欧洲金融危机中的新闻流、网络关注与极端回报

Andreas S. Chouliaras, Theoharry Grammatikos
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引用次数: 7

摘要

我们研究了三组国家之间股市传染效应的存在:欧元外围国家(葡萄牙、爱尔兰、意大利、希腊、西班牙)、欧元核心国家(德国、法国、荷兰、芬兰、比利时)和主要欧盟国家(但不是欧元区国家)(瑞典、英国、波兰、捷克共和国、丹麦)。利用2004年1月至2013年3月的每日股市数据,在危机前和欧元危机时期,欧元外围国家以及从欧元外围国家到非欧元国家和欧元核心国家,边际分布的尾部存在传染效应。在比较这两个时期时,我们没有发现传染机制有显著变化,但在欧元危机时期,极端收益的幅度更高。最后,我们提出了极端股市收益、网络关注指数和两个新闻流因素之间的联系。欧元外围国家网络关注和新闻流变量显著影响欧元外围国家、非欧元国家和欧元核心国家极端触底回报的概率。在大多数情况下,这种影响是不对称的,因为欧元区外围网络关注和新闻流因素不影响极端最高回报的概率,只有少数例外。在危机时期,更多的网络关注和更多的坏消息与集团内部和集团之间的极端底部回报的更高可能性有关。格兰杰因果检验表明,新闻悲观主义和新闻相关因素与股市走势呈双向因果关系,而网络搜索量指数(SVI)单向格兰杰原因股票市场和极端底部回报在三个国家组中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
News Flow, Web Attention and Extreme Returns in the European Financial Crisis
We examine the existence of stock market contagion effects among three groups of countries: the Euro-periphery countries (Portugal, Ireland, Italy, Greece, Spain), the Euro-core countries (Germany, France, the Netherlands, Finland, Belgium), and the major European Union - but not euro-countries (Sweden, UK, Poland, Czech Republic, Denmark). Using daily stock market data from January 2004 till March 2013, contagion effects for the tails of the marginal distributions are present for the Pre-crisis and the Euro-crisis periods within the Euro-periphery countries and from the Euro-periphery group to the Non-Euro and the Euro-core groups. We do not find a significant change in the contagion transmission mechanism when comparing the two periods, but for the Euro-crisis periods the extreme returns have a higher magnitude. Finally, we propose a connection between extreme stock market returns, the Web Attention index and two News Flow factors. The Euro-periphery Web Attention and News Flow variables significantly affect the probabilities of extreme bottom returns for the Euro-periphery, the Non-euro and the Euro-core groups. The effect is asymmetric in most of the cases since the Euro-periphery Web Attention and News Flow factors do not affect the probabilities of extreme top returns, with a few exceptions. More Web Attention and more bad news for the Euro-periphery in times of crisis are associated with higher probabilities of extreme bottom returns within and across groups. Granger-causality tests show that the News Pessimism and the News Relevance factors exhibit a two-way causality with the stock market movements while the Web Search Volume Index (SVI) one-way Granger-causes stock markets and extreme bottom returns in the three country groups.
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