Takeover Tracker

vs

49 shared · 31 different

core competencies

Side-by-Side Comparison

MetricRail Yard Engineers, Dinkey Operators, and HostlersRefuse and Recyclable Material Collectors
Risk Score31.9%27.0%
Risk TierMedium RiskMedium Risk
Risk Percentile51th25th
Tasks at Risk (>50%)8 / 154 / 15
Median Salary$58,030$48,350
Employment3K139K

Skill Comparison

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Sorted by largest difference

Customer and Personal Service
Evaluating Information to Determine Compliance with Standards
Training and Teaching Others
Coaching and Developing Others
Operating Vehicles, Mechanized Devices, or Equipment
Problem Sensitivity
Communicating with Supervisors, Peers, or Subordinates
Getting Information
Organizing, Planning, and Prioritizing Work
Auditory Attention
Scheduling Work and Activities
Performing for or Working Directly with the Public

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Yard Engineers, Dinkey Operators, and Hostlers

29%

total discount

Refuse and Recyclable Material Collectors

27%

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.

Refuse and Recyclable Material Collectors

4 of 15 at risk
86%Fill out defective equipment reports.
73%Organize schedules for refuse collection.
59%Operate equipment that compresses collected refuse.
55%Check road or weather conditions to determine how routes will be affected.
49%Operate automated or semi-automated hoisting devices that raise refuse bins and dump contents into openings in truck bodies.

Wage Comparison

Refuse and Recyclable Material Collectors earns -$9,680(-17%) vs Rail Yard Engineers, Dinkey Operators, and Hostlers
Rail Yard Engineers, Dinkey Operators, and HostlersRefuse and Recyclable Material Collectors
10th
$44,510$31,810
25th
$51,770$38,330
Median
$58,030$48,350
75th
$65,530$61,010
90th
$79,070$75,200

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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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