IS WORK OVER?

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

Tram 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, log and the cab.
Estimate

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

16%32%+5.1
Drive, stops and the pedestrian who steps out.
Estimate

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

24%8%+1.9
Badly parked car, calls and Control.
Estimate

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

16%22%+3.5
Timetable, reliefs and rush hour.
Estimate

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

16%28%+4.5
The tourist, the bike and not over-hooting.
Estimate

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

14%18%+2.5
Hit nobody, and make the terminus.
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 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

Kitchen porter

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
Orders, mise en place and labelling.
Estimate

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

16%28%+4.5
Peel, cut, wash and restock.
Estimate

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

24%10%+2.4
Service, passes and not getting in the way.
Estimate

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

16%12%+1.9
Hygiene, HACCP and waste.
Estimate

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

16%18%+2.9
Shifts, stoves and heat.
Estimate

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

14%22%+3.1
Not cutting yourself or leaving a pot unwashed.
Estimate

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

14%14%+2
Total100%17%

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

Skills and activities

  • cook
  • mise en place
  • dishes
  • bake
  • Orders, mise en place and labelling
  • Peel, cut, wash and restock
  • Service, passes and not getting in the way
  • Hygiene, HACCP and waste
  • Shifts, stoves and heat
  • ayudante de cocina

Sources for this job· O*NET 35-2021.00· ESCO/ISCO 9412

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