A COMPARISON OF THE CLASSICAL BLACK-SCHOLES MODEL AND THE GARCH OPTION PRICING MODEL FOR CURRENCY OPTIONS
A COMPARISON OF THE CLASSICAL BLACK-SCHOLES MODEL AND THE GARCH OPTION PRICING MODEL FOR CURRENCY OPTIONS
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Date
Authors
Akinyi, Aduda Jane
Weke, PGO
Type
Working Paper
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Working Paper
Abstract
This paper looks at the consequences of introducing heteroscedasticity in option pricing. The analysis
shows that introducing heteroscedasticity results in a better fitting of the empirical distribution of foreign
exchange rates than in the Brownian model. In the Black-Scholes world the assumption is that the variance
is constant, which is definitely not the case when looking at financial time series data. In this study
we therefore price a European call option under a Garch model Framework using the Locally Risk Neutral
Valuation Relationship. Option prices for different spot prices are calculated using simulations. We use
the non-linear in mean Garch model in analyzing the Kenyan foreign exchange market.
Description
Keywords
Heteroscedasticity, Black-Scholes, Option pricing, Garch model, Foreign exchange rates, Risk Neutral Valuation
