Will Robots Replace Chef — High-Volume Standardised?

The Geppetto Robot Impact Score for the Chef — High-Volume Standardised role is 53/100 (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 score53/100
Risk band (OECD)Medium
Oxford (Frey & Osborne) score73/100
IFR deployment score4/10
TimelineMid Term
Impact typePartial Displacement
SectorHospitality
Median annual salary (US)$33,750 (BLS OES 2024)
Current global employment13,500,000
O*NET code35-1011.00
Robots tracked for this role11

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.