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?
Bookbinder
25%
AI can already do 25% of this job.
#267 / 763
View rankingBookbinder
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 |
|---|---|---|---|
Trim, gather and prepare sections.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Sew, glue, groove and case in.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Restore spines, endpapers and damaged copies.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 22% | +4 |
Die-cut, foil and special finishes.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Commissions, quotes and the client.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Materials, times and a book that lasts.EstimateNo 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
Skills and activities
- bind books
- sew sections
- groove spines
- case in boards
- restore books
- foil stamp
- guillotine
- glue
Sources for this job· O*NET 51-5113.00· ESCO/ISCO 7323
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