The skew pattern of implied volatility in the DAX index options market
Abstract
The aim of this paper is twofold: to investigate how the information content of implied volatility varies according to moneyness and option type and to compare the latter option based forecasts with historical volatility in order to see if they subsume all the information contained in the latter. We run a horse race of different implied volatility estimates: at the money and out of the money call and put implied volatilities and average implied that is a weighted average of at the money call and put implied volatilities with weights proportional to trading volume. Two hypotheses are tested: unbiasedness and efficiency of the different volatility forecasts. The investigation is pursued in the Dax index options market, by using synchronous prices matched in a one minute interval. The results highlight that the information content of implied volatility has a humped shape, with out of the money options being less informative than at the money ones. Overall, the best forecast is at the money put implied volatility: it is unbiased (after a constant adjustment) and efficient, in that it subsumes all the information contained in historical volatility.Download Info
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Paper provided by University of Modena and Reggio E., Faculty of Economics "Marco Biagi" in its series Department of Economics with number 0617.Length: pages 21
Date of creation: Jul 2009
Date of revision:
Handle: RePEc:mod:depeco:0617
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Related research
Keywords: implied Volatility; volatility Smile; volatility forecasting; option type;Other versions of this item:
- Silvia Muzzioli, 2011. "The Skew Pattern of Implied Volatility in the DAX Index Options Market," Frontiers in Finance and Economics, SKEMA Business School, vol. 8(1), pages 43-68, April.
- Silvia Muzzioli, 2009. "The skew pattern of implied volatility in the DAX index options market," Centro Studi di Banca e Finanza (CEFIN) (Center for Studies in Banking and Finance) 09122, Universita di Modena e Reggio Emilia, Facoltà di Economia "Marco Biagi".
- G13 - Financial Economics - - General Financial Markets - - - Contingent Pricing; Futures Pricing
- G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies
This paper has been announced in the following NEP Reports:
- NEP-ALL-2009-10-24 (All new papers)
- NEP-FMK-2009-10-24 (Financial Markets)
- NEP-FOR-2009-10-24 (Forecasting)
- NEP-MST-2009-10-24 (Market Microstructure)
References
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- Mark Britten-Jones & Anthony Neuberger, 2000. "Option Prices, Implied Price Processes, and Stochastic Volatility," Journal of Finance, American Finance Association, vol. 55(2), pages 839-866, 04.
- Ederington, Louis & Guan, Wei, 2005. "The information frown in option prices," Journal of Banking & Finance, Elsevier, vol. 29(6), pages 1429-1457, June.
- Fair, Ray C & Shiller, Robert J, 1990. "Comparing Information in Forecasts from Econometric Models," American Economic Review, American Economic Association, vol. 80(3), pages 375-89, June.
- Ser-Huang Poon & Clive W.J. Granger, 2003. "Forecasting Volatility in Financial Markets: A Review," Journal of Economic Literature, American Economic Association, vol. 41(2), pages 478-539, June.
- V. Moriggia & S. Muzzioli & C. Torricelli, 2003.
"Call and put implied volatilities and the derivation of option implied trees,"
Department of Economics
0448, University of Modena and Reggio E., Faculty of Economics "Marco Biagi".
- V. Moriggia, S. Muzzioli, C. Torricelli, 2007. "Call an Put Implied Volatilities and the Derivation of Option Implied Trees," Frontiers in Finance and Economics, SKEMA Business School, vol. 4(1), pages 35-64, June.
- George J. Jiang & Yisong S. Tian, 2005. "The Model-Free Implied Volatility and Its Information Content," Review of Financial Studies, Society for Financial Studies, vol. 18(4), pages 1305-1342.
- Bent Jesper Christensen & Charlotte Strunk Hansen, 2002. "New evidence on the implied-realized volatility relation," European Journal of Finance, Taylor and Francis Journals, vol. 8(2), pages 187-205.
- Ghulam Sarwar, 2005. "The Informational Role of Option Trading Volume in Equity Index Options Markets," Review of Quantitative Finance and Accounting, Springer, vol. 24(2), pages 159-176, January.
- Hentschel, Ludger, 2003. "Errors in Implied Volatility Estimation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 38(04), pages 779-810, December.
- Diebold, Francis X & Mariano, Roberto S, 2002.
"Comparing Predictive Accuracy,"
Journal of Business & Economic Statistics,
American Statistical Association, vol. 20(1), pages 134-44, January.
- Diebold, Francis X & Mariano, Roberto S, 1995. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(3), pages 253-63, July.
- Francis X. Diebold & Robert S. Mariano, 1994. "Comparing Predictive Accuracy," NBER Technical Working Papers 0169, National Bureau of Economic Research, Inc.
- Jorion, Philippe, 1995. " Predicting Volatility in the Foreign Exchange Market," Journal of Finance, American Finance Association, vol. 50(2), pages 507-28, June.
- Rubinstein, Mark, 1994. " Implied Binomial Trees," Journal of Finance, American Finance Association, vol. 49(3), pages 771-818, July.
- Silvia Muzzioli, 2009.
"The skew pattern of implied volatility in the DAX index options market,"
Centro Studi di Banca e Finanza (CEFIN) (Center for Studies in Banking and Finance)
09122, Universita di Modena e Reggio Emilia, Facoltà di Economia "Marco Biagi".
- Silvia Muzzioli, 2011. "The Skew Pattern of Implied Volatility in the DAX Index Options Market," Frontiers in Finance and Economics, SKEMA Business School, vol. 8(1), pages 43-68, April.
- Silvia Muzzioli, 2009. "The skew pattern of implied volatility in the DAX index options market," Department of Economics 0617, University of Modena and Reggio E., Faculty of Economics "Marco Biagi".
- Buraschi, Andrea & Jackwerth, Jens, 2001. "The Price of a Smile: Hedging and Spanning in Option Markets," Review of Financial Studies, Society for Financial Studies, vol. 14(2), pages 495-527.
- Mark Rubinstein., 1994. "Implied Binomial Trees," Research Program in Finance Working Papers RPF-232, University of California at Berkeley.
- Becker, Ralf & Clements, Adam E. & White, Scott I., 2007. "Does implied volatility provide any information beyond that captured in model-based volatility forecasts?," Journal of Banking & Finance, Elsevier, vol. 31(8), pages 2535-2549, August.
- Christensen, B. J. & Prabhala, N. R., 1998. "The relation between implied and realized volatility," Journal of Financial Economics, Elsevier, vol. 50(2), pages 125-150, November.
- Nicolas P. B. Bollen & Robert E. Whaley, 2004. "Does Net Buying Pressure Affect the Shape of Implied Volatility Functions?," Journal of Finance, American Finance Association, vol. 59(2), pages 711-753, 04.
- Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.Cited by:
- Silvia Muzzioli, 2009.
"The skew pattern of implied volatility in the DAX index options market,"
Department of Economics
0617, University of Modena and Reggio E., Faculty of Economics "Marco Biagi".
- Silvia Muzzioli, 2011. "The Skew Pattern of Implied Volatility in the DAX Index Options Market," Frontiers in Finance and Economics, SKEMA Business School, vol. 8(1), pages 43-68, April.
- Silvia Muzzioli, 2009. "The skew pattern of implied volatility in the DAX index options market," Centro Studi di Banca e Finanza (CEFIN) (Center for Studies in Banking and Finance) 09122, Universita di Modena e Reggio Emilia, Facoltà di Economia "Marco Biagi".
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