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The Center for Research
in International Finance
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CRIF
Working Paper No. 02011
Accounting
for Biases in Black-Scholes
Title:
Accounting for Biases in Black-Scholes
Authors:
David Backus (New York University)
Silverio Foresi (Salomon Brothers Inc.
Kai Li (New York University)
Liuren Wu (Fordham University)
Contact:
wu@fordham.edu
Keywords:
Currency options, skewness and kurtosis, Gram-Charlier expansions,
implied volatility.
JEL
Classification: G12, G13, F31, C14
Abstract:
Prices of currency options commonly differ from the Black-Scholes
formula along two dimensions: implied volatilities vary by strike price
(volatility smiles) and maturity (implied volatility of at-the-money
options increases, on average, with maturity). We account for both using
Gram-Charlier expansions to approximate the conditional distribution of
the logarithm of the price of the underlying security. In this setting,
volatility is approximately a quadratic function of moneyness, a result
we use to infer skewness and kurtosis from volatility smiles. Evidence
suggests that both kurtosis in currency prices and biases in Black-Scholes
option prices decline with maturity.
Download
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