Takeover Tracker
34%medium risk
Commercial Pilots
vs

47 shared · 44 different

core competencies

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

Side-by-Side Comparison

MetricCommercial PilotsRail Yard Engineers, Dinkey Operators, and Hostlers
Risk Score34.2%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile63th51th
Tasks at Risk (>50%)10 / 158 / 15
Median Salary$122,670$58,030
Employment52K3K

Skill Comparison

|

Sorted by largest difference

Customer and Personal Service
Performing for or Working Directly with the Public
Operation and Control
Identifying Objects, Actions, and Events
Making Decisions and Solving Problems
MathematicsAI-Vulnerable
Transportation
Updating and Using Relevant Knowledge
Active LearningAI-Augmented
Getting Information
Deductive Reasoning
Analyzing Data or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Commercial Pilots

32%

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

Commercial Pilots

10 of 15 at risk
89%Consider airport altitudes, outside temperatures, plane weights, and wind speeds and directions to calculate the speed needed to become airborne.
87%File instrument flight plans with air traffic control so that flights can be coordinated with other air traffic.
87%Plan flights according to government and company regulations, using aeronautical charts and navigation instruments.
85%Monitor engine operation, fuel consumption, and functioning of aircraft systems during flights.
77%Check aircraft prior to flights to ensure that the engines, controls, instruments, and other systems are functioning properly.

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 -$64,640(-53%) vs Commercial Pilots
Commercial PilotsRail Yard Engineers, Dinkey Operators, and Hostlers
10th
$59,330$44,510
25th
$81,660$51,770
Median
$122,670$58,030
75th
$175,050$65,530
90th
$239,200$79,070

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Commercial Pilots2028–2035
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 Commercial Pilots.

Risk-Adjusted Salary

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

Commercial Pilots

$80,729

from $122,670

Rail Yard Engineers, Dinkey Operators, and Hostlers

$39,524

from $58,030

After adjusting for AI risk, Commercial Pilots offers $41,205 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Commercial

0

Unique to Rail

Combined Protection Strategy

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

Decision Complexity
Social Intelligence
Creativity
Fine Manipulation
Commercial PilotsRail Yard Engineers, Dinkey Operators, and Hostlers
Find transitions from Commercial PilotsFind transitions from Rail Yard Engineers, Dinkey Operators, and Hostlers