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.
#486 / 633
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?
Procurement specialist
34%
#20 / 633
View rankingProcurement specialist
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 |
|---|---|---|---|
Purchase the highest quality merchandise at the lowest possible price and in correct amounts.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Monitor and follow applicable laws and regulations.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Prepare purchase orders, solicit bid proposals, and review requisitions for goods and services.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Maintain and review computerized or manual records of purchased items, costs, deliveries, product performance, and inventories.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 55% | +5.5 |
Analyze price proposals, financial reports, and other data and information to determine reasonable prices.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 55% | +5 |
Arrange the payment of duty and freight charges.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Write and review product specifications, maintaining a working technical knowledge of the goods or services to be purchased.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Research and evaluate suppliers, based on price, quality, selection, service, support, availability, reliability, production and distribution capabilities, and the supplier's reputation and history.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 48% | +1.9 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 25% | 28% | +7 |
| Total | 100% | 34% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- types of coffee beans
- coffee grinding levels
- food and beverage industry
- coffee characteristics
- examine green coffee beans
- apply HACCP
- conduct extensive international travel
- analyse consumer buying trends
- negotiate price
- evaluate coffee characteristics
Sources for this job· O*NET 13-1023.00· ESCO/ISCO 3323