Takeover Tracker

vs

62 shared · 17 different

core competencies

Side-by-Side Comparison

MetricRail Yard Engineers, Dinkey Operators, and HostlersSubway and Streetcar Operators
Risk Score31.9%52.4%
Risk TierMedium RiskHigh Risk
Risk Percentile51th98th
Tasks at Risk (>50%)8 / 1510 / 12
Median Salary$58,030$84,830
Employment3K9K

Skill Comparison

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Sorted by largest difference

Performing for or Working Directly with the Public
Customer and Personal Service
Controlling Machines and Processes
Organizing, Planning, and Prioritizing Work
Operating Vehicles, Mechanized Devices, or Equipment
Coaching and Developing Others
Handling and Moving Objects
Training and Teaching Others
Identifying Objects, Actions, and Events
Thinking Creatively
Sound Localization
Developing and Building Teams

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Yard Engineers, Dinkey Operators, and Hostlers

29%

total discount

Subway and Streetcar 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.

Subway and Streetcar Operators

10 of 12 at risk
89%Make announcements to passengers, such as notifications of upcoming stops or schedule delays.
89%Collect fares from passengers, and issue change and transfers.
89%Record transactions and coin receptor readings to verify the amount of money collected.
87%Regulate vehicle speed and the time spent at each stop to maintain schedules.
87%Report delays, mechanical problems, and emergencies to supervisors or dispatchers, using radios.

Wage Comparison

Subway and Streetcar Operators earns +$26,800(+46%) vs Rail Yard Engineers, Dinkey Operators, and Hostlers
Rail Yard Engineers, Dinkey Operators, and HostlersSubway and Streetcar Operators
10th
$44,510$52,260
25th
$51,770$59,500
Median
$58,030$84,830
75th
$65,530$87,940
90th
$79,070$87,940

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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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