论文标题

关于股票领域和内部的金融市场相关结构和多元化益处

On financial market correlation structures and diversification benefits across and within equity sectors

论文作者

James, Nick, Menzies, Max, Gottwald, Georg A.

论文摘要

我们研究了如何通过在股权内部和股票部门进行投资来评估股票投资组合多样化的潜在利益。我们分析了20年的美国股价数据,其中包括全球金融危机(GFC)和COVID-19市场崩溃以及金融稳定期,以确定股票投资组合的“全天气”性质。我们确定,可以使用日志返回的互相关矩阵的领先特征值以及图形诊断等图,以量化市场的集体行为或其子集的集体行为。我们确认,金融危机的特征是股票的高度集体行为,而金融稳定时期的集体行为则较少。我们认为,在集体行为增加的时期,基于部门的投资组合多元化的风险降低是无效的。利用集体程度作为多元化的替代性,我们对股本组合进行了广泛的抽样,以确认30-40股股票提供了足够多样化的旧财务格言。使用分层聚类,我们发现了一个“最佳价值”权益投资组合,用于多元化,由36个股票组成,从9个部门均匀采样。我们进一步表明,跨部门而不是内部多样化通常更有益。我们的发现对跨股票市场寻求广泛多元化的散户零售投资者具有影响。

We study how to assess the potential benefit of diversifying an equity portfolio by investing within and across equity sectors. We analyse 20 years of US stock price data, which includes the global financial crisis (GFC) and the COVID-19 market crash, as well as periods of financial stability, to determine the `all weather' nature of equity portfolios. We establish that one may use the leading eigenvalue of the cross-correlation matrix of log returns as well as graph-theoretic diagnostics such as modularity to quantify the collective behaviour of the market or a subset of it. We confirm that financial crises are characterised by a high degree of collective behaviour of equities, whereas periods of financial stability exhibit less collective behaviour. We argue that during times of increased collective behaviour, risk reduction via sector-based portfolio diversification is ineffective. Using the degree of collectivity as a proxy for the benefit of diversification, we perform an extensive sampling of equity portfolios to confirm the old financial adage that 30-40 stocks provide sufficient diversification. Using hierarchical clustering, we discover a `best value' equity portfolio for diversification consisting of 36 equities sampled uniformly from 9 sectors. We further show that it is typically more beneficial to diversify across sectors rather than within. Our findings have implications for cost-conscious retail investors seeking broad diversification across equity markets.

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