Will Robots Replace Traffic Warden?
Traffic Warden has a Robot Impact Score of 77 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 near 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 | 77/100 |
|---|---|
| Risk band (OECD) | High |
| Oxford (Frey & Osborne) score | 88/100 |
| IFR deployment score | 5/10 |
| Timeline | Near Term |
| Impact type | Partial Displacement |
| Sector | Public |
| Median annual salary (US) | $48,210 (BLS OES 2024) |
| Current global employment | 450,000 |
| O*NET code | 33-3041.00 |
| 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.