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

Tour guide

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
Monitor visitors' activities to ensure compliance with establishment or tour regulations and safety practices.
Estimate

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

13%28%+3.6
Describe tour points of interest to group members, and respond to questions.
Estimate

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

12%28%+3.4
Provide directions and other pertinent information to visitors.
Estimate

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

11%28%+3.1
Escort individuals or groups on cruises, sightseeing tours, or through places of interest, such as industrial establishments, public buildings, or art galleries.
Estimate

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

11%28%+3.1
Greet and register visitors, and issue any required identification badges or safety devices.
Estimate

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

10%28%+2.8
Assemble and check the required supplies and equipment prior to departure.
Estimate

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

10%28%+2.8
Provide for physical safety of groups, performing such activities as providing first aid or directing emergency evacuations.
Estimate

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

9%28%+2.5
Solicit tour patronage and sell souvenirs.
Estimate

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

7%28%+2
Other less frequent tasks (weight estimated from frequency).
Estimate

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

17%28%+4.8
Total100%28%

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

Skills and activities

  • sightseeing information
  • local geography
  • create solutions to problems
  • monitor visitor tours
  • provide visitor information
  • select visitor routes
  • collect visitor fees
  • speak different languages
  • use different communication channels
  • maintain customer service

Sources for this job· O*NET 39-7011.00· ESCO/ISCO 5113

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