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.
#487 / 633
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?
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