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

Fibre technician

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
Route, OTDR and the splice log.
Estimate

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

16%40%+6.4
Chamber, splice and the fibre that breaks.
Estimate

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

18%12%+2.2
CTO, drop and the customer who sees no light.
Estimate

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

16%28%+4.5
Pole, façade and the missing permit.
Estimate

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

16%22%+3.5
Rain, the cover and not leaving the chamber open.
Estimate

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

18%18%+3.2
That they can browse, and not leaving a dirty splice.
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

  • splice fibre
  • OTDR
  • chambers
  • CTO
  • drops
  • fibre strands
  • poles
  • splice logs

Sources for this job· O*NET 49-2022.00· ESCO/ISCO 7422

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