IS WORK OVER?

Automation index

How much of a Ticket inspector’s job can AI already do?

A validator comes earlier. Walking the train and dealing with no ticket do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

Ticket inspector

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
Validate, fares and the intervention note.
Estimate

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

16%40%+6.4
Aisle, the group and the one who hides.
Estimate

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

18%12%+2.2
Fines, data and what you can ask.
Estimate

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

16%28%+4.5
Incident, the full train and calling the conductor.
Estimate

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

16%22%+3.5
The insult, keeping calm and not making a scene.
Estimate

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

18%18%+3.2
Charge fairly, and not skipping a coach.
Estimate

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

16%12%+1.9
Total100%22%

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

Skills and activities

  • validate tickets
  • rail fares
  • interventions
  • on-train fines
  • walk coaches
  • call the conductor
  • passenger data
  • full trains

Sources for this job· O*NET 53-4031.00· ESCO/ISCO 5112

Baker

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, recipes and flour stock.
Estimate

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

16%30%+4.8
Mix, ferment and shape.
Estimate

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

22%10%+2.2
Bake, cool and present.
Estimate

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

20%12%+2.4
Counter shift and dawn till.
Estimate

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

14%18%+2.5
Cleaning, hygiene and oven care.
Estimate

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

14%15%+2.1
Adjust the recipe to weather and today’s flour.
Estimate

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

14%16%+2.2
Total100%16%

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

Skills and activities

  • cook
  • mise en place
  • dishes
  • bake
  • Orders, recipes and flour stock
  • Mix, ferment and shape
  • Bake, cool and present
  • Counter shift and dawn till
  • Cleaning, hygiene and oven care
  • panader

Sources for this job· O*NET 51-3011.00· ESCO/ISCO 7512

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