Takeover Tracker

vs

53 shared · 13 different

core competencies

Side-by-Side Comparison

MetricRail Car RepairersAutomotive Body and Related Repairers
Risk Score19.9%15.8%
Risk TierLow RiskLow Risk
Risk Percentile6th2th
Tasks at Risk (>50%)3 / 152 / 15
Median Salary$65,680$51,680
Employment18K155K

Skill Comparison

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Sorted by largest difference

Repairing and Maintaining Mechanical Equipment
Performing General Physical Activities
Handling and Moving Objects
Controlling Machines and Processes
Operating Vehicles, Mechanized Devices, or Equipment
Equipment MaintenanceAI-Resistant
English Language
Troubleshooting
Multilimb Coordination
Arm-Hand Steadiness
Reaction Time
Communicating with Supervisors, Peers, or Subordinates

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Car Repairers

26%

total discount

Automotive Body and Related Repairers

26%

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.

Automotive Body and Related Repairers

2 of 15 at risk
78%Follow supervisors' instructions as to which parts to restore or replace and how much time the job should take.
59%Review damage reports, prepare or review repair cost estimates, and plan work to be performed.
47%Mix polyester resins and hardeners to be used in restoring damaged areas.
35%Inspect repaired vehicles for proper functioning, completion of work, dimensional accuracy, and overall appearance of paint job, and test drive vehicles to ensure proper alignment and handling.
31%Read specifications or confer with customers to determine the desired custom modifications for altering the appearance of vehicles.

Wage Comparison

Automotive Body and Related Repairers earns -$14,000(-21%) vs Rail Car Repairers
Rail Car RepairersAutomotive Body and Related Repairers
10th
$45,670$36,390
25th
$51,640$45,000
Median
$65,680$51,680
75th
$80,150$64,780
90th
$92,000$87,040

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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