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Estimating a structural model of herd behavior in financial markets

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  • Marco Cipriani
  • Antonio Guarino

Abstract

We develop a new methodology for estimating the importance of herd behavior in financial markets. Specifically, we build a structural model of informational herding that can be estimated with financial transaction data. In the model, rational herding arises because of information-event uncertainty. We estimate the model using 1995 stock market data for Ashland Inc., a company listed on the New York Stock Exchange. Herding occurs often and is particularly pervasive on certain days. In an information-event day, on average, 2 percent (4 percent) of informed traders herd-buy (sell). In 7 percent (11 percent) of information-event days, the proportion of informed traders who herd-buy (sell) is greater than 10 percent. Herding causes important informational inefficiencies, amounting, on average, to 4 percent of the asset's expected value.

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Bibliographic Info

Paper provided by Federal Reserve Bank of New York in its series Staff Reports with number 561.

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Date of creation: 2012
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Handle: RePEc:fip:fednsr:561

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Keywords: Financial markets ; Uncertainty ; Human behavior ; Information theory;

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References

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  1. Marco Cipriani & Antonio Guarino, 2008. "Herd Behavior in Financial Markets: An Experiment with Financial Market Professionals," Working Papers 2009-16, The George Washington University, Institute for International Economic Policy.
  2. Marco Cipriani & Antonio Guarino, 2005. "Herd Behavior in a Laboratory Financial Market," American Economic Review, American Economic Association, vol. 95(5), pages 1427-1443, December.
  3. Chung, Kee H. & Li, Mingsheng & McInish, Thomas H., 2005. "Information-based trading, price impact of trades, and trade autocorrelation," Journal of Banking & Finance, Elsevier, vol. 29(7), pages 1645-1669, July.
  4. Easley, David & O'Hara, Maureen, 1992. " Time and the Process of Security Price Adjustment," Journal of Finance, American Finance Association, vol. 47(2), pages 576-605, June.
  5. Easley, David & Kiefer, Nicholas M & O'Hara, Maureen, 1997. "One Day in the Life of a Very Common Stock," Review of Financial Studies, Society for Financial Studies, vol. 10(3), pages 805-35.
  6. Mathias Drehmann & Jörg Oechssler & Andreas Roider, 2002. "Herding and Contrarian Behavior in Financial Markets - An Internet Experiment," Bonn Econ Discussion Papers bgse25_2002, University of Bonn, Germany, revised Apr 2003.
  7. Cipriani Marco & Guarino Antonio, 2008. "Herd Behavior and Contagion in Financial Markets," The B.E. Journal of Theoretical Economics, De Gruyter, vol. 8(1), pages 1-56, October.
  8. Banerjee, Abhijit V, 1992. "A Simple Model of Herd Behavior," The Quarterly Journal of Economics, MIT Press, vol. 107(3), pages 797-817, August.
  9. Park, A. & Sabourian, H., 2009. "Herding and Contrarian Behaviour in Financial Markets," Cambridge Working Papers in Economics 0939, Faculty of Economics, University of Cambridge.
  10. Marco Cipriani & Antonio Guarino, 2008. "Herd Behavior in Financial Markets," IMF Working Papers 08/141, International Monetary Fund.
  11. Sunil Sharma & Sushil Bikhchandani, 2000. "Herd Behavior in Financial Markets: A Review," IMF Working Papers 00/48, International Monetary Fund.
  12. Avery, Christopher & Zemsky, Peter, 1998. "Multidimensional Uncertainty and Herd Behavior in Financial Markets," American Economic Review, American Economic Association, vol. 88(4), pages 724-48, September.
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Cited by:
  1. Marco Cipriani & Antonio Guarino, 2008. "Herd Behavior in Financial Markets: An Experiment with Financial Market Professionals," Working Papers 2009-16, The George Washington University, Institute for International Economic Policy.

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