Takeover Tracker
34%medium risk
Commercial Pilots
vs

37 shared · 49 different

core competencies

Side-by-Side Comparison

MetricCommercial PilotsSubway and Streetcar Operators
Risk Score34.2%52.4%
Risk TierMedium RiskHigh Risk
Risk Percentile63th98th
Tasks at Risk (>50%)10 / 1510 / 12
Median Salary$122,670$84,830
Employment52K9K

Skill Comparison

|

Sorted by largest difference

Controlling Machines and Processes
Operating Vehicles, Mechanized Devices, or Equipment
Organizing, Planning, and Prioritizing Work
Transportation
Estimating the Quantifiable Characteristics of Products, Events, or Information
Evaluating Information to Determine Compliance with Standards
Operation and Control
Far Vision
Developing and Building Teams
Problem Sensitivity
Administration and Management
Inspecting Equipment, Structures, or Material

Protective Factors

Higher values indicate stronger protection against AI displacement

Commercial Pilots

32%

total discount

Subway and Streetcar Operators

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.

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 -$37,840(-31%) vs Commercial Pilots
Commercial PilotsSubway and Streetcar Operators
10th
$59,330$52,260
25th
$81,660$59,500
Median
$122,670$84,830
75th
$175,050$87,940
90th
$239,200$87,940

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Commercial Pilots20282035
Subway and Streetcar Operators20282035
20242030203520402045

Commercial Pilots has a longer runway before significant displacement, projected 0 years later than Subway and Streetcar Operators.

Risk-Adjusted Salary

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

Commercial Pilots

$80,729

from $122,670

Subway and Streetcar Operators

$40,421

from $84,830

After adjusting for AI risk, Commercial Pilots offers $40,308 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Commercial

0

Unique to Subway

Combined Protection Strategy

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

Creativity
Decision Complexity
Social Intelligence
Regulatory Barriers
Commercial PilotsSubway and Streetcar Operators