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The Impact of Jumps in Volatility and Returns

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Author Info
Eraker, Bjorn
Johannes, Michael
Polson, Nicholas
Abstract

This paper examines a class of continuous-time models incorporating jumps in returns and volatility, in addition to diffusive stochastic volatility. We develop a likelihood-based estimation strategy and provide estimates of model parameters, spot volatility, jump times and jump sizes using both S&P 500 and Nasdaq 100 index returns. Estimates of jump times, jump sizes and volatility are particularly useful for disentangling the dynamic effects of these factors during periods of market stress, such as those in 1987, 1997 and 1998. Using both formal and informal diagnostics, we find strong evidence for jumps in volatility, even after accounting for jumps in returns. We study the impact of these factors and of estimation risk on option prices.

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File URL: http://www.econ.duke.edu/Papers/Abstracts02/abstract.02.18.html
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Paper provided by Duke University, Department of Economics in its series Working Papers with number 02-18.

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Date of creation: 2002
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Publication status: Forthcoming in JOURNAL OF FINANCE
Handle: RePEc:duk:dukeec:02-18

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  1. Peter Christoffersen & Steve Heston & Kris Jacobs, 2003. "Option Valuation with Conditional Skewness," CIRANO Working Papers 2003s-50, CIRANO. [Downloadable!]
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  2. Xibin Zhang & Maxwell L. King, 2002. "Influence Diagnostics in GARCH Processes," Monash Econometrics and Business Statistics Working Papers 19/02, Monash University, Department of Econometrics and Business Statistics. [Downloadable!]
  3. Xibin Zhang & Maxwell L. King, 2003. "Estimation of Asymmetric Box-Cox Stochastic Volatility Models Using MCMC Simulation," Monash Econometrics and Business Statistics Working Papers 10/03, Monash University, Department of Econometrics and Business Statistics. [Downloadable!]
  4. Jun Yu & Zhenlin Yang & Xibin Zhang, 2002. "A Class of Nonlinear Stochastic Volatility Models and Its Implications on Pricing Currency Options," Monash Econometrics and Business Statistics Working Papers 17/02, Monash University, Department of Econometrics and Business Statistics. [Downloadable!]
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  5. Gonzalo Rubio & Eva Ferreira & Mónica Gago, 2003. "An empirical comparison of the performance of alternative option pricing models," DFAEII Working Papers 200204, University of the Basque Country - Department of Foundations of Economic Analysis II. [Downloadable!]
    Other versions:
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This page was last updated on 2009-11-25.


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