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 / 623
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?
Data engineer
31%
#36 / 623
View rankingData 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 pipelines, models and orchestration.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 50% | +12 |
Write SQL, Spark and data tests.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 45% | +8.1 |
Incidents, quality and lineage in production.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Talk to analysts and negotiate data contracts.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Cloud cost, permissions and PII.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Decide architecture and technical debt.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 20% | +2.4 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Design pipelines, models and orchestration
- Write SQL, Spark and data tests
- Cloud cost, permissions and PII
- Decide architecture and technical debt
- ingeniero de datos
- data engineer
- etl
Sources for this job· O*NET 15-1243.00· ESCO/ISCO 2511