Takeover Tracker

vs

56 shared · 15 different

core competencies

Side-by-Side Comparison

MetricPile-Driver OperatorsMine Cutting and Channeling Machine Operators
Risk Score19.8%38.1%
Risk TierLow RiskMedium Risk
Risk Percentile6th76th
Tasks at Risk (>50%)1 / 513 / 15
Median Salary$70,510N/A
Employment3KN/A

Skill Comparison

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Sorted by largest difference

Engineering and Technology
MathematicsAI-Vulnerable
Transportation
Processing Information
Repairing and Maintaining Electronic Equipment
Thinking Creatively
Public Safety and Security
Organizing, Planning, and Prioritizing Work
Handling and Moving Objects
Repairing and Maintaining Mechanical Equipment
Identifying Objects, Actions, and Events
Assisting and Caring for Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Pile-Driver Operators

26%

total discount

Mine Cutting and Channeling Machine Operators

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Pile-Driver Operators

1 of 5 at risk
73%Conduct pre-operational checks on equipment to ensure proper functioning.
41%Move levers and turn valves to activate power hammers, or to raise and lower drophammers that drive piles to required depths.
41%Clean, lubricate, and refill equipment.
9%Move hand and foot levers of hoisting equipment to position piling leads, hoist piling into leads, and position hammers over pilings.
9%Drive pilings to provide support for buildings or other structures, using heavy equipment with a pile driver head.

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.

Wage Comparison

Pile-Driver OperatorsMine Cutting and Channeling Machine Operators
10th
$46,690N/A
25th
$54,750N/A
Median
$70,510N/A
75th
$103,960N/A
90th
$121,990N/A

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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