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?
Research scientist
27%
#139 / 643
View rankingResearch scientist
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 |
|---|---|---|---|
Literature review, figures and drafts.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 48% | +10.6 |
Analysis, code and experiment boards.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 42% | +7.6 |
Design the study and the controls.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Run the experiment or the fieldwork.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
Lead a group, theses and authorship fights.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Win funding and answer reviewers.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Literature review, figures and drafts
- Analysis, code and experiment boards
- Design the study and the controls
- Run the experiment or the fieldwork
- Lead a group, theses and authorship fights
- Win funding and answer reviewers
- cientifico
- investigador
- research scientist
Sources for this job· O*NET 19-1029.00· ESCO/ISCO 2131