Automation index

How much of a Bus driver’s job can AI already do?

The timetable generates itself. Carrying 50 people, an amber light, and a child at the crossing do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

IS WORK OVER?

15%

AI can already do 15% of this job.

#680 / 693

Bus driver

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

Task	Share	AI	Points
Run sheet, logs and clocking. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Drive the route or the charter. Estimate No public source provides a precise figure. This is our estimate.	22%	8%	+1.8
Stops, accessibility and fare or validation. Estimate No public source provides a precise figure. This is our estimate.	18%	10%	+1.8
Incidents, diversions and passenger care. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Pre-trip check and defect reports. Estimate No public source provides a precise figure. This is our estimate.	14%	18%	+2.5
Shifts, fatigue and driving rules. Estimate No public source provides a precise figure. This is our estimate.	14%	15%	+2.1
Total	100%		15%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

IS WORK OVER?

19%

#528 / 693

SEN teaching assistant

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

Task	Share	AI	Points
Classroom, the adjustment and the kit. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Yard, the group and the one who will not join. Estimate No public source provides a precise figure. This is our estimate.	22%	8%	+1.8
Hygiene, the change and dignity. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Dining hall, the texture and the one who chokes. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The family, the note and not over-alarming. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Be beside them, and not leaving them out. Estimate No public source provides a precise figure. This is our estimate.	14%	12%	+1.7
Total	100%		19%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low