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

Waiter

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
Collect payments from customers.
Estimate

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

6%28%+1.7
Check with customers to ensure that they are enjoying their meals, and take action to correct any problems.
Estimate

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

6%28%+1.7
Remove dishes and glasses from tables or counters, and take them to kitchen for cleaning.
Estimate

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

5%28%+1.4
Prepare checks that itemize and total meal costs and sales taxes.
Estimate

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

5%28%+1.4
Clean tables or counters after patrons have finished dining.
Estimate

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

5%28%+1.4
Take orders from patrons for food or beverages.
Estimate

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

5%28%+1.4
Write patrons' food orders on order slips, memorize orders, or enter orders into computers for transmittal to kitchen staff.
Estimate

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

5%28%+1.4
Inform customers of daily specials.
Estimate

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

5%28%+1.4
Other less frequent tasks (weight estimated from frequency).
Estimate

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

58%28%+16.2
Total100%28%

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

Skills and activities

  • wine characteristics
  • sparkling wines
  • select glassware for serving
  • comply with food safety and hygiene
  • order supplies
  • organise wine cellar
  • upsell products
  • check wine quality
  • serve wines
  • assist customers

Sources for this job· O*NET 35-3031.00· ESCO/ISCO 5131

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