Takeover Tracker
vs

61 shared · 17 different

core competencies

Side-by-Side Comparison

MetricRail Yard Engineers, Dinkey Operators, and HostlersMine Cutting and Channeling Machine Operators
Risk Score31.9%38.1%
Risk TierMedium RiskMedium Risk
Risk Percentile51th76th
Tasks at Risk (>50%)8 / 1513 / 15
Median Salary$58,030N/A
Employment3KN/A

Skill Comparison

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Sorted by largest difference

Transportation
English Language
Identifying Objects, Actions, and Events
Public Safety and Security
Repairing and Maintaining Mechanical Equipment
Operating Vehicles, Mechanized Devices, or Equipment
Scheduling Work and Activities
Establishing and Maintaining Interpersonal Relationships
Mechanical
Coaching and Developing Others
Organizing, Planning, and Prioritizing Work
Visual Color Discrimination

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Yard Engineers, Dinkey Operators, and Hostlers

29%

total discount

Mine Cutting and Channeling Machine Operators

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Rail Yard Engineers, Dinkey Operators, and Hostlers

8 of 15 at risk
88%Read switching instructions and daily car schedules to determine work to be performed, or receive orders from yard conductors.
88%Observe water levels and oil, air, and steam pressure gauges to ensure proper operation of equipment.
86%Inspect track for defects such as broken rails and switch malfunctions.
84%Observe and respond to wayside and cab signals, including color light signals, position signals, torpedoes, flags, and hot box detectors.
84%Inspect the condition of stationary trains, rolling stock, and equipment.

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

Rail Yard Engineers, Dinkey Operators, and HostlersMine Cutting and Channeling Machine Operators
10th
$44,510N/A
25th
$51,770N/A
Median
$58,030N/A
75th
$65,530N/A
90th
$79,070N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Rail Yard Engineers, Dinkey Operators, and Hostlers20282035
Mine Cutting and Channeling Machine Operators20282035
20242030203520402045

Rail Yard Engineers, Dinkey Operators, and Hostlers has a longer runway before significant displacement, projected 0 years later than Mine Cutting and Channeling Machine Operators.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Rail

0

Unique to Mine

Combined Protection Strategy

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

Creativity
Regulatory Barriers
Decision Complexity
Fine Manipulation
Rail Yard Engineers, Dinkey Operators, and HostlersMine Cutting and Channeling Machine Operators