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

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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