Takeover Tracker

Side-by-Side Comparison

MetricExcavating and Loading Machine and Dragline OperatorsRail Yard Engineers, Dinkey Operators, and Hostlers
Risk Score22.7%31.9%
Risk TierLow RiskMedium Risk
Risk Percentile13th51th
Tasks at Risk (>50%)5 / 158 / 15
Median SalaryN/A$58,030
EmploymentN/A3K

Skill Comparison

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Sorted by largest difference

Transportation
Repairing and Maintaining Mechanical Equipment
English Language
Coordinating the Work and Activities of Others
Handling and Moving Objects
Multilimb Coordination
Performing General Physical Activities
Public Safety and Security
Developing Objectives and Strategies
Problem Sensitivity
Peripheral Vision
Mechanical

Protective Factors

Higher values indicate stronger protection against AI displacement

Excavating and Loading Machine and Dragline Operators

28%

total discount

Rail Yard Engineers, Dinkey Operators, and Hostlers

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Excavating and Loading Machine and Dragline Operators

5 of 15 at risk
86%Receive written or oral instructions regarding material movement or excavation.
84%Become familiar with digging plans, machine capabilities and limitations, and with efficient and safe digging procedures in a given application.
84%Measure and verify levels of rock or gravel, bases, or other excavated material.
53%Move materials over short distances, such as around a construction site, factory, or warehouse.
51%Adjust dig face angles for varying overburden depths and set lengths.

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.

Wage Comparison

Excavating and Loading Machine and Dragline OperatorsRail Yard Engineers, Dinkey Operators, and Hostlers
10th
N/A$44,510
25th
N/A$51,770
Median
N/A$58,030
75th
N/A$65,530
90th
N/A$79,070

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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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