Automation index

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

Urban ATO comes earlier. Crossing pedestrians without clipping the badly parked car do not.

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

Task comparison

IS WORK OVER?

19%

AI can already do 19% of this job.

#487 / 633

Tram 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
Checks, log and the cab. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Drive, stops and the pedestrian who steps out. Estimate No public source provides a precise figure. This is our estimate.	24%	8%	+1.9
Badly parked car, calls and Control. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Timetable, reliefs and rush hour. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The tourist, the bike and not over-hooting. Estimate No public source provides a precise figure. This is our estimate.	14%	18%	+2.5
Hit nobody, and make the terminus. 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

IS WORK OVER?

27%

#190 / 633

Trader

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
Book, liquidity and the ticket. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Execute, slippage and the one who panics. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Limits, risk and not blowing them. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Close, P&L and not hiding the loss. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The rumour, the news and not chasing. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Execute clean, and not blowing the price. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		27%

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