Loyalty programs (LPs) are widely used by firms but not well understood. These provide discounts and perks to loyal customers costly administer, produce uncertain changes in spending patterns. We use a large detailed dataset on customer shopping behavior at one of the largest U.S. retailers before after joining loyalty program evaluate how changes. combine this with spatial data store locations...