Of Smiles and Smirks: A Term Structure Perspective

An extensive empirical literature in finance has documented not only the presence of anomalies in the Black-Scholes model, but also the term structures of these anomalies (for instance, the behavior of the volatility smile or of unconditional returns at different maturities). Theoretical efforts in the literature at addressing these anomalies have largely focused on two extensions of the Black-Scholes model: introducing jumps into the return process, and allowing volatility to be stochastic. We employ commonly used versions of these two classes of models to examine the extent to which the models are theoretically capable of resolving the observed anomalies. We find that each model exhibits some term structure patterns that are fundamentally inconsistent with those observed in the data. As a consequence, neither class of models constitutes an adequate explanation of the empirical evidence, although stochastic volatility models fare somewhat better than jumps.

[1]  E. Fama The Behavior of Stock-Market Prices , 1965 .

[2]  F. Black,et al.  The Pricing of Options and Corporate Liabilities , 1973, Journal of Political Economy.

[3]  Robert C. Blattberg,et al.  A Comparison of the Stable and Student Distributions as Statistical Models for Stock Prices: Reply , 1974 .

[4]  F. Black Fact and Fantasy in the Use of Options , 1975 .

[5]  R. C. Merton,et al.  Option pricing when underlying stock returns are discontinuous , 1976 .

[6]  S. Karlin,et al.  A second course in stochastic processes , 1981 .

[7]  R. Jarrow,et al.  APPROXIMATE OPTION VALUATION FOR ARBITRARY STOCHASTIC PROCESSES , 1982 .

[8]  Stanley J. Kon Models of Stock Returns—A Comparison , 1984 .

[9]  R. Jarrow,et al.  Jump Risks and the Intertemporal Capital Asset Pricing Model , 1984 .

[10]  W. Torous,et al.  On Jumps in Common Stock Prices and Their Impact on Call Option Pricing , 1985 .

[11]  Merton H. Miller,et al.  The Pricing of Oil and Gas: Some Further Results , 1985 .

[12]  James B. Wiggins Option values under stochastic volatility: Theory and empirical estimates , 1987 .

[13]  James N. Bodurtha,et al.  Tests of an American Option Pricing Model on the Foreign Currency Options Market , 1987, Journal of Financial and Quantitative Analysis.

[14]  Alan G. White,et al.  The Pricing of Options on Assets with Stochastic Volatilities , 1987 .

[15]  Philippe Jorion On Jump Processes in the Foreign Exchange and Stock Markets , 1988 .

[16]  J. Stein Overreactions in the Options Market , 1989 .

[17]  S. Turnbull,et al.  Pricing foreign currency options with stochastic volatility , 1990 .

[18]  David S. Bates The Crash of ʼ87: Was It Expected? The Evidence from Options Markets , 1991 .

[19]  E. Stein,et al.  Stock Price Distributions with Stochastic Volatility: An Analytic Approach , 1991 .

[20]  Option Pricing When Jump Risk Is Systematic , 1992 .

[21]  D. Duffie Dynamic Asset Pricing Theory , 1992 .

[22]  R. Chou,et al.  ARCH modeling in finance: A review of the theory and empirical evidence , 1992 .

[23]  S. Heston A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options , 1993 .

[24]  T. Nijman,et al.  Temporal Aggregation of GARCH Processes. , 1993 .

[25]  Kaushik I. Amin,et al.  Option Valuation with Systematic Stochastic Volatility , 1993 .

[26]  David S. Bates Jumps and Stochastic Volatility: Exchange Rate Processes Implicit in Thephlx Deutschemark Options , 1993 .

[27]  Kaushik I. Amin Jump Diffusion Option Valuation in Discrete Time , 1993 .

[28]  C. Sims,et al.  Estimation of continuous-time models in finance , 1994 .

[29]  Stephen Michael Taylor,et al.  The Term Structure of Volatility Implied by Foreign Exchange Options , 1994, Journal of Financial and Quantitative Analysis.

[30]  A. Kemna,et al.  Analysis of the Term Structure of Implied Volatilities , 1994, Journal of Financial and Quantitative Analysis.

[31]  Christopher A. Sims Advances in econometrics : Sixth World Congress , 1994 .

[32]  Stephen L Taylor,et al.  The magnitude of implied volatility smiles: theory and empirical evidence for exchange rates , 1994 .

[33]  M. Rubinstein. Implied Binomial Trees , 1994 .

[34]  J. Campa,et al.  Testing the Expectations Hypothesis on the Term Structure of Volatilities in Foreign Exchange Options , 1995 .

[35]  Theo.,et al.  Estimation and testing in models containing both jumps and conditional heteroskedasticity , 1995 .

[36]  M. Rubinstein.,et al.  Recovering Probability Distributions from Option Prices , 1996 .

[37]  Sanjiv Ranjan Das,et al.  Exact solutions for bond and option prices with systematic jump risk , 1996 .

[38]  D. Duffie,et al.  An Overview of Value at Risk , 1997 .

[39]  J. Rosenberg Pricing Multivariate Contingent Claims Using Estimated Risk-Neutral Density Functions , 1997 .

[40]  J. Campa,et al.  Implied Exchange Rate Distributions: Evidence from OTC Option Markets , 1997 .

[41]  By Yacine Aït-Sahalia DO INTEREST RATES REALLY FOLLOW CONTINUOUS-TIME MARKOV DIFFUSIONS ? , 1997 .

[42]  The Dynamics of Smiles , 1998 .

[43]  Saikat Nandi,et al.  How important is the correlation between returns and volatility in a stochastic volatility model? Empirical evidence from pricing and hedging in the S&P 500 index options market , 1998 .

[44]  David S. Bates Jumps and Stochastic Volatility: Exchange Rate Processes Implicit in Deutsche Mark Options , 1998 .

[45]  T. Nijman,et al.  Estimation and testing in models containing both jumps and conditional heteroscedasticity , 1998 .