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

Executive chef

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
Menus, dish sheets and food cost.
Estimate

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

18%38%+6.8
Orders, suppliers and waste.
Estimate

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

16%28%+4.5
Pass, plating and service pace.
Estimate

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

20%10%+2
Lead the brigade, shifts and conflicts.
Estimate

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

16%12%+1.9
Cook on the line and correct doneness.
Estimate

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

16%15%+2.4
Hygiene, audits and the house’s name.
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

  • cook
  • mise en place
  • dishes
  • bake
  • Menus, dish sheets and food cost
  • Orders, suppliers and waste
  • Pass, plating and service pace
  • Lead the brigade, shifts and conflicts
  • Cook on the line and correct doneness
  • Hygiene, audits and the house’s name

Sources for this job· O*NET 35-1011.00· ESCO/ISCO 3434

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