Contemporaneous dependence between euro, crude oil, and gold returns and their respective implied volatility changes. Evidence from the local Gaussian correlation approach

IF 2.3 Q2 BUSINESS, FINANCE
P. Fousekis
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Abstract

Purpose This study aims to assess the contemporaneous dependence between euro, crude oil and gold returns and their respective implied volatility changes. Design/methodology/approach The empirical analysis relies on daily data for the period 2015–2022 and the local Gaussian correlation (LGC) approach that is suitable for estimating dependence between two stochastic processes at any point of their joint distribution. Findings (a) The global correlation coefficients are negative for the euro and crude oil and positive for gold, implying that in the first two markets’ traders are more concerned with sudden price downswings while in the third with sudden upswings. (b) The detailed local analysis, however, shows that traders 2019 attitudes may change with the underlying state of the market and that risk reversals are more likely to occur at the upper extremes of the joint distributions. (c) The pattern of dependence between price returns and implied volatility changes is asymmetric. Originality/value To the best of the author’s knowledge, this is the first work that uses the highly flexible LGC approach to analyze the link between price returns and implied volatility changes either in stock or in commodities futures markets. The empirical results provide useful insights into traders’ risk attitudes in different market states.
欧元、原油和黄金收益与各自隐含波动率变化之间的同期依赖关系。来自局部高斯相关方法的证据
目的本研究旨在评估欧元、原油和黄金收益与其隐含波动率变化之间的同期依赖关系。设计/方法/方法实证分析依赖于2015-2022年期间的日常数据和局部高斯相关(LGC)方法,该方法适用于估计两个随机过程在其联合分布的任何点上的依赖性。发现(a)欧元和原油的全球相关系数为负,黄金的全球相关系数为正。这意味着在前两个市场中,交易者更关心价格的突然下跌,而在第三个市场中,交易者更关心价格的突然上涨。(b)然而,详细的本地分析表明,交易员2019年的态度可能会随着市场的基本状况而改变,风险逆转更有可能发生在联合分布的上极值。(c)价格收益与隐含波动率变化之间的依赖模式是不对称的。原创性/价值据作者所知,这是第一次使用高度灵活的LGC方法来分析股票或商品期货市场的价格回报与隐含波动率变化之间的联系。实证结果为交易者在不同市场状态下的风险态度提供了有益的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.30
自引率
10.50%
发文量
43
期刊介绍: Topics addressed in the journal include: ■corporate finance, ■financial markets, ■money and banking, ■international finance and economics, ■investments, ■risk management, ■theory of the firm, ■competition policy, ■corporate governance.
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