Abstract
We measure the volatility information content of stock options for individual firms using option prices for 149 US firms and the S&P 100 index. We use ARCH and regression models to compare volatility forecasts defined by historical stock returns, at-the-money implied volatilities and model-free volatility expectations for every firm. For 1-day-ahead estimation, a historical ARCH model outperforms both of the volatility estimates extracted from option prices for 36% of the firms, but the option forecasts are nearly always more informative for those firms that have the more actively traded options. When the prediction horizon extends until the expiry date of the options, the option forecasts are more informative than the historical volatility for 85% of the firms. However, at-the-money implied volatilities generally outperform the model-free volatility expectations.
Original language | English |
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Pages (from-to) | 871-881 |
Number of pages | 11 |
Journal | Journal of Banking and Finance |
Volume | 34 |
Issue number | 4 |
Early online date | 27 Sept 2009 |
DOIs | |
Publication status | Published - Apr 2010 |
Keywords
- ARCH models
- Implied volatility
- Information content
- Model-free volatility expectations
- Stock options
- Volatility