Takeover Tracker

vs

57 shared · 23 different

core competencies

Side-by-Side Comparison

MetricRail Yard Engineers, Dinkey Operators, and HostlersPaving, Surfacing, and Tamping Equipment Operators
Risk Score31.9%18.1%
Risk TierMedium RiskLow Risk
Risk Percentile51th4th
Tasks at Risk (>50%)8 / 150 / 15
Median Salary$58,030$51,650
Employment3K46K

Skill Comparison

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Sorted by largest difference

Performing for or Working Directly with the Public
Transportation
Establishing and Maintaining Interpersonal Relationships
Performing General Physical Activities
Operating Vehicles, Mechanized Devices, or Equipment
Documenting/Recording Information
Organizing, Planning, and Prioritizing Work
Visual Color Discrimination
Evaluating Information to Determine Compliance with Standards
Far Vision
Coaching and Developing Others
Auditory Attention

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Yard Engineers, Dinkey Operators, and Hostlers

29%

total discount

Paving, Surfacing, and Tamping Equipment Operators

25%

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.

Paving, Surfacing, and Tamping Equipment Operators

0 of 15 at risk
45%Light burners or start heating units of machines, and regulate screed temperatures and asphalt flow rates.
41%Start machine, engage clutch, and push and move levers to guide machine along forms or guidelines and to control the operation of machine attachments.
39%Observe distribution of paving material to adjust machine settings or material flow, and indicate low spots for workers to add material.
39%Fill tanks, hoppers, or machines with paving materials.
37%Shovel blacktop.

Wage Comparison

Paving, Surfacing, and Tamping Equipment Operators earns -$6,380(-11%) vs Rail Yard Engineers, Dinkey Operators, and Hostlers
Rail Yard Engineers, Dinkey Operators, and HostlersPaving, Surfacing, and Tamping Equipment Operators
10th
$44,510$38,030
25th
$51,770$44,740
Median
$58,030$51,650
75th
$65,530$66,060
90th
$79,070$90,110

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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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