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?
IT auditor
32%
#27 / 643
View rankingIT auditor
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 |
|---|---|---|---|
Plan scope, IT risks and sampling.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Review access, changes, logs and configs.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 52% | +8.3 |
Document findings, evidence and recommendations.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Interview, challenge the auditee and apply judgement.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Follow up action plans and retest.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Report, committee and liability for the opinion.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 32% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- audit systems
- review logs
- assess IT controls
- test access
- document findings
- audit changes
- retest controls
- sign the audit report
Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2519