Abstract
The volatility “smile” or “skew” observed in the S&P 500 index options has been one of the main drivers for the development of new option pricing models since the seminal works of Black and Scholes (J Polit Econ 81:637–654, 1973) and Merton (Bell J Econ Manag Sci 4:141–183, 1973). The literature on interest rate derivatives, however, has mainly focused on at-the-money interest rate options. This paper advances the literature on interest rate derivatives in several aspects. First, we present systematic evidence on volatility smiles in interest rate caps over a wide range of moneyness and maturities. Second, we discuss the pricing and hedging of interest rate caps under dynamic term structure models (DTSMs). We show that even some of the most sophisticated DTSMs have serious difficulties in pricing and hedging caps and cap straddles, even though they capture bond yields well. Furthermore, at-the-money straddle hedging errors are highly correlated with cap-implied volatilities and can explain a large fraction of hedging errors of all caps and straddles across moneyness and maturities. These findings strongly suggest the existence of systematic unspanned factors related to stochastic volatility in interest rate derivatives markets. Third, we develop multifactor Heath–Jarrow–Morton (HJM) models with stochastic volatility and jumps to capture the smile in interest rate caps. We show that although a three-factor stochastic volatility model can price at-the-money caps well, significant negative jumps in interest rates are needed to capture the smile. Finally, we present nonparametric evidence on the economic determinants of the volatility smile. We show that the forward densities depend significantly on the slope and volatility of LIBOR rates and that mortgage refinance activities have strong impacts on the shape of the volatility smile. These results provide nonparametric evidence of unspanned stochastic volatility and suggest that the unspanned factors could be partly driven by activities in the mortgage markets.
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