Automation index
How much of a Book restorer’s job can AI already do?
A paper diagnosis comes earlier. Treating without overworking the copy do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Book restorer
22%
AI can already do 22% of this job.
#377 / 623
View rankingBook restorer
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 |
|---|---|---|---|
Diagnosis, paper and the proposal.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Clean, infill and the one that falls apart.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Sew, bind and the spine.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Box, climate and the store.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
The owner, the copy and not leaving it new.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Not overworking the copy, and signing the treatment.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 22% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- paper
- infill losses
- sew sections
- spines
- conservation boxes
- store climate
- book diagnosis
- not overwork
Sources for this job· O*NET 25-4013.00· ESCO/ISCO 2621
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