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.
#221 / 633
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?
Prompt engineer
34%
#21 / 633
View rankingPrompt 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 |
|---|---|---|---|
Design prompts, tools and chains.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 58% | +13.9 |
Evals, datasets and regressions.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 52% | +9.4 |
Integrate with product and safety limits.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Talk to the business about a good output.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Watch hallucinations, bias and cost.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 20% | +2.8 |
Decide what the model gets, and what it does not.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 16% | +1.9 |
| Total | 100% | 34% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Design prompts, tools and chains
- Evals, datasets and regressions
- Integrate with product and safety limits
- Talk to the business about a good output
- Watch hallucinations, bias and cost
- prompt engineer
- ingeniero de prompts
- llm engineer
Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2512