Associate Professor Chuanhai Zhang, a researcher of the base, has published a collaborative paper titled "The impact of Bitcoin futures introduction on spot price crash risk" in The European Journal of Finance.

Abstract: This paper examines the impact of Bitcoin futures introduction on the crash risk of spot Bitcoin prices. Using both time-series regression with a time dummy and a difference-in-differences (DID) framework, we find that crash risk, proxied by the negative conditional skewness (NCSKEW) and down-to-up volatility (DUVOL) of 5-minute intraday Bitcoin returns, declines significantly after the launch of Bitcoin futures. Robustness checks confirm that the findings are robust to changes in control variables, control cryptocurrencies, the sampling frequency for high-frequency returns, and an extended post-introduction period. Furthermore, we explore the moderating roles of market liquidity and investor attention. The crash-mitigating effect of Bitcoin futures is significantly more pronounced in periods of low liquidity and limited investor attention, suggesting that futures markets play a stronger role in enhancing information efficiency under such conditions.

Keywords: Cryptocurrency; Bitcoin futures; Bitcoin; crash risk

Link: https://doi.org/10.1080/1351847X.2025.2585971

Author profile

Chuanhai Zhang ,PhD, Associate Professor, School of Finance, Zhongnan University of Economics and Law. His research interests include financial markets, financial measurement and financial risk, as well as Fintech and big data. His research papers have been published in: Economic Research, Systems Engineering Theory and Practice, Journal of Management Engineering, Mathematical Statistics and Management, Journal of Econometrics, Quantitative Finance, Pacific-Basin Finance Journal, Finance Research Letters, International Review of Financial Analysis and Economic Modelling and other domestic and foreign journals.