Takeover Tracker

vs

54 shared · 6 different

core competencies

Side-by-Side Comparison

MetricTaxi Drivers and ChauffeursBus Drivers, School or Special Client
Risk Score31.2%24.8%
Risk TierMedium RiskLow Risk
Risk Percentile46th19th
Tasks at Risk (>50%)10 / 157 / 15
Median SalaryN/AN/A
EmploymentN/AN/A

Skill Comparison

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Sorted by largest difference

Performing for or Working Directly with the Public
Communicating with Persons Outside Organization
Oral Comprehension
Law and Government
Rate Control
Customer and Personal Service

Protective Factors

Higher values indicate stronger protection against AI displacement

Taxi Drivers and Chauffeurs

27%

total discount

Bus Drivers, School or Special Client

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Taxi Drivers and Chauffeurs

10 of 15 at risk
89%Record name, date, and taxi identification information on trip sheets, along with trip information, such as time and place of pickup and drop-off, and total fee.
89%Collect fares or vouchers from passengers and make change or issue receipts as necessary.
87%Notify dispatchers or company mechanics of vehicle problems.
87%Arrange to pick up particular customers or groups on a regular schedule.
87%Report to taxicab services or garages to receive vehicle assignments.

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.

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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Taxi Drivers and Chauffeurs: Not yetBus Drivers, School or Special Client: Not yet