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?
Tram driver
19%
AI can already do 19% of this job.
#496 / 643
View rankingTram driver
Where the time goes
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.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Drive, stops and the pedestrian who steps out.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 8% | +1.9 |
Badly parked car, calls and Control.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Timetable, reliefs and rush hour.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The tourist, the bike and not over-hooting.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Hit nobody, and make the terminus.EstimateNo 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
Skills and activities
- drive trams
- urban stops
- pedestrians
- badly parked cars
- Control
- rush hour
- cab checks
- terminus
Sources for this job· O*NET 53-4041.00· ESCO/ISCO 8311
IS WORK OVER?
Pastry chef
17%
#605 / 643
View rankingPastry chef
Where the time goes
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 |
|---|---|---|---|
Design menus, cost and cake orders.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 35% | +5.6 |
Doughs, creams and chocolate.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 12% | +2.4 |
Assemble, decorate and finish.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 10% | +2.2 |
Counter, orders and client care.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Hygiene, cold chain and storage.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Train assistants and shop-floor pace.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 17% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- cook
- mise en place
- dishes
- bake
- Design menus, cost and cake orders
- Doughs, creams and chocolate
- Assemble, decorate and finish
- Counter, orders and client care
- Hygiene, cold chain and storage
- Train assistants and shop-floor pace
Sources for this job· O*NET 51-3011.00· ESCO/ISCO 7512