Takeover Tracker
vs

54 shared · 6 different

core competencies

Side-by-Side Comparison

MetricBus Drivers, School or Special ClientTaxi Drivers and Chauffeurs
Risk Score24.8%31.2%
Risk TierLow RiskMedium Risk
Risk Percentile19th46th
Tasks at Risk (>50%)7 / 1510 / 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

Bus Drivers, School or Special Client

26%

total discount

Taxi Drivers and Chauffeurs

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Bus Drivers, School or Special Client20282035
Taxi Drivers and Chauffeurs20282035
20242030203520402045

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

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Bus

0

Unique to Taxi

Combined Protection Strategy

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

Creativity
Fine Manipulation
Regulatory Barriers
Decision Complexity
Bus Drivers, School or Special ClientTaxi Drivers and Chauffeurs