TY - JOUR
T1 - Measuring quantile dependence and testing directional predictability between Bitcoin, altcoins and traditional financial assets
AU - Corbet, Shaen
AU - Katsiampa, Paraskevi
AU - Lau Chi Keung, Marco
PY - 2020/10/1
Y1 - 2020/10/1
N2 - This paper studies causal relationships and the potential of improving conditional quantile forecasting between Bitcoin and seven altcoin markets as well as between Bitcoin and three mainstream assets, namely gold, oil, and the S&P500, by applying the Granger-causality in distribution and in quantiles tests. We find significant bidirectional causality between Bitcoin and all altcoins and assets considered in the two distribution tails. An enhanced forecast of Bitcoin price returns is thus derived by conditioning on altcoins or assets and vice versa during extreme market conditions. However, under normal market conditions the results for the centre of the distribution of the Bitcoin price returns conditional on altcoins depend on both the altcoin considered and quantile under investigation. We also find evidence that Bitcoin is not isolated from financial markets, while this developing financial asset is a strong safe-haven for oil and a weak safe-haven for S&P500, but it cannot be considered as either a weak or strong safe-haven for gold. Our results reveal a more complete relationship between Bitcoin and altcoins as well as financial assets than was previously considered.
AB - This paper studies causal relationships and the potential of improving conditional quantile forecasting between Bitcoin and seven altcoin markets as well as between Bitcoin and three mainstream assets, namely gold, oil, and the S&P500, by applying the Granger-causality in distribution and in quantiles tests. We find significant bidirectional causality between Bitcoin and all altcoins and assets considered in the two distribution tails. An enhanced forecast of Bitcoin price returns is thus derived by conditioning on altcoins or assets and vice versa during extreme market conditions. However, under normal market conditions the results for the centre of the distribution of the Bitcoin price returns conditional on altcoins depend on both the altcoin considered and quantile under investigation. We also find evidence that Bitcoin is not isolated from financial markets, while this developing financial asset is a strong safe-haven for oil and a weak safe-haven for S&P500, but it cannot be considered as either a weak or strong safe-haven for gold. Our results reveal a more complete relationship between Bitcoin and altcoins as well as financial assets than was previously considered.
KW - Cryptocurrency
KW - Granger causality in distribution
KW - Directional predictability
KW - Cross-quantilogram
KW - Bitcoin
KW - Quantile Dependence
UR - http://www.scopus.com/inward/record.url?scp=85092467610&partnerID=8YFLogxK
U2 - 10.1016/j.irfa.2020.101571
DO - 10.1016/j.irfa.2020.101571
M3 - Article
VL - 71
JO - International Review of Financial Analysis
JF - International Review of Financial Analysis
SN - 1057-5219
M1 - 101571
ER -