low risk
Rail Car Repairersvs
41 shared · 23 different
core competencies
medium risk
Helpers--Production WorkersSide-by-Side Comparison
Rail Car Repairers leads 5–0| Metric | Rail Car Repairers | Helpers--Production Workers |
|---|---|---|
| Risk Score | 19.9% | 39.5% |
| Risk Tier | Low Risk | Medium Risk |
| Risk Percentile | 6th | 79th |
| Tasks at Risk (>50%) | 3 / 15 | 11 / 15 |
| Median Salary | $65,680 | $38,220 |
| Employment | 18K | 167K |
Skill Comparison
|
Sorted by largest difference
Repairing
Mechanical
Troubleshooting
Equipment MaintenanceAI-Resistant
Operating Vehicles, Mechanized Devices, or Equipment
Public Safety and Security
Thinking Creatively
Repairing and Maintaining Mechanical Equipment
Flexibility of Closure
Visual Color Discrimination
Gross Body Coordination
Critical ThinkingAI-Augmented
Protective Factors
Higher values indicate stronger protection against AI displacement
Rail Car Repairers
26%
total discount
Helpers--Production Workers
23%
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.
Helpers--Production Workers
11 of 15 at risk86%Count finished products to determine if product orders are complete.
86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.
86%Mark or tag identification on parts.
86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.
67%Examine products to verify conformance to quality standards.
Wage Comparison
Helpers--Production Workers earns -$27,460(-42%) vs Rail Car Repairers
Rail Car RepairersHelpers--Production Workers
10th
$45,670$30,060
25th
$51,640$34,390
Median
$65,680$38,220
75th
$80,150$44,980
90th
$92,000$52,120
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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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Rail Car Repairers: Not yetHelpers--Production Workers: Not yet