Takeover Tracker

vs

57 shared · 20 different

core competencies

Side-by-Side Comparison

MetricRail Yard Engineers, Dinkey Operators, and HostlersFarmworkers, Farm, Ranch, and Aquacultural Animals
Risk Score31.9%32.8%
Risk TierMedium RiskMedium Risk
Risk Percentile51th55th
Tasks at Risk (>50%)8 / 1510 / 15
Median Salary$58,030$36,150
Employment3K35K

Skill Comparison

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Sorted by largest difference

Transportation
Operating Vehicles, Mechanized Devices, or Equipment
Public Safety and Security
Controlling Machines and Processes
Evaluating Information to Determine Compliance with Standards
English Language
Auditory Attention
Reaction Time
Visual Color Discrimination
Far Vision
Response Orientation
Coaching and Developing Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Yard Engineers, Dinkey Operators, and Hostlers

29%

total discount

Farmworkers, Farm, Ranch, and Aquacultural Animals

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.

Farmworkers, Farm, Ranch, and Aquacultural Animals

10 of 15 at risk
86%Order food for animals, and arrange for its delivery.
86%Maintain growth, feeding, production, and cost records.
67%Milk animals such as cows and goats, by hand or using milking machines.
63%Segregate animals according to weight, age, color, and physical condition.
61%Feed and water livestock and monitor food and water supplies.

Wage Comparison

Farmworkers, Farm, Ranch, and Aquacultural Animals earns -$21,880(-38%) vs Rail Yard Engineers, Dinkey Operators, and Hostlers
Rail Yard Engineers, Dinkey Operators, and HostlersFarmworkers, Farm, Ranch, and Aquacultural Animals
10th
$44,510$27,110
25th
$51,770$31,220
Median
$58,030$36,150
75th
$65,530$44,280
90th
$79,070$51,840

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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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