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

E-learning trainer

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
Script, SCORM and the platform.
Estimate

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

18%48%+8.6
Tutoring, the forum and the one who vanishes.
Estimate

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

16%40%+6.4
Assess, copying and the one who does not log in.
Estimate

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

16%22%+3.5
Design, the video and not drowning in text.
Estimate

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

16%28%+4.5
The client, the deadline and not delivering a dressed-up PDF.
Estimate

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

18%14%+2.5
That they learn, and not dropping out.
Estimate

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

16%12%+1.9
Total100%27%

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

Skills and activities

  • SCORM
  • online tutoring
  • forums
  • platforms
  • course script
  • training videos
  • assess online
  • drop-out

Sources for this job· O*NET 25-9031.00· ESCO/ISCO 2351

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