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
IS WORK OVER?
Packaging engineer
27%
AI can already do 27% of this job.
#181 / 763
View rankingPackaging 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.
| Task | Share | AI | Points |
|---|---|---|---|
Spec, 3D and the drop test.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
The packing line and the one that will not fit.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Material, recyclability and unit cost.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Supplier, die and pack colour.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Marketing, legal and not lying on the pack.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
That it survives the trip, and not oversizing the plastic.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 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
IS WORK OVER?
QA automation engineer
27%
#185 / 763
View rankingQA automation 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.
| Task | Share | AI | Points |
|---|---|---|---|
Test, the selector and the flake.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Pipeline, the green and the one that lies.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Bug, the repro and not closing it blind.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Data, the environment and not sharing prod.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The developer, the rush and not skipping the one that fails.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Catch the bug, and not painting a lying green.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- automated tests
- selectors
- flakes
- QA pipelines
- repro
- environments
- lying green
- debug tests
Sources for this job· O*NET 15-1253.00· ESCO/ISCO 2519