Will Robots Replace Hospital Ward Cleaner?

The Geppetto Robot Impact Score for the Hospital Ward Cleaner role is 84/100 (high 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 score84/100
Risk band (OECD)High
Oxford (Frey & Osborne) score91/100
IFR deployment score7/10
TimelineNear Term
Impact typeFull Displacement
SectorHealthcare
Median annual salary (US)$34,440 (BLS OES 2024)
Current global employment9,900,000
O*NET code37-2011.00
Robots tracked for this role61

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.