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Mayhew and StiversFirst, the results indicate that the ability of implied volatility to subsume all relevant information about conditional variance depends on option trading volume. For the most active options in the sample, implied volatility reliably outperforms GARCH and subsumes all information in return shocks beyond the first lag. For these active options, implied volatility performs substantially better than indicated by the prior results of Lamoureux and Lastrapes (1993), despite significant methodological improvements in the time-series volatility models in this study including the use of highfrequency intraday return shocks. For the lower option-volume firms in the sample, the performance of implied volatility deteriorates relative to time-series volatility models. Finally, compared to a time-series approach, the implied volatility of equity index options provides reliable incremental information about future firm-level volatility. © 2003 Wiley Periodicals, Inc. Jrl Fut Mark 23:615-646, 2003
INTRODUCTIONOver the past few decades, there has been a vast quantity of research dedicated to modeling the joint dynamics of stock returns and volatility. It is now widely recognized that volatility varies substantially over time, and that volatility changes are persistent and somewhat predictable Harvey & Whaley, 1992;Schwert, 1989). It is also widely accepted that option prices incorporate forward-looking information that helps forecast future volatility (Christensen & Prabhala, 1998;Day & Lewis, 1992;Fleming, 1998;Lamoureux & Lastrapes, 1993).An important question is whether option prices subsume all relevant information about future volatility, or whether additional information can be gleaned by applying time-series models to historical data. There is now a sizable literature addressing this topic in the context of market-level volatility and S&P 500 or S&P 100 Index options. Some of the first authors to look at index options, including Day and Lewis (1992) and Canina and Figlewski (1993), suggested that historical data contains important information that is not incorporated into index option prices. However, most subsequent studies have concluded that the implied volatility from index options captures most, if not all, of the relevant information in the historical data (Blair et al., 2001;Christensen & Prabhala, 1998;Fleming, 1998; and the survey article by Poon & Granger, 2001).In contrast, individual stock options have received scant attention. A few early studies examined individual stock options (e.g., Chiras & Manaster, 1978; Latané & Rendleman, 1976). These early results tended to favor implied volatility, but the results are less than compelling because these articles predate the development of conditional heteroskedasticity models and employed naive models of historical volatility. Since then, Information Content of Implied Volatility 617 only one major article examines the forecasting power of implied volatility for individual stock options in a modern, time-series framework-that of Lamoureux an...