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Learning in the Credit Card Market

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  • Sumit Agarwal
  • John C. Driscoll
  • Xavier Gabaix
  • David Laibson

Abstract

Agents with more experience make better choices. We measure learning dynamics using a panel with four million monthly credit card statements. We study add-on fees, specifically cash advance, late payment, and overlimit fees. New credit card accounts generate fee payments of $15 per month. Through negative feedback -- i.e. paying a fee -- consumers learn to avoid triggering future fees. Paying a fee last month reduces the likelihood of paying a fee in the current month by about 40%. Controlling for account fixed effects, monthly fee payments fall by 75% during the first three years of account life. We find that learning is not monotonic. Knowledge effectively depreciates about 10% per month, implying that learning displays a strong recency effect.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 13822.

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Date of creation: Feb 2008
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Handle: RePEc:nbr:nberwo:13822

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  1. Ginger Zhe Jin & Phillip Leslie, 2003. "The Effect Of Information On Product Quality: Evidence From Restaurant Hygiene Grade Cards," The Quarterly Journal of Economics, MIT Press, vol. 118(2), pages 409-451, May.
  2. Calem, Paul S & Mester, Loretta J, 1995. "Consumer Behavior and the Stickiness of Credit-Card Interest Rates," American Economic Review, American Economic Association, vol. 85(5), pages 1327-36, December.
  3. Marimon, R. & Sunder, S., 1993. "Expectations and Learning under Alternative Monetary Regimes: An Experimental Approach," Papers 189, Cambridge - Risk, Information & Quantity Signals.
  4. Fatih Guvenen, 2007. "Learning Your Earning: Are Labor Income Shocks Really Very Persistent?," American Economic Review, American Economic Association, vol. 97(3), pages 687-712, June.
  5. Stefano DellaVigna & Ulrike Malmendier, 2006. "Paying Not to Go to the Gym," American Economic Review, American Economic Association, vol. 96(3), pages 694-719, June.
  6. John A. List, 2003. "Does Market Experience Eliminate Market Anomalies?," The Quarterly Journal of Economics, MIT Press, vol. 118(1), pages 41-71, February.
  7. V. Crawford, 2010. "Adaptive Dynamics in Coordination Games," Levine's Working Paper Archive 404, David K. Levine.
  8. Sumit Agarwal & Chunlin Liu & Nicholas Souleles, 2007. "The reaction of consumer spending and debt to tax rebates; evidence from consumer credit data," Working Papers 07-34, Federal Reserve Bank of Philadelphia.
  9. Enrichetta Ravina, 2005. "Keeping Up with the Joneses: Evidence from Micro Data," 2005 Meeting Papers 557, Society for Economic Dynamics.
  10. Sendhil Mullainathan & Andrei Shleifer, 2002. "Media Bias," Harvard Institute of Economic Research Working Papers 1981, Harvard - Institute of Economic Research.
  11. Van Huyck, John B & Battalio, Raymond C & Beil, Richard O, 1990. "Tacit Coordination Games, Strategic Uncertainty, and Coordination Failure," American Economic Review, American Economic Association, vol. 80(1), pages 234-48, March.
  12. Sendhil Mullainathan & Andrei Shleifer, 2005. "The Market for News," American Economic Review, American Economic Association, vol. 95(4), pages 1031-1053, September.
  13. Malmendier, Ulrike & Shanthikumar, Devin, 2007. "Are small investors naive about incentives?," Journal of Financial Economics, Elsevier, vol. 85(2), pages 457-489, August.
  14. John Ameriks & Andrew Caplin & John Leahy, 2004. "The Absent-Minded Consumer," NBER Working Papers 10216, National Bureau of Economic Research, Inc.
  15. Charles D. Bailey, 1989. "Forgetting and the Learning Curve: A Laboratory Study," Management Science, INFORMS, vol. 35(3), pages 340-352, March.
  16. Van Huyck, John B & Battalio, Raymond C & Beil, Richard O, 1991. "Strategic Uncertainty, Equilibrium Selection, and Coordination Failure in Average Opinion Games," The Quarterly Journal of Economics, MIT Press, vol. 106(3), pages 885-910, August.
  17. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-26, November.
  18. Sumit Agarwal & Souphala Chomsisengphet & Chunlin Liu & Nicholas S. Souleles, 2006. "Do consumers choose the right credit contracts?," Working Paper Series WP-06-11, Federal Reserve Bank of Chicago.
  19. Rubinstein, Ariel, 1995. "On the Interpretation of Decision Problems with Imperfect Recall," Mathematical Social Sciences, Elsevier, vol. 30(3), pages 324-324, December.
  20. Evans, George W. & Honkapohja, Seppo & Marimon, Ramon, 2001. "Convergence In Monetary Inflation Models With Heterogeneous Learning Rules," Macroeconomic Dynamics, Cambridge University Press, vol. 5(01), pages 1-31, February.
