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?
Construction laborer
29%
#67 / 643
View rankingConstruction laborer
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 |
|---|---|---|---|
Tend pumps, compressors, or generators to provide power for tools, machinery, or equipment or to heat or move materials, such as asphalt.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Dig ditches or trenches, backfill excavations, or compact and level earth to grade specifications, using picks, shovels, pneumatic tampers, or rakes.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Grind, scrape, sand, or polish surfaces, such as concrete, marble, terrazzo, or wood flooring, using abrasive tools or machines.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Signal equipment operators to facilitate alignment, movement, or adjustment of machinery, equipment, or materials.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Install sewer, water, or storm drain pipes, using pipe-laying machinery or laser guidance equipment.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Lubricate, clean, or repair machinery, equipment, or tools.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Measure, mark, or record openings or distances to layout areas where construction work will be performed.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 55% | +4.4 |
Read plans, instructions, or specifications to determine work activities.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 26% | 28% | +7.3 |
| Total | 100% | 29% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- install wood elements in structures
- apply finish to concrete
- inspect masonry work
- check compatibility of materials
- dig soil mechanically
- pour concrete
- transport construction supplies
- operate digging construction equipment
- work in a construction team
- inspect construction supplies
Sources for this job· O*NET 47-2061.00· ESCO/ISCO 9313