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The effect of global crises on stock market correlations: Evidence from scalar regressions via functional data analysis

机译:全球危机对股票市场相关性的影响:通过功能数据分析进行标量回归的证据

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This paper presents a novel, mixed-frequency based regression approach, derived from functional data analysis (FDA), to analyze the effect of global crises on stock market correlations, using a long span of data, dating as far back as early 1800s, thus covering a wide range of global crises that have not yet been examined in the literature in this context. Focusing on the advanced nations in the G7 group, we observe heterogeneous effects of global crises on the convergence patterns across developed stock markets. While the post World War II period experienced a general rise in the level of correlations among developed stock market returns, we find that global crises in general have led to a stronger association of stock market returns in the US, UK and Canada, whereas the opposite holds when it comes to how European and Japanese stock markets co-move with the US. Overall, our results suggest that crises that are global in nature generally contribute to the convergence of global stock markets, while the effect largely depends on the context and nature of the crises that possibly drive the perception of risk and/or contagion in financial markets. From an investment perspective, our findings suggest that, in the wake of global crises, diversification benefits will be limited by moving funds across the US and UK stock markets whereas possible diversification benefits would have been possible during the crises-ridden period of the early twentieth century by holding positions in equities in the remaining G7 nations to supplement positions in the US. However, these diversification benefits seem to have frittered away in the post World War II period, highlighting the role of emerging markets and alternative assets to improve diversification benefits in the modern era. (C) 2019 Elsevier B.V. All rights reserved.
机译:本文介绍了一种新颖的基于混合频率的回归方法,该方法源自功能数据分析(FDA),可使用可追溯至1800年代的大量数据来分析全球危机对股市相关性的影响。涵盖了在此背景下尚未被文献研究的广泛的全球危机。重点关注七国集团中的先进国家,我们观察到全球危机对发达股票市场趋同模式的不同影响。尽管第二次世界大战后的发达股票市场收益之间的相关性水平普遍上升,但我们发现,总体而言,全球危机导致美国,英国和加拿大的股票市场收益之间的联系更加紧密,而相反关于欧洲和日本股市如何与美国共同发展的观点是成立的。总体而言,我们的结果表明,全球性危机通常会促进全球股票市场的趋同,而其影响在很大程度上取决于危机的背景和性质,这些危机可能会推动人们对金融市场的风险和/或传染性的认识。从投资的角度来看,我们的研究结果表明,在全球危机之后,通过在美国和英国股票市场上转移资金,多元化收益将受到限制,而在二十年代初充满危机的时期中可能获得多元化收益。通过在剩余的G7国家中持有股票头寸来补充美国的头寸。但是,这些多元化收益似乎在二战后就已消失了,突显了新兴市场和替代资产在改善现代多元化收益方面的作用。 (C)2019 Elsevier B.V.保留所有权利。

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