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Behavioral Heterogeneity in Stock Prices

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Author Info
Boswijk, H.P.
Hommes C.H.
Manzan, S. () (Universiteit van Amsterdam)

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Abstract

We estimate a dynamic asset pricing model characterized by heterogeneous boundedly rational agents. The fundamental value of the risky asset is publicly available to all agents, but they have different beliefs about the persistence of deviations of stock prices from the fundamental benchmark. An evolutionary selection mechanism based on relative past profits governs the dynamics of the fractions and switching of agents between different beliefs or forecasting strategies. A strategy attracts more agents if it performed relatively well in the recent past compared to other strategies. We estimate the model to annual US stock price data from 1871 until 2003. The estimation results support the existence of two expectation regimes, and a bootstrap F-test rejects linearity in favor of our nonlinear two-type heterogeneous agent model. One regime can be characterized as a fundamentalists regime, because agents believe in mean reversion of stock prices toward the benchmark fundamental value. The second regime can be characterized as a chartist, trend following regime because agents expect the deviations from the fundamental to trend. The fractions of agents using the fundamentalists and trend following forecasting rules show substantial time variation and switching between predictors. The model offers an explanation for the recent stock prices run-up. Before the 90s the trend following regime was active only occasionally. However, in the late 90s the trend following regime persisted and created an extraordinary deviation of stock prices from the fundamentals. Recently, the activation of the mean reversion regime has contributed to drive stock prices back closer to their fundamental valuation.

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Paper provided by Universiteit van Amsterdam, Center for Nonlinear Dynamics in Economics and Finance in its series CeNDEF Working Papers with number 05-12.

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Date of creation: 2005
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Handle: RePEc:ams:ndfwpp:05-12

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(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Frank Westerhoff & Martin Hohnisch, 2007. "A note on interactions-driven business cycles," Journal of Economic Interaction and Coordination, Springer, vol. 2(1), pages 85-91, June. [Downloadable!] (restricted)
  2. Baosheng Yuan & Kan Chen, 2006. "Impact of investor’s varying risk aversion on the dynamics of asset price fluctuations," Journal of Economic Interaction and Coordination, Springer, vol. 1(2), pages 189-214, November. [Downloadable!] (restricted)
  3. Kevin J. Lansing, 2007. "Rational and near-rational bubbles without drift," Working Paper Series 2007-10, Federal Reserve Bank of San Francisco. [Downloadable!]
  4. Diks, C.G.H. & Dindo, P.D.E., 2006. "Informational differences and learning in an asset market with boundedly rational agents," CeNDEF Working Papers 06-11, Universiteit van Amsterdam, Center for Nonlinear Dynamics in Economics and Finance. [Downloadable!]
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  5. Fredj Jawadi & Georges Prat, 2009. "Nonlinear Stock Price Adjustment in the G7 Countries," EconomiX Working Papers 2009-21, University of Paris West - Nanterre la Défense, EconomiX. [Downloadable!]
    Other versions:
  6. Cars Hommes, 2006. "Interacting Agents in Finance," Tinbergen Institute Discussion Papers 06-029/1, Tinbergen Institute. [Downloadable!]
  7. Hommes, C.H., 2006. "Interacting agents in finance, entry written for the New Palgrave Dictionary of Economics, Second Edition, edited by L. Blume and S. Durlauf, Palgrave Macmillan, forthcoming 2006," CeNDEF Working Papers 06-01, Universiteit van Amsterdam, Center for Nonlinear Dynamics in Economics and Finance. [Downloadable!]
  8. Sheri Markose, 2006. "Developments in experimental and agent-based computational economics (ACE): overview," Journal of Economic Interaction and Coordination, Springer, vol. 1(2), pages 119-127, November. [Downloadable!] (restricted)
  9. JAWADI Fredj, 2008. "Does nonlinear econometrics confirm the macroeconomic models of consumption?," Economics Bulletin, Economics Bulletin, vol. 5(17), pages 1-11. [Downloadable!]
  10. Lukas Menkhoff & Rafael R. Rebitzky & Michael Schröder, 2008. "Heterogeneity in Exchange Rate Expectations: Evidence on the Chartist-Fundamentalist Approach," CESifo Working Paper Series CESifo Working Paper No. , CESifo Group Munich. [Downloadable!]
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