Takeover Tracker

vs

59 shared · 13 different

core competencies

Side-by-Side Comparison

MetricMine Cutting and Channeling Machine OperatorsRail Car Repairers
Risk Score38.1%19.9%
Risk TierMedium RiskLow Risk
Risk Percentile76th6th
Tasks at Risk (>50%)13 / 153 / 15
Median SalaryN/A$65,680
EmploymentN/A18K

Skill Comparison

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Sorted by largest difference

Identifying Objects, Actions, and Events
Controlling Machines and Processes
Monitor Processes, Materials, or Surroundings
Repairing and Maintaining Electronic Equipment
Inspecting Equipment, Structures, or Material
Operating Vehicles, Mechanized Devices, or Equipment
Assisting and Caring for Others
Repairing
Performing General Physical Activities
Troubleshooting
Public Safety and Security
Finger Dexterity

Protective Factors

Higher values indicate stronger protection against AI displacement

Mine Cutting and Channeling Machine Operators

28%

total discount

Rail Car Repairers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Mine Cutting and Channeling Machine Operators

13 of 15 at risk
86%Monitor methane gas levels in mines to avoid carbon monoxide poisoning.
86%Signal that machine plow blades are properly positioned, using electronic buzzers or two-way radios.
86%Observe indicator lights and gauges, and listen to machine operation to detect binding or stoppage of tools or other equipment problems.
67%Press buttons to activate conveyor belts, and push or pull chain handles to regulate conveyor movement so that material can be moved or loaded into dinkey cars or dump trucks.
65%Drive mobile, truck-mounted, or track-mounted drilling or cutting machine in mines and quarries or on construction sites.

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.

Wage Comparison

Mine Cutting and Channeling Machine OperatorsRail Car Repairers
10th
N/A$45,670
25th
N/A$51,640
Median
N/A$65,680
75th
N/A$80,150
90th
N/A$92,000

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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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Mine Cutting and Channeling Machine Operators: Not yetRail Car Repairers: Not yet