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

Flight attendant

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
Briefing, cabin inventory and flight reports.
Estimate

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

16%30%+4.8
Cabin service, sales and requests.
Estimate

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

18%22%+4
Safety, demo and emergency procedure.
Estimate

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

20%8%+1.6
Conflict and disruptive-passenger handling.
Estimate

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

16%10%+1.6
Care for minors, sick passengers and reduced mobility.
Estimate

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

16%12%+1.9
Coordination with cockpit and ground.
Estimate

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

14%18%+2.5
Total100%16%

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

Skills and activities

  • Cabin service, sales and requests
  • Safety, demo and emergency procedure
  • Conflict and disruptive-passenger handling
  • Coordination with cockpit and ground
  • azafata
  • auxiliar de vuelo
  • tripulante de cabina
  • flight attendant
  • tcp

Sources for this job· O*NET 53-2031.00· ESCO/ISCO 5111

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