Will Robots Replace Snow Removal Worker?
Snow Removal Worker has a Robot Impact Score of 55 out of 100 on the Geppetto Jobs Index, placing it in the High impact band. 5 commercial robots currently target this work, and the displacement timeline is mid term. This is a category-level research estimate describing automation exposure for the occupation, not a prediction about any individual person's job.
Automation impact breakdown
| Composite impact score | 55/100 |
|---|---|
| Risk band (OECD) | High |
| Oxford (Frey & Osborne) score | 77/100 |
| IFR deployment score | 4/10 |
| Timeline | Mid Term |
| Impact type | Partial Displacement |
| Sector | Domestic |
| Median annual salary (US) | $38,780 (BLS OES 2024) |
| Current global employment | 1,890,000 |
| O*NET code | 37-3011.00 |
| Robots tracked for this role | 5 |
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 estimates (20%), and robot density for the role (15%). Scores describe occupation-level exposure and are estimates, not forecasts.