IS WORK OVER?

Automation index

How much of a Route planner’s job can AI already do?

An optimiser comes earlier. Fitting the windows without blowing the hours do not.

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

Task comparison

Route planner

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
Optimise, windows and capacity.
Estimate

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

18%52%+9.4
Restrictions, tolls and the right vehicle.
Estimate

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

16%40%+6.4
The salesperson who promises and the plan that will not.
Estimate

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

16%22%+3.5
Recalc, incidents and the next day.
Estimate

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

16%28%+4.5
The warehouse, the cut-off and not leaving the last one.
Estimate

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

18%14%+2.5
That it fits, and not blowing the hours.
Estimate

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

16%12%+1.9
Total100%28%

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

Skills and activities

  • optimise routes
  • delivery windows
  • tolls
  • vehicle capacity
  • recalc
  • traffic restrictions
  • warehouse cut-off
  • driving hours

Sources for this job· O*NET 13-1081.00· ESCO/ISCO 4323

Nail technician

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
Bookings, charts and design catalogue.
Estimate

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

16%32%+5.1
Prep, apply gel and file.
Estimate

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

24%10%+2.4
Hygiene, files and lamp.
Estimate

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

16%18%+2.9
Advise on shape, colour and aftercare.
Estimate

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

16%22%+3.5
Remove, repair and damaged nails.
Estimate

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

14%16%+2.2
Not leaving an infection or a lift.
Estimate

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

14%14%+2
Total100%18%

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

Skills and activities

  • Bookings, charts and design catalogue
  • Prep, apply gel and file
  • Hygiene, files and lamp
  • Advise on shape, colour and aftercare
  • Remove, repair and damaged nails
  • Not leaving an infection or a lift
  • tecnico de uñas
  • manicurista
  • nail technician

Sources for this job· O*NET 39-5092.00· ESCO/ISCO 5142

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