Takeover Tracker
34%medium risk
Commercial Pilots
vs

18 shared · 60 different

core competencies

Side-by-Side Comparison

MetricCommercial PilotsBus Drivers, School or Special Client
Risk Score34.2%24.8%
Risk TierMedium RiskLow Risk
Risk Percentile63th19th
Tasks at Risk (>50%)10 / 157 / 15
Median Salary$122,670N/A
Employment52KN/A

Skill Comparison

|

Sorted by largest difference

Controlling Machines and Processes
Operation and Control
Making Decisions and Solving Problems
Operating Vehicles, Mechanized Devices, or Equipment
Updating and Using Relevant Knowledge
Evaluating Information to Determine Compliance with Standards
Identifying Objects, Actions, and Events
Far Vision
Active LearningAI-Augmented
Problem Sensitivity
Customer and Personal Service
Transportation

Protective Factors

Higher values indicate stronger protection against AI displacement

Commercial Pilots

32%

total discount

Bus Drivers, School or Special Client

26%

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.

Bus Drivers, School or Special Client

7 of 15 at risk
88%Record bus routes.
88%Prepare and submit reports that may include the number of passengers or trips, hours worked, mileage, fuel consumption, or fares received.
86%Report any bus malfunctions or needed repairs.
70%Report delinquent student behaviors to school administration.
70%Maintain knowledge of first-aid procedures.

Wage Comparison

Commercial PilotsBus Drivers, School or Special Client
10th
$59,330N/A
25th
$81,660N/A
Median
$122,670N/A
75th
$175,050N/A
90th
$239,200N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Commercial Pilots20282035
Bus Drivers, School or Special Client20282035
20242030203520402045

Bus Drivers, School or Special Client has a longer runway before significant displacement, projected 0 years later than Commercial Pilots.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Commercial

0

Unique to Bus

Combined Protection Strategy

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

Decision Complexity
Creativity
Fine Manipulation
Social Intelligence
Commercial PilotsBus Drivers, School or Special Client