Popular cryptoassets(Bitcoin,Ethereum,and Dogecoin),Gold,and their relationships:volatility and correlation modeling  

作　　者：Stephen Zhang Ganesh Mani 

机构地区：[1]Cherry Creek High School,Greenwood Village,CO,80111,USA [2]School of Computer Science,Carnegie Mellon University,Pittsburgh,PA,15213,USA

出　　处：《Data Science and Management》2021年第4期30-39,共10页数据科学与管理（英文）

摘　　要：Cryptoassets have experienced dramatic volatility in their prices,especially during the COVID-19 pandemic era.This pilot study explores the volatility asymmetry and correlations among three popular cryptoassets(Bitcoin,Ethereum,and Dogecoin)as well as Gold.Multiple Generalized Autoregressive Conditional Heteroskedasticity(GARCH)models are analyzed.We find that positive shocks have a greater impact on the volatility of these financial assets than negative shocks of the same magnitude,perhaps a manifestation of the fear of missing out(FOMO)effect.Our research is one of the first to use COVID-19-period volatility of financial assets(in-sample data)to forecast their later COVID-19-period volatility(out-of-sample data).This forecast accuracy is compared to that produced by forecasts using the same out-of-sample data and a longer in-sample data.Our results indicate that generally,the larger in-sample dataset gives a higher forecast accuracy though the smaller in-sample dataset is from the same regime as the out-of-sample data.We also evaluate the correlations among the assets using the Dynamic Conditional Correlation(DCC)framework and find that there is an elevated positive correlation between Gold and Bitcoin during the past two years.The Gold-Bitcoin correlation hit its peak during the peak of the COVID-19 pandemic and then fell back to around zero in July 2021 when the pandemic crisis eased.Unsurprisingly,there is a strong positive correlation among the cryptocurrencies.Pairwise correlation among all four assets was stronger during the COVID-19 pandemic.Such continuing analysis can inform portfolio asset allocation as well as general financial policy decisions.

关 键 词：Cryptocurrencies Bitcoin Ethereum Dogecoin GOLD Correlation Leverage effect EGARCH GJR-GARCH MGARCH DCC 

分 类 号：F42[经济管理—产业经济]