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

HVAC technician

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
Comply with all applicable standards, policies, or procedures, such as safety procedures or the maintenance of a clean work area.
Estimate

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

10%28%+2.8
Recommend, develop, or perform preventive or general maintenance procedures, such as cleaning, power-washing, or vacuuming equipment, oiling parts, or changing filters.
Estimate

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

8%28%+2.2
Test electrical circuits or components for continuity, using electrical test equipment.
Estimate

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

6%28%+1.7
Discuss heating or cooling system malfunctions with users to isolate problems or to verify that repairs corrected malfunctions.
Estimate

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

6%12%+0.7
Repair or replace defective equipment, components, or wiring.
Estimate

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

6%12%+0.7
Keep records of repairs and replacements made and causes of malfunctions.
Estimate

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

5%12%+0.6
Record and report time, materials, faults, deficiencies, or other unusual occurrences on work orders.
Estimate

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

5%55%+2.8
Install, connect, or adjust thermostats, humidistats, or timers.
Estimate

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

4%28%+1.1
Other less frequent tasks (weight estimated from frequency).
Estimate

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

50%28%+14
Total100%27%

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

Skills and activities

  • refrigerants
  • electric heating systems
  • hydraulics
  • thermodynamics
  • fluid mechanics
  • domestic cooling systems
  • electricity
  • electrical wiring plans
  • mechanics
  • work ergonomically

Sources for this job· O*NET 49-9021.00· ESCO/ISCO 7127

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