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

Dialysis nurse

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
Weigh, set ultrafiltration and the circuit.
Estimate

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

16%36%+5.8
Needle the fistula, connect and watch the run.
Estimate

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

22%10%+2.2
Hypotension, cramps and the one who feels ill.
Estimate

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

16%22%+3.5
Educate, diet and the access that underperforms.
Estimate

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

16%28%+4.5
Shifts, machines and cleaning the monitor.
Estimate

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

16%18%+2.9
No clotting and signing the session.
Estimate

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

14%12%+1.7
Total100%21%

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

Skills and activities

  • needle fistulas
  • dialysis session
  • ultrafiltration
  • connect the machine
  • dialysis education
  • intradialytic hypotension
  • vascular access
  • clean the monitor

Sources for this job· O*NET 29-1141.00· ESCO/ISCO 2221

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