Automation index
How much of a Metro driver’s job can AI already do?
ATO and a log come earlier. Driving a full train and reacting in the tunnel do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Metro driver
19%
AI can already do 19% of this job.
#495 / 643
View rankingMetro 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, tests and the cab log.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Drive, stop at platforms and regulate running.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 8% | +1.9 |
Incidents, evacuation and talk to Control.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Timetables, reliefs and the day’s orders.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Passengers, platforms and announcements.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Rules, fatigue and liability for the train.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 metro trains
- stop at platforms
- regulate running
- evacuate tunnels
- talk to control
- cab checks
- handle incidents
- drive under ATO
Sources for this job· O*NET 53-4041.00· ESCO/ISCO 8311
IS WORK OVER?
Beautician
18%
#573 / 643
View rankingBeautician
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 cabin protocols.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Facials, devices and treatments.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 10% | +2.2 |
Advise on skin, product and habits.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Hygiene, kit and consent.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Retail, packs and follow-up.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 16% | +2.6 |
Not burning a skin or overselling.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 cabin protocols
- Facials, devices and treatments
- Advise on skin, product and habits
- Hygiene, kit and consent
- Retail, packs and follow-up
- Not burning a skin or overselling
- esteticista
- beautician
- estetica
Sources for this job· O*NET 39-5094.00· ESCO/ISCO 5142