Volatility Spillover Effect of Chinese and American Stock Indices in the Context of COVID-19 based on DCC-GARCH Model

Gujingyan Zhu, Xianghan Cao
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Abstract

The COVID-19 pandemic in 2020 had a significant impact on the global economy, leading to a downturn in both the Chinese and American stock markets. The United States experienced four historic circuit breakers. This paper selects four representative indices from the Chinese and American stock markets, namely the CSI 300 Index, the Shanghai Composite Index, the S&P 500 Index, and the Dow Jones Industrial Average. Closing prices from January 2, 2018, to January 4, 2022, are selected, with January 2, 2020, serving as the dividing point. The time span is divided into pre-pandemic and post-pandemic periods to investigate the volatility spillover effects of Chinese and American stock indices under the backdrop of the COVID-19 pandemic. We employs the DCC-GARCH model to empirically analyze and quantify the volatility spillover effects of Chinese and American stock indices. Results reveal that under the backdrop of the pandemic, the volatility spillover effects between Chinese and American stock indices intensified. As time progressed, these effects gradually stabilized and began to decrease slowly. Based on the research findings, we provide relevant recommendations for policymakers’ and investors’ perspectives.
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基于 DCC-GARCH 模型的 COVID-19 背景下中美股指的波动溢出效应
2020 年的 COVID-19 大流行对全球经济产生了重大影响,导致中国和美国股市下滑。美国经历了四次历史性断路。本文选取了中美股市的四个代表性指数,即沪深 300 指数、上证综指、标普 500 指数和道琼斯工业平均指数。以 2020 年 1 月 2 日为分界点,选取了 2018 年 1 月 2 日至 2022 年 1 月 4 日的收盘价。时间跨度分为疫情前和疫情后两个阶段,研究 COVID-19 疫情背景下中美股指的波动溢出效应。我们采用 DCC-GARCH 模型对中美股指的波动溢出效应进行了实证分析和量化。结果显示,在大流行病背景下,中美股指之间的波动溢出效应增强。随着时间的推移,这种效应逐渐趋于稳定,并开始缓慢下降。基于研究结果,我们从政策制定者和投资者的角度提出了相关建议。
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