Improving upsell by clustering customers’ orders: machine learning approach
This article aims to test the hypothesis that the use of machine learning algorithms better builds personal communication with consumers than does expert opinion regarding this question. Clustering and classification algorithms were applied in order to segment the dataset of clients. New sequences for offering to clients additional products based on joining segmentation and expert opinion have revealed the advantages of this approach.