International Journal of Financial and Investment Studies
Vol 3 No 1 (2022): APRIL 2022

VARIANCE GAMMA MODEL AND ITS DEVELOPMENT FOR STOCKS CALL OPTION PRICES ESTIMATION

Bernadet Hilga Palma Paskalia (Gadjah Mada University)
Ruth Cornelia Nugraha (Gadjah Mada University)
Dhestar Bagus Wirawan (Gadjah Mada University)



Article Info

Publish Date
23 Aug 2022

Abstract

One of the developments in the options market is the formation of various pricing models for an option to help the buyer determine the fairness of the price. Black-Scholes model uses the assumption that the log return price of stocks is normally distributed, while in reality, the real-world price couldn’t fit into that assumption. To be able to obtain an option price calculation that considers skewness and kurtosis in the stock price data, there are many alternative methods, namely Black-Scholes with Gram-Charlier expansion and Variance Gamma models. As a development of the Variance Gamma model, there are also several methods that are able to reduce the simulations variance generated by the Variance Gamma model, namely Antithetic Variate Variance Gamma model and the Importance Sampling Variance Gamma method. For the results, the Importance Sampling Variance Gamma model and the Antithetic Variate Variance Gamma model are really able to reduce the resulting simulations variance so that it can produce more accurate option prices with market prices compared to the Variance Gamma model. In the end, all Variance Gamma models are able to produce a call option price that is more in line with the market price than all Black Scholes models.

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Journal Info

Abbrev

ijfis

Publisher

Subject

Economics, Econometrics & Finance

Description

International Journal of Financial and Investment Studies (IJFIS) e-ISSN: 2745-3952 is a peer-reviewed journal that aims at the dissemination and advancement of research in the areas of economics and finance with a specific focus on financials and investments. The aim of the Journal is to provide a ...