Takeover Tracker

vs

46 shared · 10 different

core competencies

Side-by-Side Comparison

MetricMine Cutting and Channeling Machine OperatorsMine Shuttle Car Operators
Risk Score38.1%40.9%
Risk TierMedium RiskMedium Risk
Risk Percentile76th83th
Tasks at Risk (>50%)13 / 157 / 15
Median SalaryN/AN/A
EmploymentN/AN/A

Skill Comparison

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Sorted by largest difference

Arm-Hand Steadiness
Repairing and Maintaining Electronic Equipment
Identifying Objects, Actions, and Events
Establishing and Maintaining Interpersonal Relationships
Trunk Strength
Auditory Attention
Finger Dexterity
Updating and Using Relevant Knowledge
Estimating the Quantifiable Characteristics of Products, Events, or Information
Perceptual Speed

Protective Factors

Higher values indicate stronger protection against AI displacement

Mine Cutting and Channeling Machine Operators

28%

total discount

Mine Shuttle Car Operators

22%

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.

Mine Shuttle Car Operators

7 of 15 at risk
86%Measure, weigh, or verify levels of rock, gravel, or other excavated material to prevent equipment overloads.
84%Monitor loading processes to ensure that materials are loaded according to specifications.
82%Read written instructions or confer with supervisors about schedules and materials to be moved.
73%Observe hand signals, grade stakes, or other markings when operating machines.
65%Drive loaded shuttle cars to ramps and move controls to discharge loads into mine cars or onto conveyors.

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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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