Takeover Tracker

Side-by-Side Comparison

MetricRail Car RepairersCutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic
Risk Score19.9%34.6%
Risk TierLow RiskMedium Risk
Risk Percentile6th64th
Tasks at Risk (>50%)3 / 158 / 15
Median Salary$65,680$45,590
Employment18K174K

Skill Comparison

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Sorted by largest difference

Repairing
Public Safety and Security
Performing General Physical Activities
Operating Vehicles, Mechanized Devices, or Equipment
Extent Flexibility
Gross Body Coordination
Repairing and Maintaining Mechanical Equipment
Visual Color Discrimination
Troubleshooting
Hearing Sensitivity
Equipment MaintenanceAI-Resistant
Static Strength

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Car Repairers

26%

total discount

Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic

24%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Rail Car Repairers

3 of 15 at risk
86%Record conditions of cars, and repair and maintenance work performed or to be performed.
53%Inspect the interior and exterior of rail cars coming into rail yards to identify defects and to determine the extent of wear and damage.
51%Inspect components such as bearings, seals, gaskets, wheels, and coupler assemblies to determine if repairs are needed.
45%Test units for operability before and after repairs.
45%Measure diameters of axle wheel seats, using micrometers, and mark dimensions on axles so that wheels can be bored to specified dimensions.

Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic

8 of 15 at risk
86%Read work orders or production schedules to determine specifications, such as materials to be used, locations of cutting lines, or dimensions and tolerances.
84%Mark identifying data on workpieces.
67%Examine completed workpieces for defects, such as chipped edges or marred surfaces and sort defective pieces according to types of flaws.
65%Start machines, monitor their operations, and record operational data.
53%Set up, operate, or tend machines to saw, cut, shear, slit, punch, crimp, notch, bend, or straighten metal or plastic material.

Wage Comparison

Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic earns -$20,090(-31%) vs Rail Car Repairers
Rail Car RepairersCutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic
10th
$45,670$35,000
25th
$51,640$38,400
Median
$65,680$45,590
75th
$80,150$52,150
90th
$92,000$62,650

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Rail Car Repairers20282035
Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic20282035
20242030203520402045

Rail Car Repairers has a longer runway before significant displacement, projected 0 years later than Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic.

Risk-Adjusted Salary

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

Rail Car Repairers

$52,616

from $65,680

Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic

$29,811

from $45,590

After adjusting for AI risk, Rail Car Repairers offers $22,805 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Rail

0

Unique to Cutting,

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Creativity
Social Intelligence
Rail Car RepairersCutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic