Takeover Tracker

vs

53 shared · 14 different

core competencies

Side-by-Side Comparison

MetricRail Car RepairersRoustabouts, Oil and Gas
Risk Score19.9%24.0%
Risk TierLow RiskLow Risk
Risk Percentile6th17th
Tasks at Risk (>50%)3 / 150 / 15
Median Salary$65,680$47,510
Employment18K45K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Mechanical Equipment
Inspecting Equipment, Structures, or Material
Repairing
Mechanical
Arm-Hand Steadiness
Troubleshooting
Equipment MaintenanceAI-Resistant
Monitor Processes, Materials, or Surroundings
Getting Information
Finger Dexterity
Operating Vehicles, Mechanized Devices, or Equipment
Handling and Moving Objects

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Car Repairers

26%

total discount

Roustabouts, Oil and Gas

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.

Roustabouts, Oil and Gas

0 of 15 at risk
49%Unscrew or tighten pipes, casing, tubing, and pump rods, using hand and power wrenches and tongs.
49%Move pipes to and from trucks, using truck winches and motorized lifts, or by hand.
49%Dig drainage ditches around wells and storage tanks.
47%Clean trucks used in the fields.
45%Keep pipe deck and main deck areas clean and tidy.

Wage Comparison

Roustabouts, Oil and Gas earns -$18,170(-28%) vs Rail Car Repairers
Rail Car RepairersRoustabouts, Oil and Gas
10th
$45,670$35,650
25th
$51,640$38,330
Median
$65,680$47,510
75th
$80,150$57,170
90th
$92,000$64,010

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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 yetRoustabouts, Oil and Gas: Not yet