low risk
Rail Car Repairersvs
52 shared · 14 different
core competencies
medium risk
Engine and Other Machine AssemblersSide-by-Side Comparison
Rail Car Repairers leads 5–0| Metric | Rail Car Repairers | Engine and Other Machine Assemblers |
|---|---|---|
| Risk Score | 19.9% | 38.2% |
| Risk Tier | Low Risk | Medium Risk |
| Risk Percentile | 6th | 76th |
| Tasks at Risk (>50%) | 3 / 15 | 8 / 12 |
| Median Salary | $65,680 | $52,540 |
| Employment | 18K | 38K |
Skill Comparison
|
Sorted by largest difference
Operating Vehicles, Mechanized Devices, or Equipment
Production and Processing
Customer and Personal Service
Repairing
Controlling Machines and Processes
Establishing and Maintaining Interpersonal Relationships
Repairing and Maintaining Mechanical Equipment
Performing General Physical Activities
Response Orientation
Stamina
Trunk Strength
Troubleshooting
Protective Factors
Higher values indicate stronger protection against AI displacement
Rail Car Repairers
26%
total discount
Engine and Other Machine Assemblers
26%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Rail Car Repairers
3 of 15 at risk86%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.
Engine and Other Machine Assemblers
8 of 12 at risk84%Read and interpret assembly blueprints or specifications manuals and plan assembly or building operations.
63%Lay out and drill, ream, tap, or cut parts for assembly.
61%Set up and operate metalworking machines, such as milling or grinding machines, to shape or fabricate parts.
60%Verify conformance of parts to stock lists or blueprints, using measuring instruments, such as calipers, gauges, or micrometers.
59%Inspect, operate, and test completed products to verify functioning, machine capabilities, or conformance to customer specifications.
Wage Comparison
Engine and Other Machine Assemblers earns -$13,140(-20%) vs Rail Car Repairers
Rail Car RepairersEngine and Other Machine Assemblers
10th
$45,670$37,950
25th
$51,640$42,790
Median
$65,680$52,540
75th
$80,150$70,050
90th
$92,000$74,300
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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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