Takeover Tracker

Side-by-Side Comparison

MetricRail Car RepairersMolding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic
Risk Score19.9%33.3%
Risk TierLow RiskMedium Risk
Risk Percentile6th58th
Tasks at Risk (>50%)3 / 158 / 15
Median Salary$65,680$41,230
Employment18K155K

Skill Comparison

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Sorted by largest difference

Performing General Physical Activities
Operating Vehicles, Mechanized Devices, or Equipment
Public Safety and Security
Extent Flexibility
Controlling Machines and Processes
Repairing
Repairing and Maintaining Mechanical Equipment
Troubleshooting
Thinking Creatively
Production and Processing
Equipment MaintenanceAI-Resistant
Mechanical

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Car Repairers

26%

total discount

Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic

25%

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.

Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic

8 of 15 at risk
86%Observe meters and gauges to verify and record temperatures, pressures, and press-cycle times.
71%Read specifications, blueprints, and work orders to determine setups, temperatures, and time settings required to mold, form, or cast plastic materials, as well as to plan production sequences.
65%Measure and visually inspect products for surface and dimension defects to ensure conformance to specifications, using precision measuring instruments.
63%Observe continuous operation of automatic machines to ensure that products meet specifications and to detect jams or malfunctions, making adjustments as necessary.
61%Turn valves and dials of machines to regulate pressure, temperature, and speed and feed rates, and to set cycle times.

Wage Comparison

Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic earns -$24,450(-37%) vs Rail Car Repairers
Rail Car RepairersMolding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic
10th
$45,670$31,990
25th
$51,640$36,290
Median
$65,680$41,230
75th
$80,150$49,100
90th
$92,000$60,110

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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Rail Car Repairers: Not yetMolding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic: Not yet