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

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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