Chiang, Yao-Min and Hirshleifer, David and Qian, Yiming and Sherman, Ann (2009): Learning to fail? Evidence from frequent IPO investors.
Preview |
PDF
MPRA_paper_25005.pdf Download (244kB) | Preview |
Abstract
We examine how experience affects the decisions of individual investors and institutions in IPO auctions to bid in subsequent auctions, and their bidding returns. We track bidding histories for all 31,476 individual investors and 1,232 institutional investors across all 84 IPO auctions during 1995-2000 in Taiwan. For individual bidders: (1) high returns in previous IPO auctions increase the likelihood of participating in future auctions; (2) bidders’ returns decrease as they participate in more auctions; Regression results show that as experience increases by one standard deviation, the expected return decreases by 1.3% (1.8%) and the expected dollar profits decrease by NT$4,630 (7,360) for all individual investors (for individuals engaged in repeat bidding); (3) auction selection ability deteriorates with experience; and (4) bidders with greater experience bid more aggressively. These findings are consistent with naïve reinforcement learning wherein individuals become unduly optimistic after receiving good returns. In sharp contrast, there is little sign that institutional investors exhibit such behavior.
Item Type: | MPRA Paper |
---|---|
Original Title: | Learning to fail? Evidence from frequent IPO investors |
English Title: | Learning to fail? Evidence from frequent IPO investors |
Language: | English |
Keywords: | IPO, auction, investor behavior, learning, reinforcement learning, institutional investor, individual investor, experience. |
Subjects: | G - Financial Economics > G1 - General Financial Markets > G15 - International Financial Markets G - Financial Economics > G3 - Corporate Finance and Governance > G32 - Financing Policy ; Financial Risk and Risk Management ; Capital and Ownership Structure ; Value of Firms ; Goodwill G - Financial Economics > G2 - Financial Institutions and Services > G24 - Investment Banking ; Venture Capital ; Brokerage ; Ratings and Ratings Agencies |
Item ID: | 25005 |
Depositing User: | Yiming Qian |
Date Deposited: | 15 Sep 2010 14:49 |
Last Modified: | 28 Sep 2019 14:20 |
References: | Arrow, K. 1962. The Economic Implications of Learning by Doing. Review of Economic Studies 29:155–173. Arthur, B. W. 1991. Designing Economic Agents That Act Like Human Agents: A Behavioral Approach to Bounded Rationality. American Economic Review 81:353-359. Barber, B. M., T. Odean, and M. Strahilevitz, 2010. Once Burned, Twice Shy: Naïve Learning, Counterfactuals, and the Repurchase of Stocks Previously Sold. Unpublished paper, University of California, Berkeley. Billett, M., and Y. Qian. 2008. Are Overconfident Managers Born or Made? Evidence of Self-Attribution Bias from Frequent Acquirers. Management Science 54(6):1037-1051. Camerer, C. F., and T.-H. Ho. 1999. Experience-weighted Attraction Learning in Normal Form Games. Econometrica 67:827-874. Charness, G., and D. Levin. 2005. When Optimal Choices Feel Wrong: A Laboratory Study of Bayesian Updating, Complexity, and Affect. American Economic Review 95:1300-1309. Chiang, Y., Y. Qian, and A. Sherman. 2009. Endogenous Entry and Partial Adjustment in IPO Auctions: Are Institutional Investors Better Informed? Review of Financial Studies, forthcoming. Choi, J., D. Laibson, B. Madrian, and A. Metrick. 2009. Reinforcement Learning and Savings Behavior. Journal of Finance 64(6):2515-2534. Cross, J. G. 1973. A Stochastic Learning Model of Economic Behavior. Quarterly Journal of Economics 87:239-266. Daniel, K., D. Hirshleifer and A. Subrahmanyam. 1998. Investor Psychology and Security Market Under- and Over- Reactions. Journal of Finance, 53(6): 1839-85. Dhar, R., and N. Zhu 2006. Up Close and Personal: An Individual Level Analysis of the Disposition Effect. Management Science 52(5):726-740. Erev, I., and A. E. Roth 1998. Predicting How People Play Games: Reinforcement Learning in Experimental Games with Unique, Mixed Strategy Equilibria. American Economic Review 88:848-881. Feng, L., and M. Seasholes. 2005. Do Investor Sophistication and Trading Experience Eliminate Behavioral Biases in Financial Markets? Review of Finance 9:305–351. Gervais, S., and T. Odean. 2001. Learning to be Overconfident. Review of Financial Studies14:1-27. Grossman, S. J., R. E. Kihlstrom, and L. J. Mirman. 1977. A Bayesian Approach to the Production of Information and Learning by Doing. Review of Economic Studies 44:533–547. Hilary, G., and L. Menzly. 2006. Does Past Success Lead Analysts to Become Overconfident? Management Science 52(4):489-500. Jacob, J., T. Lys, and M. Neale. 1999. Expertise in Forecasting Performance of Security Analysts. Journal of Accounting and Economics 28:51-82. Jagannathan, R., A. Jirnyi, and A. E. Sherman. 2010. Why Don’t Issuers Choose IPO Auctions? The Complexity of Indirect Mechanisms. Unpublished paper, Northwestern University. Kaustia, M., and S. Knupfer. 2008. Do Investors Overweight Personal Experience? Evidence from IPO Subscriptions. Journal of Finance 63:2679-2702. Linnainmaa, J. 2010. Why Do (Some) Households Trade So Much? Unpublished paper, University of Chicago. Mahani, R., and D. Bernhardt. 2007. Financial Speculators’ Underperformance: Learning, Self-Selection, and Endogenous Liquidity. Journal of Finance 62:1313-1340. Malmendier, U., and S. Nagel. 2009. Learning from Inflation Experiences. Unpublished paper, University of California at Berkeley. Mikhail, M., B. Walther, and R. Williams. 1997. Do Security Analysts Improve Their Performance with Experience? Journal of Accounting Research 35:120-131. Nicolosi, G., L. Peng, and N. Zhu. 2009. Do Individual Investors Learn from Their Trading Experience? Journal of Financial Markets 12:2, 317-336. Roth, A. E., and I. Erev. 1995. Learning in Extensive-Form Games: Experimental Data and Simple Dynamic Models in the Intermediate Term. Games and Economic Behavior 8:164-212. Seru, A., T. Shumway, and N. Stoffman. 2009. Learning by Trading. Review of Financial Studies 23:2, 705-739. Sherman, A. 2005. Global Trends in IPO Methods: Book Building versus Auctions with Endogenous Entry. Journal of Financial Economics 78(3):615-649. Tversky, A., and D. Kahnerman, 1971. Belief in the Law of Small Numbers. Psychological Bulletin, 76:2, 105-110. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/25005 |
Available Versions of this Item
-
Learning to Fail? Evidence from Frequent IPO Investors. (deposited 19 Aug 2009 09:13)
- Learning to fail? Evidence from frequent IPO investors. (deposited 15 Sep 2010 14:49) [Currently Displayed]