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

Primary school teacher

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
Prepare lessons, worksheets and adaptations.
Estimate

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

16%40%+6.4
Teach, tutor and hold the classroom.
Estimate

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

22%10%+2.2
Families, parent meetings and conflicts.
Estimate

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

16%22%+3.5
Assess, reports and special-needs notes.
Estimate

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

16%32%+5.1
Playground, dining hall and duties.
Estimate

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

16%18%+2.9
Staff meeting, planning and not leaving a child behind.
Estimate

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

14%14%+2
Total100%22%

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

Skills and activities

  • teach class
  • mark students
  • lesson plans
  • teach
  • Teach, tutor and hold the classroom
  • Families, parent meetings and conflicts
  • Assess, reports and special-needs notes
  • Playground, dining hall and duties
  • maestro de primaria
  • maestra de primaria

Sources for this job· O*NET 25-2021.00· ESCO/ISCO 2341

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