Takeover Tracker
21%low risk
Construction Carpenters
vs

70 shared · 19 different

core competencies

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

Side-by-Side Comparison

MetricConstruction CarpentersRail-Track Laying and Maintenance Equipment Operators
Risk Score20.8%29.8%
Risk TierLow RiskMedium Risk
Risk Percentile8th38th
Tasks at Risk (>50%)7 / 154 / 15
Median Salary$59,310$67,370
Employment698K16K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Repairing and Maintaining Mechanical Equipment
Design
English Language
Transportation
Making Decisions and Solving Problems
MathematicsAI-Vulnerable
Control Precision
Rate Control
Equipment MaintenanceAI-Resistant
Reaction Time
Operation and Control

Protective Factors

Higher values indicate stronger protection against AI displacement

Construction Carpenters

28%

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

Construction Carpenters

7 of 15 at risk
88%Maintain records, document actions, and present written progress reports.
86%Select and order lumber or other required materials.
70%Verify trueness of structure, using plumb bob and level.
66%Measure and mark cutting lines on materials, using a ruler, pencil, chalk, and marking gauge.
55%Study specifications in blueprints, sketches, or building plans to prepare project layout and determine dimensions and materials required.

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 +$8,060(+14%) vs Construction Carpenters
Construction CarpentersRail-Track Laying and Maintenance Equipment Operators
10th
$38,760$45,720
25th
$47,550$51,630
Median
$59,310$67,370
75th
$75,620$79,330
90th
$98,370$84,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Construction Carpenters2028–2035
Rail-Track Laying and Maintenance Equipment Operators2028–2035
20242030203520402045

Construction Carpenters 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%)

Construction Carpenters

$46,956

from $59,310

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 $311 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Construction

0

Unique to Rail-Track

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Regulatory Barriers
Creativity
Construction CarpentersRail-Track Laying and Maintenance Equipment Operators
Find transitions from Construction CarpentersFind transitions from Rail-Track Laying and Maintenance Equipment Operators