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?
Nail technician
18%
#593 / 643
View rankingNail technician
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 |
|---|---|---|---|
Bookings, charts and design catalogue.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Prep, apply gel and file.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 10% | +2.4 |
Hygiene, files and lamp.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Advise on shape, colour and aftercare.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Remove, repair and damaged nails.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
Not leaving an infection or a lift.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 14% | +2 |
| Total | 100% | 18% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Bookings, charts and design catalogue
- Prep, apply gel and file
- Hygiene, files and lamp
- Advise on shape, colour and aftercare
- Remove, repair and damaged nails
- Not leaving an infection or a lift
- tecnico de uñas
- manicurista
- nail technician
Sources for this job· O*NET 39-5092.00· ESCO/ISCO 5142