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

Bus driver

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
Run sheet, logs and clocking.
Estimate

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

16%32%+5.1
Drive the route or the charter.
Estimate

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

22%8%+1.8
Stops, accessibility and fare or validation.
Estimate

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

18%10%+1.8
Incidents, diversions and passenger care.
Estimate

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

16%12%+1.9
Pre-trip check and defect reports.
Estimate

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

14%18%+2.5
Shifts, fatigue and driving rules.
Estimate

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

14%15%+2.1
Total100%15%

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

Skills and activities

  • drive
  • route
  • load goods
  • Run sheet, logs and clocking
  • Drive the route or the charter
  • Incidents, diversions and passenger care
  • Pre-trip check and defect reports
  • Shifts, fatigue and driving rules
  • conductor de autobus
  • bus driver

Sources for this job· O*NET 53-3052.00· ESCO/ISCO 8331

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