Sam is a data scientist in the Growth & Personalisation team at M&S. Sam has delivered end-to-end productionisation of an array of projects involving causal machine learning through email marketing uplift modelling; decisioning; and collaborative filtering-based next best category recommenders. He holds a PhD in Applied Statistics from the University of Liverpool.