Key Takeway

Machine learning applied to consumer purchase data can help retailers identify cross-category relationships in large product assortments and predict how different marketing actions affect specific product choices by individual customers. The model can be applied directly to data from loyalty programs without requiring prior information about category structure or product attributes.