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Reinforcement Learning and Savings Behavior

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Author Info

  • James Choi
  • David Laibson
  • Brigitte Madrian
  • Andrew Metrick

Abstract

We show that individual investors over-extrapolate

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File URL: http://icfpub.som.yale.edu/publications/2657
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Bibliographic Info

Paper provided by Yale School of Management in its series Yale School of Management Working Papers with number amz2657.

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Date of creation: 01 Sep 2007
Date of revision: 01 Mar 2009
Handle: RePEc:ysm:somwrk:amz2657

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Web page: http://icf.som.yale.edu/
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References

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  1. James J. Choi & David Laibson & Brigitte C. Madrian, 2006. "Why Does the Law of One Price Fail? An Experiment on Index Mutual Funds," NBER Working Papers 12261, National Bureau of Economic Research, Inc.
  2. James Choi & David Laibson & Brigitte Madrian, 2008. "$100 Bills on the Sidewalk: Suboptimal Investment in 401(K) Plans," Yale School of Management Working Papers amz2519, Yale School of Management, revised 01 Jul 2009.
  3. Campbell, John & Calvert, Lauren E. & Sodini, Paolo, 2009. "Fight or Flight? Portfolio Rebalancing by Individual Investors," Scholarly Articles 2617031, Harvard University Department of Economics.
  4. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
  5. Ulrike Malmendier & Stefan Nagel, 2009. "Depression Babies: Do Macroeconomic Experiences Affect Risk-Taking?," NBER Working Papers 14813, National Bureau of Economic Research, Inc.
  6. Gur Huberman & Sheena Iyengar & Wei Jiang, 2007. "Defined Contribution Pension Plans: Determinants of Participation and Contributions Rates," Journal of Financial Services Research, Springer, vol. 31(1), pages 1-32, February.
  7. Zoran Ivkovich & Scott Weisbenner, 2007. "Information Diffusion Effects in Individual Investors' Common Stock Purchases Covet Thy Neighbors' Investment Choices," NBER Working Papers 13201, National Bureau of Economic Research, Inc.
  8. Kahneman, Daniel & Tversky, Amos, 1979. "Prospect Theory: An Analysis of Decision under Risk," Econometrica, Econometric Society, vol. 47(2), pages 263-91, March.
  9. Wise, David A. (ed.), 2004. "Perspectives on the Economics of Aging," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226903057, January.
  10. Esther Duflo & Emmanuel Saez, 2003. "The Role Of Information And Social Interactions In Retirement Plan Decisions: Evidence From A Randomized Experiment," The Quarterly Journal of Economics, MIT Press, vol. 118(3), pages 815-842, August.
  11. Richard H. Thaler & Shlomo Benartzi, 2004. "Save More Tomorrow (TM): Using Behavioral Economics to Increase Employee Saving," Journal of Political Economy, University of Chicago Press, vol. 112(S1), pages S164-S187, February.
  12. Constantinides, George M., 1984. "Optimal stock trading with personal taxes : Implications for prices and the abnormal January returns," Journal of Financial Economics, Elsevier, vol. 13(1), pages 65-89, March.
  13. Harrison Hong & Jeffrey D. Kubik & Jeremy C. Stein, 2001. "Social Interaction and Stock-Market Participation," NBER Working Papers 8358, National Bureau of Economic Research, Inc.
  14. Terrance Odean, 1998. "Are Investors Reluctant to Realize Their Losses?," Journal of Finance, American Finance Association, vol. 53(5), pages 1775-1798, October.
  15. Gary Charness & Dan Levin, 2005. "When Optimal Choices Feel Wrong: A Laboratory Study of Bayesian Updating, Complexity, and Affect," American Economic Review, American Economic Association, vol. 95(4), pages 1300-1309, September.
  16. James J. Choi & David Laibson & Brigitte C. Madrian & Andrew Metrick, 2001. "For Better or For Worse: Default Effects and 401(k) Savings Behavior," NBER Working Papers 8651, National Bureau of Economic Research, Inc.
  17. Markku Kaustia & Samuli Knüpfer, 2008. "Do Investors Overweight Personal Experience? Evidence from IPO Subscriptions," Journal of Finance, American Finance Association, vol. 63(6), pages 2679-2702, December.
  18. Shefrin, Hersh & Statman, Meir, 1985. " The Disposition to Sell Winners Too Early and Ride Losers Too Long: Theory and Evidence," Journal of Finance, American Finance Association, vol. 40(3), pages 777-90, July.
  19. Richard Thaler & Shlomo Benartzi, 2004. "Save more tomorrow: Using behavioral economics to increase employee saving," Natural Field Experiments 00337, The Field Experiments Website.
  20. Esther Dufluo & Emmanuel Saez, 2003. "The role of information and social interactions in retirement plan decisions: Evidence from a randomized experiment," Framed Field Experiments 00141, The Field Experiments Website.
  21. Shlomo Benartzi, 2001. "Excessive Extrapolation and the Allocation of 401(k) Accounts to Company Stock," Journal of Finance, American Finance Association, vol. 56(5), pages 1747-1764, October.
  22. Zoran Ivkovi & Scott Weisbenner, 2007. "Information Diffusion Effects in Individual Investors' Common Stock Purchases: Covet Thy Neighbors' Investment Choices," Review of Financial Studies, Society for Financial Studies, vol. 20(4), pages 1327-1357.
  23. 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.
  24. James J. Choi & David Laibson & Brigitte C. Madrian & Andrew Metrick, 2002. "Defined Contribution Pensions: Plan Rules, Participant Choices, and the Path of Least Resistance," NBER Chapters, in: Tax Policy and the Economy, Volume 16, pages 67-114 National Bureau of Economic Research, Inc.
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