profitability of retention campaigns than others. This study addresses this problem by defining a profit-based loss function to … predict, for each customer, the financial impact of a retention intervention. This profit-based loss function aligns the … objective of the estimation algorithm with the managerial goal of maximizing the campaign profit. It ensures (1) that customers …