Takeover Tracker

vs

52 shared · 14 different

core competencies

Side-by-Side Comparison

MetricRail Car RepairersEngine and Other Machine Assemblers
Risk Score19.9%38.2%
Risk TierLow RiskMedium Risk
Risk Percentile6th76th
Tasks at Risk (>50%)3 / 158 / 12
Median Salary$65,680$52,540
Employment18K38K

Skill Comparison

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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 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.

Engine and Other Machine Assemblers

8 of 12 at risk
84%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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Rail Car Repairers: Not yetEngine and Other Machine Assemblers: Not yet