What Drives Bitcoin Volatility?

Hans Bystrom, D. Krygier
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引用次数: 9

Abstract

We look at the link between the volatility in the Bitcoin market and the volatility in other related traditional markets, i.e. the gold, currency and stock market. We also try to answer if the volatility in the Bitcoin market can be explained by retail investor-driven internet search volumes or, perhaps, by the general level of risk in the financial system, as measured by two market-wide risk indicators. We use daily, weekly as well as monthly data covering the period 2011 to 2017. Correlations and regressions reveal a weak but positive contemporaneous link between changes in the Bitcoin volatility and changes in the volatility of the trade weighted USD currency index. A stronger positive link is found between Bitcoin volatility and search pressures on Bitcoin-related words on Google, particularly for the word “bitcoin”. To further assess what drives Bitcoin volatility we turn to a VAR-analysis and impulse response functions which point at Google searches for the word “bitcoin”, and to some extent the USD currency index volatility, being the only determinants of future Bitcoin volatility. We then use our findings to make improved predictions of Bitcoin volatility based on Google search activity. Interestingly, the significant link that we find between Google search volumes and market volatility points at retail investors, rather than large institutions, being the most important drivers of Bitcoin volatility. We believe that we contribute to the literature in several ways and that our results could be of significant practical importance if the Bitcoin market continues to grow at the current speed.
比特币波动的原因?
我们研究了比特币市场的波动性与其他相关传统市场(即黄金、货币和股票市场)的波动性之间的联系。我们还试图回答,比特币市场的波动是否可以用散户驱动的互联网搜索量来解释,或者,也许,用两个市场风险指标衡量的金融体系的总体风险水平来解释。我们使用2011年至2017年期间的每日、每周和月度数据。相关性和回归显示,比特币波动率的变化与贸易加权美元货币指数波动率的变化之间存在微弱但积极的同期联系。在谷歌上,比特币的波动性与比特币相关词汇(尤其是“比特币”一词)的搜索压力之间存在更强的正相关关系。为了进一步评估驱动比特币波动的因素,我们转向var分析和脉冲响应函数,该函数指向谷歌搜索“比特币”这个词,在某种程度上,美元货币指数波动是未来比特币波动的唯一决定因素。然后,我们利用我们的发现,基于谷歌搜索活动对比特币波动率做出改进的预测。有趣的是,我们发现谷歌搜索量和市场波动之间的重要联系指向散户投资者,而不是大型机构,是比特币波动的最重要驱动因素。我们相信,我们以多种方式为文献做出了贡献,如果比特币市场继续以目前的速度增长,我们的结果可能具有重要的实际意义。
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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