Automation index

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

A trim and a groove come earlier. Sewing, casing in and getting the book to open do not.

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

Task comparison

IS WORK OVER?

25%

AI can already do 25% of this job.

#221 / 623

Bookbinder

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
Trim, gather and prepare sections. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Sew, glue, groove and case in. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Restore spines, endpapers and damaged copies. Estimate No public source provides a precise figure. This is our estimate.	18%	22%	+4
Die-cut, foil and special finishes. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Commissions, quotes and the client. Estimate No public source provides a precise figure. This is our estimate.	16%	36%	+5.8
Materials, times and a book that lasts. Estimate No public source provides a precise figure. This is our estimate.	16%	14%	+2.2
Total	100%		25%

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

IS WORK OVER?

28%

#83 / 623

Data architect

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
Models, lineage and the catalogue. Estimate No public source provides a precise figure. This is our estimate.	18%	52%	+9.4
Pipelines, quality and the data contract. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
The analyst who finds nothing and the mess. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Privacy, retention and the field you cannot keep. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The business, shadow IT and not building another lake. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That it gets used, and not letting raw data rot. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		28%

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