Takeover Tracker
34%medium risk
Commercial Pilots
vs

45 shared · 49 different

core competencies

40%medium risk
Railroad Conductors and Yardmasters

Side-by-Side Comparison

MetricCommercial PilotsRailroad Conductors and Yardmasters
Risk Score34.2%40.4%
Risk TierMedium RiskMedium Risk
Risk Percentile63th82th
Tasks at Risk (>50%)10 / 158 / 15
Median Salary$122,670$74,080
Employment52K43K

Skill Comparison

|

Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment
Operation and Control
Geography
Making Decisions and Solving Problems
Customer and Personal Service
Transportation
Response Orientation
Controlling Machines and Processes
Performing for or Working Directly with the Public
Judging the Qualities of Things, Services, or People
Estimating the Quantifiable Characteristics of Products, Events, or Information
Control Precision

Protective Factors

Higher values indicate stronger protection against AI displacement

Commercial Pilots

32%

total discount

Railroad Conductors and Yardmasters

28%

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.

Railroad Conductors and Yardmasters

8 of 15 at risk
88%Keep records of the contents and destination of each train car, and make sure that cars are added or removed at proper points on routes.
88%Confirm routes and destination information for freight cars.
86%Receive information regarding train or rail problems from dispatchers or from electronic monitoring devices.
86%Receive instructions from dispatchers regarding trains' routes, timetables, and cargoes.
86%Review schedules, switching orders, way bills, and shipping records to obtain cargo loading and unloading information and to plan work.

Wage Comparison

Railroad Conductors and Yardmasters earns -$48,590(-40%) vs Commercial Pilots
Commercial PilotsRailroad Conductors and Yardmasters
10th
$59,330$53,490
25th
$81,660$63,480
Median
$122,670$74,080
75th
$175,050$82,060
90th
$239,200$103,350

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Commercial Pilots2028–2035
Railroad Conductors and Yardmasters2028–2035
20242030203520402045

Commercial Pilots has a longer runway before significant displacement, projected 0 years later than Railroad Conductors and Yardmasters.

Risk-Adjusted Salary

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

Commercial Pilots

$80,729

from $122,670

Railroad Conductors and Yardmasters

$44,144

from $74,080

After adjusting for AI risk, Commercial Pilots offers $36,585 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Commercial

0

Unique to Railroad

Combined Protection Strategy

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

Decision Complexity
Creativity
Regulatory Barriers
Social Intelligence
Commercial PilotsRailroad Conductors and Yardmasters
Find transitions from Commercial PilotsFind transitions from Railroad Conductors and Yardmasters