Evaluating the Effect of Affinity Card Programs on Customer Profitability Using Propensity Score Matching |
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Authors: | Ali Bakhtiari B.P.S. Murthi Erin Steffes |
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Affiliation: | 1. The University of Texas at Dallas, USA;2. Towson University, Maryland, USA |
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Abstract: | Affinity card programs have become popular in recent times and account for one fifth of all credit card accounts. There is no research that links affinity card programs to customer profitability. Moreover, little is known about what type of affinity card programs would lead to higher profit. Using a large proprietary dataset we answer the above questions. We also apply propensity score matching, a relatively new technique, to control for selection bias in addressing the above issues. Contrary to previous research and common belief, we show that affinity card customers are no more profitable than non-affinity card holders. We also show that sports-based affinity programs are the least profitable and surprisingly, alumni-based affinity programs also do poorly relative to other types of affinity. On the positive side, affinity card customers are lower risk and help to lower the average risk of the portfolio of customers. |
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