Takeover Tracker
44%medium risk
Locomotive Engineers
vs

70 shared · 12 different

core competencies

32%medium risk
Rail Yard Engineers, Dinkey Operators, and Hostlers

Side-by-Side Comparison

MetricLocomotive EngineersRail Yard Engineers, Dinkey Operators, and Hostlers
Risk Score44.1%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile90th51th
Tasks at Risk (>50%)13 / 158 / 15
Median Salary$77,400$58,030
Employment32K3K

Skill Comparison

|

Sorted by largest difference

Analyzing Data or Information
Processing Information
Identifying Objects, Actions, and Events
Telecommunications
Selective Attention
Establishing and Maintaining Interpersonal Relationships
Far Vision
Gross Body Equilibrium
Operating Vehicles, Mechanized Devices, or Equipment
Perceptual Speed
Evaluating Information to Determine Compliance with Standards
Flexibility of Closure

Protective Factors

Higher values indicate stronger protection against AI displacement

Locomotive Engineers

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

Locomotive Engineers

13 of 15 at risk
87%Prepare reports regarding any problems encountered, such as accidents, signaling problems, unscheduled stops, or delays.
86%Monitor gauges or meters that measure speed, amperage, battery charge, or air pressure in brakelines or in main reservoirs.
85%Check to ensure that brake examination tests are conducted at shunting stations.
85%Check to ensure that documentation, such as procedure manuals or logbooks, are in the driver's cab and available for staff use.
77%Interpret train orders, signals, or railroad rules and regulations that govern the operation of locomotives.

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

Rail Yard Engineers, Dinkey Operators, and Hostlers earns -$19,370(-25%) vs Locomotive Engineers
Locomotive EngineersRail Yard Engineers, Dinkey Operators, and Hostlers
10th
$60,980$44,510
25th
$73,410$51,770
Median
$77,400$58,030
75th
$84,230$65,530
90th
$100,690$79,070

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Locomotive Engineers2028–2035
Rail Yard Engineers, Dinkey Operators, and Hostlers2028–2035
20242030203520402045

Rail Yard Engineers, Dinkey Operators, and Hostlers has a longer runway before significant displacement, projected 0 years later than Locomotive Engineers.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Locomotive Engineers

$43,282

from $77,400

Rail Yard Engineers, Dinkey Operators, and Hostlers

$39,524

from $58,030

After adjusting for AI risk, Locomotive Engineers offers $3,758 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Locomotive

0

Unique to Rail

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity
Decision Complexity
Social Intelligence
Fine Manipulation
Locomotive EngineersRail Yard Engineers, Dinkey Operators, and Hostlers
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