IS WORK OVER?

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

Metro 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.

TaskShareAIPoints
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
Total100%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

Property valuer

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.

TaskShareAIPoints
Comps, cadastre and a first value.
Estimate

No public source provides a precise figure. This is our estimate.

18%48%+8.6
Visit, measurements and defects.
Estimate

No public source provides a precise figure. This is our estimate.

18%14%+2.5
Report, photos and bank annexes.
Estimate

No public source provides a precise figure. This is our estimate.

16%28%+4.5
Client, lender and valuation deadlines.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
Valuation rules and liability.
Estimate

No public source provides a precise figure. This is our estimate.

16%16%+2.6
Not signing a flat that is not worth that.
Estimate

No public source provides a precise figure. This is our estimate.

16%14%+2.2
Total100%24%

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

Skills and activities

  • Comps, cadastre and a first value
  • Visit, measurements and defects
  • Report, photos and bank annexes
  • Client, lender and valuation deadlines
  • Valuation rules and liability
  • Not signing a flat that is not worth that
  • tasador inmobiliario
  • tasador
  • property valuer

Sources for this job· O*NET 13-2023.00· ESCO/ISCO 3315

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