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.
#585 / 753
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?
District heating engineer
22%
#398 / 753
View rankingDistrict heating engineer
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 |
|---|---|---|---|
Balance, flows and the loss.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Chamber, the leak and the one that weeps.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Substation, the valve and the one that will not open.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Winter, the last block and not leaving it cold.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
The council, the tariff and not hiding the loss.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
That the heat arrives, and not hiding the loss.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 22% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- heat balances
- flows
- network losses
- chambers
- heat substations
- the last block
- tariffs
- leaks
Sources for this job· O*NET 17-2199.00· ESCO/ISCO 2149