IS WORK OVER?

Automation index

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

A forecast comes earlier. Neither an empty shelf nor a drowned warehouse do not.

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

Task comparison

Demand 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
Forecast, promotions and bias.
Estimate

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

18%52%+9.4
Safety stock, lead time and the order.
Estimate

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

16%40%+6.4
Sales, the spike and the promo nobody flagged.
Estimate

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

16%22%+3.5
S&OP, consensus and the fight over numbers.
Estimate

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

16%28%+4.5
The supplier who fails and not covering with air.
Estimate

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

18%14%+2.5
Neither empty nor drowned, and not inflating the forecast.
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

  • demand forecast
  • safety stock
  • lead time
  • S&OP
  • promotions
  • forecast bias
  • supplier orders
  • empty shelf

Sources for this job· O*NET 13-1081.00· ESCO/ISCO 2421

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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