IS WORK OVER?

Automation index

How much of a Packaging engineer’s job can AI already do?

A 3D prototype comes earlier. Surviving transport and opening on the shelf do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

Packaging engineer

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
Spec, 3D and the drop test.
Estimate

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

18%48%+8.6
The packing line and the one that will not fit.
Estimate

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

16%22%+3.5
Material, recyclability and unit cost.
Estimate

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

16%36%+5.8
Supplier, die and pack colour.
Estimate

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

16%28%+4.5
Marketing, legal and not lying on the pack.
Estimate

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

18%14%+2.5
That it survives the trip, and not oversizing the plastic.
Estimate

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

16%12%+1.9
Total100%27%

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

Skills and activities

  • design packs
  • drop test
  • packing line
  • recyclability
  • die-cut
  • unit cost
  • pack spec
  • 3D prototype

Sources for this job· O*NET 17-2112.00· ESCO/ISCO 2141

Scrum master

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
Facilitate ceremonies, boards and notes.
Estimate

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

20%45%+9
Flow metrics and impediment reports.
Estimate

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

16%38%+6.1
Team coaching and internal conflict.
Estimate

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

18%15%+2.7
Protect the sprint from interruptions.
Estimate

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

16%12%+1.9
Train PO and managers in the method.
Estimate

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

16%18%+2.9
Change the system, not just the ritual.
Estimate

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

14%16%+2.2
Total100%25%

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

Skills and activities

  • Facilitate ceremonies, boards and notes
  • Flow metrics and impediment reports
  • Team coaching and internal conflict
  • Protect the sprint from interruptions
  • Train PO and managers in the method
  • Change the system, not just the ritual
  • scrum master
  • agile coach

Sources for this job· O*NET 13-1111.00· ESCO/ISCO 2421

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