Will Robots Replace School Librarian?
The Geppetto Robot Impact Score for the School Librarian role is 35/100 (medium risk band). This is a composite research estimate of automation exposure across the occupation — not a prediction about any individual job.
Automation risk breakdown
| Composite impact score | 35/100 |
|---|---|
| Risk band (OECD) | Medium |
| Oxford (Frey & Osborne) score | 62/100 |
| IFR deployment score | 1/10 |
| Timeline | Long Term |
| Impact type | Task Augmentation |
| Sector | Education |
| Median annual salary (US) | $64,380 (BLS OES 2024) |
| Current global employment | 593,235 |
| O*NET code | 25-4022.00 |
| Robots tracked for this role | 2 |
How this score is calculated
The composite Robot Impact Score weights O*NET task data (35%), IFR robot deployment figures (30%), Oxford and OECD academic risk estimates (20%), and robot density for the role (15%). Scores describe occupation-level exposure and are estimates, not forecasts.