Summary Statistics of Option-Implied Probability Density Functions and Their Properties
Preprint
- 1 March 2008
- preprint
- Published by Elsevier in SSRN Electronic Journal
Abstract
The statistics that summarise probability density functions (pdfs) implied from option prices can be used to assess market expectations about future uncertainty, asymmetry and the probability of extreme movements in asset prices. A time-series analysis of these statistics for equity index and interest rate markets provides some stylised facts about the behaviour of these elements of market expectations, their historical distribution, similarity and relative stability. Relationships between them and movements in underlying asset prices are considered. Cross-asset and cross-country comparisons and the information content of the implied pdfs for future macroeconomic and financial variables are also assessed.Keywords
This publication has 14 references indexed in Scilit:
- Option‐Implied Risk Aversion EstimatesThe Journal of Finance, 2004
- Testing the stability of implied probability density functionsJournal of Banking & Finance, 2002
- Interpreting the Volatility Smile: An Examination of the Information Content of Option PricesSSRN Electronic Journal, 2001
- Nonparametric risk management and implied risk aversionJournal of Econometrics, 2000
- Reading Interest Rate and Bond Futures Options' Smiles: How PIBOR and Notional Operators Appreciated the 1997 French Snap ElectionSSRN Electronic Journal, 1998
- Implied Risk-neutral Probability Density Functions From Option Prices: Theory and ApplicationSSRN Electronic Journal, 1998
- Recovering an Asset's Implied PDF from Option Prices: An Application to Crude Oil during the Gulf CrisisJournal of Financial and Quantitative Analysis, 1997
- Testing for a Unit Root in Time Series RegressionBiometrika, 1988
- Efficient Analytic Approximation of American Option ValuesThe Journal of Finance, 1987
- On the Pricing of Corporate Debt: The Risk Structure of Interest RatesThe Journal of Finance, 1974