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?

19%

AI can already do 19% of this job.

#594 / 763

Metro driver

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. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Drive, stop at platforms and regulate running. Estimate No public source provides a precise figure. This is our estimate.	24%	8%	+1.9
Incidents, evacuation and talk to Control. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Timetables, reliefs and the day’s orders. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Passengers, platforms and announcements. Estimate No public source provides a precise figure. This is our estimate.	14%	18%	+2.5
Rules, fatigue and liability for the train. Estimate No 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

IS WORK OVER?

27%

#178 / 763

HVAC engineer

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
Loads, flows and the plant. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Works, the duct and the one they crushed. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Commissioning, the balance and the room that sweats. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Noise, the grille and not leaving the whistle. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The client, the saving and not killing the fresh air. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That it does not sweat, and not oversizing. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		27%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low