Will Robots Replace Firefighter — Routine Inspection?
The Geppetto Robot Impact Score for the Firefighter — Routine Inspection role is 33/100 (low 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 | 33/100 |
|---|---|
| Risk band (OECD) | Low |
| Oxford (Frey & Osborne) score | 17/100 |
| IFR deployment score | 3/10 |
| Timeline | Long Term |
| Impact type | Task Augmentation |
| Sector | Public |
| Median annual salary (US) | $54,650 (BLS OES 2024) |
| Current global employment | 6,750,000 |
| O*NET code | 33-2011.00 |
| 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.