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

Authors :
James, Nick
Menzies, Max
Gottwald, Georg A.
Source :
Physica A. Oct2022, Vol. 604, pN.PAG-N.PAG. 1p.
Publication Year :
2022

Abstract

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. • We analyse 20 years of US daily stock price data. • PCA and graph theoretic diagnostics quantify the degree of financial market collectivity. • A new sampling procedure compares diversification within and across equity sectors. • A best-value portfolio consisting of 36 equities from 9 sectors is found. • Our portfolio diversification findings may provide cheap diversification for retail investors. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03784371
Volume :
604
Database :
Academic Search Index
Journal :
Physica A
Publication Type :
Academic Journal
Accession number :
158745181
Full Text :
https://doi.org/10.1016/j.physa.2022.127682