  21. Lehrer, Ehud, 1988. "Repeated games with stationary bounded recall strategies," Journal of Economic Theory, Elsevier, vol. 46(1), pages 130-144, October.
  22. John List & David Reiley, 2008. "Field experiments," Artefactual Field Experiments 00091, The Field Experiments Website.
  23. Sumit Agarwal & John C. Driscoll & Xavier Gabaix & David Laibson, 2007. "The age of reason: financial decisions over the lifecycle," Working Paper Series WP-07-05, Federal Reserve Bank of Chicago.
  24. Xavier Gabaix & David Laibson, 2006. "Shrouded Attributes, Consumer Myopia, and Information Suppression in Competitive Markets," The Quarterly Journal of Economics, MIT Press, vol. 121(2), pages 505-540, May.
  25. Thomas Lemieux & W. Bentley MacLeod, 1997. "Supply Side Hysteresis: The Case of the Canadian Unemployment Insurance System," Boston College Working Papers in Economics 340., Boston College Department of Economics.
  26. Eric D. Darr & Linda Argote & Dennis Epple, 1995. "The Acquisition, Transfer, and Depreciation of Knowledge in Service Organizations: Productivity in Franchises," Management Science, INFORMS, vol. 41(11), pages 1750-1762, November.
  27. Sougata Kerr & Lucia Dunn & Stephen Cosslett, 2004. "Do Banks Use Private Information from Consumer Accounts? Evidence of Relationship Lending in Credit Card Interest Rate Heterogeneity," Working Papers 04-08, Ohio State University, Department of Economics.
  28. Jeremy Tobacman & David Laibson, 2007. "Estimating Discount Functions with Consumption Choices over the Lifecycle," Economics Series Working Papers 341, University of Oxford, Department of Economics.
  29. Sendhil Mullainathan, 2002. "A Memory-Based Model Of Bounded Rationality," The Quarterly Journal of Economics, MIT Press, vol. 117(3), pages 735-774, August.
  30. Miao, Chun-Hui, 2010. "Consumer myopia, standardization and aftermarket monopolization," European Economic Review, Elsevier, vol. 54(7), pages 931-946, October.
  31. Bahk, Byong-Hong & Gort, Michael, 1993. "Decomposing Learning by Doing in New Plants," Journal of Political Economy, University of Chicago Press, vol. 101(4), pages 561-83, August.
  32. Ausubel, Lawrence M, 1991. "The Failure of Competition in the Credit Card Market," American Economic Review, American Economic Association, vol. 81(1), pages 50-81, March.
  33. Salvador Barrios & Eric Strobl, 2004. "Learning by Doing and Spillovers: Evidence from Firm-Level Panel Data," Review of Industrial Organization, Springer, vol. 25(2), pages 175-203, 06.
  34. Eugenio J. Miravete, 2003. "Choosing the Wrong Calling Plan? Ignorance and Learning," American Economic Review, American Economic Association, vol. 93(1), pages 297-310, March.
  35. Lucia Dunn & Sougata Kerr, 2002. "Consumer Search Behavior in the Changing Credit Card Market," Working Papers 02-03, Ohio State University, Department of Economics.
  36. David B. Gross & Nicholas S. Souleles, 2002. "Do Liquidity Constraints And Interest Rates Matter For Consumer Behavior? Evidence From Credit Card Data," The Quarterly Journal of Economics, MIT Press, vol. 117(1), pages 149-185, February.
  37. Peter Thompson, 2001. "How Much Did the Liberty Shipbuilders Learn? New Evidence for an Old Case Study," Journal of Political Economy, University of Chicago Press, vol. 109(1), pages 103-137, February.
  38. Roth, Alvin E. & Erev, Ido, 1995. "Learning in extensive-form games: Experimental data and simple dynamic models in the intermediate term," Games and Economic Behavior, Elsevier, vol. 8(1), pages 164-212.
  39. Rani Spiegler, 2005. "The Market for Quacks," Levine's Bibliography 784828000000000634, UCLA Department of Economics.
  40. C. Lanier Benkard, 2000. "Learning and Forgetting: The Dynamics of Aircraft Production," American Economic Review, American Economic Association, vol. 90(4), pages 1034-1054, September.
  41. Pakes, Ariel & Pollard, David, 1989. "Simulation and the Asymptotics of Optimization Estimators," Econometrica, Econometric Society, vol. 57(5), pages 1027-57, September.
  42. Roland Bénabou & Jean Tirole, 2002. "Self-Confidence And Personal Motivation," The Quarterly Journal of Economics, MIT Press, vol. 117(3), pages 871-915, August.
  43. Oster Sharon M. & Scott Morton Fiona M., 2005. "Behavioral Biases Meet the Market: The Case of Magazine Subscription Prices," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 5(1), pages 1-32, March.
  44. Rebecca Achee Thornton & Peter Thompson, 2001. "Learning from Experience and Learning from Others: An Exploration of Learning and Spillovers in Wartime Shipbuilding," American Economic Review, American Economic Association, vol. 91(5), pages 1350-1368, December.
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