Abstract
This paper examines the relationship between the volatility implied in option prices and the subsequently realized volatility by using the S&P/ASX 200 index options (XJO) traded on the Australian Stock Exchange (ASX) during a period of 5 years. Unlike stock index options such as the S&P 100 index options in the US market, the S&P/ASX 200 index options are traded infrequently and in low volumes, and have a long maturity cycle. Thus an errors-in-variables problem for measurement of implied volatility is more likely to exist. After accounting for this problem by instrumental variable method, it is found that both call and put implied volatilities are superior to historical volatility in forecasting future realized volatility. Moreover, implied call volatility is nearly an unbiased forecast of future volatility.
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Notes
There are other index options traded on ASX, namely: S&P/ASX 200 property trust index options (XPJ) and S&P/ASX 50 index options (XFL) (see www.asx.com.au). The S&P/ASX 200 index options are chosen for this study because they are the most popular and liquid index options on the ASX.
It was the third Friday before September 2004.
On May 26, 1988 and relaunched on December 8, 1993; and on September 29, 1996 and not relaunched until November 8, 1999.
We are grateful to ASX for providing us with the data.
For example, the volatility smile has been well documented in the literature, see e.g., Hull (2003).
We used an iteration procedure to calculate implied volatility. Explicit formulae can also be employed (e.g., Li 2005).
Index levels and futures contracts do not suffer from such illiquidity problems.
References
Beckers S (1981) Standard deviation implied in option prices as predictors of future stock price variability. J Bank Finance 5(3):363–381. doi:10.1016/0378-4266(81)90032-7
Bates D (1996) Jumps and stochastic volatility: exchange rate processes implicit in Deutschmark options. Rev Financ Stud 9:69–107. doi:10.1093/rfs/9.1.69
Black F, Scholes M (1973) The valuation of options and corporate liabilities. J Polit Econ 81:637–654. doi:10.1086/260062
Canina L, Figlewski S (1993) The informational content of implied volatility. Rev Financ Stud 6:659–681. doi:10.1093/rfs/6.3.659
Chiras DP, Manaster S (1978) The information content of prices and a test of market efficiency. J Financ Econ 6:213–234. doi:10.1016/0304-405X(78)90030-2
Christensen BJ, Prabhala NR (1998) The relation between implied and realized volatility. J Financ Econ 50:125–150. doi:10.1016/S0304-405X(98)00034-8
Christensen BJ, Hansen CS (2002) New evidence on the implied-realized volatility relation. Eur J Finance 8:187–205. doi:10.1080/13518470110071209
Davidson R, MacKinnon JG (1989) Testing for consistency using artificial regressions. Economet Theor 5:363–384
Davidson R, MacKinnon JG (1993) Estimation and inference in econometrics. Oxford University Press, Oxford
Day T, Lewis C (1992) Stock market volatility and the information content of stock index options. J Economet 52:267–287. doi:10.1016/0304-4076(92)90073-Z
Dumas B, Fleming J, Whaley RE (1998) Implied volatility functions: empirical tests. J Finance 53(6):2059–2106. doi:10.1111/0022-1082.00083
Fleming J (1998) The quality of market volatility forecasts implied by S&P 100 index option prices. J Empir Finance 5:317–345. doi:10.1016/S0927-5398(98)00002-4
French DW (1984) The weekend effect on the distribution of stock prices: implications for option pricing. J Financ Econ 13:547–559. doi:10.1016/0304-405X(84)90015-1
Greene WH (2000) Econometric analysis. Prentice Hall International Inc., Upper-Saddle River
Hansen CS (2001) The relation between implied and realised volatility in the Danish option and equity markets. Account Finance 41:197–228. doi:10.1111/1467-629X.00059
Harvey CR, Whaley R (1991) S&P 100 index option volatility. J Finance 46:1551–1561. doi:10.2307/2328872
Harvey CR, Whaley R (1992) Market volatility prediction and the efficiency of the S&P 100 index option market. J Financ Econ 31:43–73. doi:10.1016/0304-405X(92)90011-L
Hausman J (1978) Specification tests in econometrics. Econometrica 46:1251–1271. doi:10.2307/1913827
Heston S (1993) A closed form solution for options with stochastic volatility with applications to bond and currency options. Rev Financ Stud 6:327–343. doi:10.1093/rfs/6.2.327
Hull JC (2003) Options, futures, and other derivatives. Prentice Hall International Inc., Upper-Saddle River
Hull JC, White A (1987) The pricing of options with stochastic volatility. J Finance 42:281–300. doi:10.2307/2328253
Jorion P (1995) Predicting volatility in the foreign exchange market. J Finance 50:507–528. doi:10.2307/2329417
Lamoureux CG, Lastrapes W (1993) Forecasting stock return variance: towards understanding stochastic implied volatility. Rev Financ Stud 6:293–326. doi:10.1093/rfs/6.2.293
Latane H, Rendleman R (1976) Standard deviation of stock price ratios implied in option prices. J Finance 31:369–381. doi:10.2307/2326608
Li S (2005) A new formula for computing implied volatility. Appl Math Comput 170:611–625. doi:10.1016/j.amc.2004.12.034
Lin Y, Strong N, Xu G (1998) The encompassing performance of S&P 500 implied volatility forecasts. Paper presented at the European Finance Association Annual meeting, INSEAD
Merton RC (1973) Theory of rational option pricing. Bell J Econ Manage Sci 4:141–183. doi:10.2307/3003143
Shu J, Zhang JE (2003) The relationship between implied volatility and realised volatility of S&P 500 index. Technical Article 4, WILMOTT Magaz 83–91
Szakmary A, Ors E, Kim JK, Davidson WNIII (2003) The predictive power of implied volatility: evidence from 35 futures markets. J Bank Finance 27:2151–2175. doi:10.1016/S0378-4266(02)00323-0
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Li, S., Yang, Q. The relationship between implied and realized volatility: evidence from the Australian stock index option market. Rev Quant Finan Acc 32, 405–419 (2009). https://doi.org/10.1007/s11156-008-0099-2
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DOI: https://doi.org/10.1007/s11156-008-0099-2