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

Dental hygienist

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
Diary, charts and recall reminders.
Estimate

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

16%32%+5.1
Scaling, polish and periodontal probing.
Estimate

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

22%10%+2.2
Teach brushing, diet and maintenance.
Estimate

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

16%22%+3.5
Support the dentist in clinic and X-ray.
Estimate

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

16%18%+2.9
Clinical notes and progress photos.
Estimate

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

16%28%+4.5
Sterilisation, bay and not infecting anyone.
Estimate

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

14%14%+2
Total100%20%

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

Skills and activities

  • Diary, charts and recall reminders
  • Scaling, polish and periodontal probing
  • Teach brushing, diet and maintenance
  • Support the dentist in clinic and X-ray
  • Clinical notes and progress photos
  • higienista dental
  • dental hygienist

Sources for this job· O*NET 29-1292.00· ESCO/ISCO 2266

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