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

School psychologist

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
Referral, tests and the report.
Estimate

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

16%40%+6.4
The child, the session and the one who will not talk.
Estimate

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

18%14%+2.5
Classroom, the teacher and what actually happens.
Estimate

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

16%28%+4.5
Family, the fear and not scaring.
Estimate

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

16%22%+3.5
The bullying protocol and not looking away.
Estimate

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

18%18%+3.2
See the child, and not hanging a label.
Estimate

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

16%12%+1.9
Total100%22%

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

Skills and activities

  • school reports
  • sessions with children
  • psychological tests
  • bullying protocol
  • the family
  • real classroom
  • not label
  • the tutor's referral

Sources for this job· O*NET 19-3031.00· ESCO/ISCO 2634

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