Takeover Tracker
25%medium risk
Solar Photovoltaic Installers
vs

70 shared · 20 different

core competencies

30%medium risk
Rail-Track Laying and Maintenance Equipment Operators

Side-by-Side Comparison

MetricSolar Photovoltaic InstallersRail-Track Laying and Maintenance Equipment Operators
Risk Score25.2%29.8%
Risk TierMedium RiskMedium Risk
Risk Percentile20th38th
Tasks at Risk (>50%)6 / 154 / 15
Median Salary$51,860$67,370
Employment28K16K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Electronic Equipment
English Language
Multilimb Coordination
Design
Control Precision
Reaction Time
Operating Vehicles, Mechanized Devices, or Equipment
Controlling Machines and Processes
Far Vision
Response Orientation
Operation Monitoring
Repairing and Maintaining Mechanical Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Solar Photovoltaic Installers

29%

total discount

Rail-Track Laying and Maintenance Equipment Operators

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Solar Photovoltaic Installers

6 of 15 at risk
86%Examine designs to determine current requirements for all parts of the photovoltaic (PV) system electrical circuit.
86%Visually inspect and test photovoltaic (PV) modules or systems.
84%Program, adjust, or configure inverters and controls for desired set points and operating modes.
74%Test operating voltages to ensure operation within acceptable limits for power conditioning equipment, such as inverters and controllers.
55%Identify installation locations with proper orientation, area, solar access, or structural integrity for photovoltaic (PV) arrays.

Rail-Track Laying and Maintenance Equipment Operators

4 of 15 at risk
84%Observe leveling indicator arms to verify levelness and alignment of tracks.
57%Adjust controls of machines that spread, shape, raise, level, or align track, according to specifications.
55%Engage mechanisms that lay tracks or rails to specified gauges.
53%Clean, grade, or level ballast on railroad tracks.
49%Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails.

Wage Comparison

Rail-Track Laying and Maintenance Equipment Operators earns +$15,510(+30%) vs Solar Photovoltaic Installers
Solar Photovoltaic InstallersRail-Track Laying and Maintenance Equipment Operators
10th
$39,070$45,720
25th
$46,040$51,630
Median
$51,860$67,370
75th
$63,020$79,330
90th
$80,150$84,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Solar Photovoltaic Installers2028–2035
Rail-Track Laying and Maintenance Equipment Operators2028–2035
20242030203520402045

Solar Photovoltaic Installers has a longer runway before significant displacement, projected 0 years later than Rail-Track Laying and Maintenance Equipment Operators.

Risk-Adjusted Salary

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

Solar Photovoltaic Installers

$38,791

from $51,860

Rail-Track Laying and Maintenance Equipment Operators

$47,267

from $67,370

After adjusting for AI risk, Rail-Track Laying and Maintenance Equipment Operators offers $8,476 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Solar

0

Unique to Rail-Track

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Regulatory Barriers
Solar Photovoltaic InstallersRail-Track Laying and Maintenance Equipment Operators
Find transitions from Solar Photovoltaic InstallersFind transitions from Rail-Track Laying and Maintenance Equipment Operators