Solar Energy Installation Managers
Solar Energy Installation ManagersFirst-Line Supervisors of Production and Operating Workers
10th
$51,290$45,790
25th
$62,400$56,330
Median
$78,690$71,190
75th
$100,200$86,770
90th
$126,690$106,960

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Solar Energy Installation Managers2028–2035
First-Line Supervisors of Production and Operating Workers2028–2035
20242030203520402045

Solar Energy Installation Managers has a longer runway before significant displacement, projected 0 years later than First-Line Supervisors of Production and Operating Workers.

Risk-Adjusted Salary

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

Solar Energy Installation Managers

$54,225

from $78,690

First-Line Supervisors of Production and Operating Workers

$45,953

from $71,190

After adjusting for AI risk, Solar Energy Installation Managers offers $8,272 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Solar

0

Unique to First-Line

Combined Protection Strategy

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

Fine Manipulation
Creativity
Regulatory Barriers
Decision Complexity
Solar Energy Installation ManagersFirst-Line Supervisors of Production and Operating Workers
Find transitions from Solar Energy Installation ManagersFind transitions from First-Line Supervisors of Production and Operating Workers