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?

27%

AI can already do 27% of this job.

#163 / 643

Packaging engineer

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. 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
Total	100%		27%

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

IS WORK OVER?

19%

#503 / 643

Embryologist

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
Retrieval, oocytes and the culture. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
ICSI, the sperm and the one that will not fertilise. Estimate No public source provides a precise figure. This is our estimate.	22%	8%	+1.8
Time-lapse, the grade and picking. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Transfer, the catheter and not losing the embryo. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The file, the double check and not mixing couples. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Pick it, and not mixing the file. Estimate No public source provides a precise figure. This is our estimate.	14%	12%	+1.7
Total	100%		19%

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