Slava Novgorodov


2024

pdf bib
Learning Reasons for Product Returns on E-Commerce
Miriam Farber | Slava Novgorodov | Ido Guy
Proceedings of the Seventh Workshop on e-Commerce and NLP @ LREC-COLING 2024

In the rapidly evolving landscape of e-commerce, product returns have become a significant economic burden for businesses, where the reasons for returns may vary from wrong sizing and defective products to simply no longer needing the purchased product. This paper presents, to the best of our knowledge, the first comprehensive study of the complexities of product returns across a variety of e-commerce domains, focusing on the task of predicting the return reason. We propose a supervised approach for predicting return likelihood and the underlying return reason. We test our approach over a real-world dataset from a large e-commerce platform.
Search
Co-authors
Venues