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

Penetration tester

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
Recon, scans and enumeration.
Estimate

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

20%42%+8.4
Write the report, evidence and CVSS.
Estimate

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

18%38%+6.8
Exploit with judgment and not break the business.
Estimate

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

18%18%+3.2
Debrief with the client and retest.
Estimate

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

16%15%+2.4
Choose scope, rules and what is off limits.
Estimate

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

14%16%+2.2
Research 0-days, labs and keep the craft.
Estimate

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

14%18%+2.5
Total100%25%

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

Skills and activities

  • Recon, scans and enumeration
  • Write the report, evidence and CVSS
  • Debrief with the client and retest
  • Choose scope, rules and what is off limits
  • Research 0-days, labs and keep the craft
  • pentester
  • ethical hacker
  • pentest

Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2529

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