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Empirical tests of option pricing models

Posted on:2009-07-19Degree:Ph.DType:Dissertation
University:University of VirginiaCandidate:Verchenko, OlesiaFull Text:PDF
GTID:1449390005459198Subject:Economics
Abstract/Summary:
This dissertation examines the empirical performance of several complete and incomplete market models of stock price dynamics using S&P 500 options and stock market data. The main contribution of this work is that it suggests and implements an empirical approach to estimating a complete model with uncertain volatility, and then judges it against other popular option pricing processes. The performance of alternative models is evaluated from four perspectives: (1) in-sample fit to stock returns data, (2) in-sample fit to options data, (3) consistency of physical and risk-neutral parameter estimates and (4) out-of-sample option pricing. Overall, the complete model with uncertain volatility is found to fit the data much better than models with constant and price-level-dependent volatilities, and the variance gamma process, and its performance is comparable to that of a stochastic volatility model.
Keywords/Search Tags:Model, Option pricing, Empirical, Performance
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