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 / 633
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?
Education specialist
25%
#248 / 633
View rankingEducation specialist
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 schemes, rubrics and assessments.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Reports, diagnoses and school plans.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Train staff and accompany teams.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Observe class and feed back with care.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Families, inspectorate and EU projects.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 16% | +2.9 |
Not selling pedagogical fashion without a classroom.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
- Design schemes, rubrics and assessments
- Reports, diagnoses and school plans
- Train staff and accompany teams
- Observe class and feed back with care
- Families, inspectorate and EU projects
- pedagogo
- pedagoga
- education specialist
Sources for this job· O*NET 25-9031.00· ESCO/ISCO 2351