A Panel Cointegration Analysis of the Dynamics of FX Option Implied Volatility Surface

IF 0.4 4区 经济学 Q4 BUSINESS, FINANCE Journal of Derivatives Pub Date : 2015-01-30 DOI:10.2139/ssrn.2558902
Hiroaki Suenaga
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Abstract

Implied volatility surface has been studied extensively for various option markets including equities, foreign currencies, and commodities. Previous studies report that option implied volatility varies across moneyness, maturity, and time, yet, once the level is controlled for, the shape of the volatility surface relative to the volatility implied for at-the-money (ATM) option is stable even over the period of the 1987 stock market crash. This study examines the dynamics of the implied volatility surface for euro-US dollar options, using a recently developed panel cointegration test that allows multiple structural breaks while accounting for cross-sectional dependence. In the model, the option implied volatility Is specified as a quadratic function of ATM volatility, spot and forward rates. The three factors together account for 98 percent of variations in the option implied volatilities across five moneyness, five maturities and over eight years of daily observations from Jan. 2006 to Dec. 2014. The estimated volatility surface however is not stable over time. Rather, its relationship with the three underlying factors exhibits substantial changes around the periods of the Global Financial Crisis and subsequent Euro-zone crisis. This finding is in a stark contrast to previous studies which report the shape of volatility surface is stable over time.
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外汇期权隐含波动率面动态的面板协整分析
隐含波动率面已被广泛地研究了各种期权市场,包括股票、外汇和商品。先前的研究表明,期权隐含波动率随货币、期限和时间的不同而变化,然而,一旦控制了水平,相对于现价(ATM)期权隐含波动率的波动率面形状即使在1987年股市崩盘期间也是稳定的。本研究考察了欧元-美元期权隐含波动率面的动态,使用了最近开发的面板协整检验,该检验允许多个结构断裂,同时考虑了横截面依赖性。在模型中,期权隐含波动率被指定为ATM波动率、即期和远期利率的二次函数。从2006年1月到2014年12月的八年间,这三个因素共同解释了五种货币、五种到期日期权隐含波动率的98%的变化。然而,估计的波动面随着时间的推移是不稳定的。相反,它与三个潜在因素的关系在全球金融危机和随后的欧元区危机期间发生了实质性变化。这一发现与先前的研究形成鲜明对比,这些研究报告波动性表面的形状随着时间的推移是稳定的。
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来源期刊
Journal of Derivatives
Journal of Derivatives Economics, Econometrics and Finance-Economics and Econometrics
CiteScore
1.30
自引率
14.30%
发文量
35
期刊介绍: The Journal of Derivatives (JOD) is the leading analytical journal on derivatives, providing detailed analyses of theoretical models and how they are used in practice. JOD gives you results-oriented analysis and provides full treatment of mathematical and statistical information on derivatives products and techniques. JOD includes articles about: •The latest valuation and hedging models for derivative instruments and securities •New tools and models for financial risk management •How to apply academic derivatives theory and research to real-world problems •Illustration and rigorous analysis of key innovations in derivative securities and derivative markets
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