Takeover Tracker
vs

53 shared · 10 different

core competencies

Side-by-Side Comparison

MetricBus Drivers, Transit and IntercityBus Drivers, School or Special Client
Risk Score24.2%24.8%
Risk TierLow RiskLow Risk
Risk Percentile17th19th
Tasks at Risk (>50%)7 / 157 / 15
Median SalaryN/AN/A
EmploymentN/AN/A

Skill Comparison

|

Sorted by largest difference

Customer and Personal Service
Performing for or Working Directly with the Public
Training and Teaching Others
Making Decisions and Solving Problems
Communicating with Persons Outside Organization
Establishing and Maintaining Interpersonal Relationships
Updating and Using Relevant Knowledge
Communicating with Supervisors, Peers, or Subordinates
Controlling Machines and Processes
Judging the Qualities of Things, Services, or People

Protective Factors

Higher values indicate stronger protection against AI displacement

Bus Drivers, Transit and Intercity

26%

total discount

Bus Drivers, School or Special Client

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Bus Drivers, Transit and Intercity

7 of 15 at risk
87%Announce stops to passengers.
87%Record information, such as cash receipts and ticket fares, and maintain log book.
85%Collect tickets or cash fares from passengers.
85%Report delays or accidents.
67%Regulate heating, lighting, and ventilating systems for passenger comfort.

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.

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Bus Drivers, Transit and Intercity20282035
Bus Drivers, School or Special Client20282035
20242030203520402045

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

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Bus

0

Unique to Bus

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Creativity
Regulatory Barriers
Bus Drivers, Transit and IntercityBus Drivers, School or Special Client