Takeover Tracker
vs

40 shared · 21 different

core competencies

Side-by-Side Comparison

MetricMine Cutting and Channeling Machine OperatorsHelpers--Production Workers
Risk Score38.1%39.5%
Risk TierMedium RiskMedium Risk
Risk Percentile76th79th
Tasks at Risk (>50%)13 / 1511 / 15
Median SalaryN/A$38,220
EmploymentN/A167K

Skill Comparison

|

Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment
Identifying Objects, Actions, and Events
Inspecting Equipment, Structures, or Material
Controlling Machines and Processes
Monitor Processes, Materials, or Surroundings
Repairing and Maintaining Electronic Equipment
Mechanical
Operation Monitoring
Hearing Sensitivity
Reaction Time
Response Orientation
Repairing and Maintaining Mechanical Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Mine Cutting and Channeling Machine Operators

28%

total discount

Helpers--Production Workers

23%

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.

Helpers--Production Workers

11 of 15 at risk
86%Count finished products to determine if product orders are complete.
86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.
86%Mark or tag identification on parts.
86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.
67%Examine products to verify conformance to quality standards.

Wage Comparison

Mine Cutting and Channeling Machine OperatorsHelpers--Production Workers
10th
N/A$30,060
25th
N/A$34,390
Median
N/A$38,220
75th
N/A$44,980
90th
N/A$52,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Mine Cutting and Channeling Machine Operators20282035
Helpers--Production Workers20282035
20242030203520402045

Mine Cutting and Channeling Machine Operators has a longer runway before significant displacement, projected 0 years later than Helpers--Production Workers.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Mine

0

Unique to Helpers--Production

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity
Regulatory Barriers
Social Intelligence
Decision Complexity
Mine Cutting and Channeling Machine OperatorsHelpers--Production Workers