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Collective Dynamics, Diversification and Optimal Portfolio Construction for Cryptocurrencies

Since its conception, the cryptocurrency market has been frequently described as an immature market, characterized by significant swings in volatility and occasionally described as lacking rhyme or reason. There has been great speculation as to what role it plays in a diversified portfolio. For inst...

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Autores principales: James, Nick, Menzies, Max
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10297033/
https://www.ncbi.nlm.nih.gov/pubmed/37372275
http://dx.doi.org/10.3390/e25060931
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author James, Nick
Menzies, Max
author_facet James, Nick
Menzies, Max
author_sort James, Nick
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description Since its conception, the cryptocurrency market has been frequently described as an immature market, characterized by significant swings in volatility and occasionally described as lacking rhyme or reason. There has been great speculation as to what role it plays in a diversified portfolio. For instance, is cryptocurrency exposure an inflationary hedge or a speculative investment that follows broad market sentiment with amplified beta? We have recently explored similar questions with a clear focus on the equity market. There, our research revealed several noteworthy dynamics such as an increase in the market’s collective strength and uniformity during crises, greater diversification benefits across equity sectors (rather than within them), and the existence of a “best value” portfolio of equities. In essence, we can now contrast any potential signatures of maturity we identify in the cryptocurrency market and contrast these with the substantially larger, older and better-established equity market. This paper aims to investigate whether the cryptocurrency market has recently exhibited similar mathematical properties as the equity market. Instead of relying on traditional portfolio theory, which is grounded in the financial dynamics of equity securities, we adjust our experimental focus to capture the presumed behavioral purchasing patterns of retail cryptocurrency investors. Our focus is on collective dynamics and portfolio diversification in the cryptocurrency market, and examining whether previously established results in the equity market hold in the cryptocurrency market and to what extent. The results reveal nuanced signatures of maturity related to the equity market, including the fact that correlations collectively spike around exchange collapses, and identify an ideal portfolio size and spread across different groups of cryptocurrencies.
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spelling pubmed-102970332023-06-28 Collective Dynamics, Diversification and Optimal Portfolio Construction for Cryptocurrencies James, Nick Menzies, Max Entropy (Basel) Article Since its conception, the cryptocurrency market has been frequently described as an immature market, characterized by significant swings in volatility and occasionally described as lacking rhyme or reason. There has been great speculation as to what role it plays in a diversified portfolio. For instance, is cryptocurrency exposure an inflationary hedge or a speculative investment that follows broad market sentiment with amplified beta? We have recently explored similar questions with a clear focus on the equity market. There, our research revealed several noteworthy dynamics such as an increase in the market’s collective strength and uniformity during crises, greater diversification benefits across equity sectors (rather than within them), and the existence of a “best value” portfolio of equities. In essence, we can now contrast any potential signatures of maturity we identify in the cryptocurrency market and contrast these with the substantially larger, older and better-established equity market. This paper aims to investigate whether the cryptocurrency market has recently exhibited similar mathematical properties as the equity market. Instead of relying on traditional portfolio theory, which is grounded in the financial dynamics of equity securities, we adjust our experimental focus to capture the presumed behavioral purchasing patterns of retail cryptocurrency investors. Our focus is on collective dynamics and portfolio diversification in the cryptocurrency market, and examining whether previously established results in the equity market hold in the cryptocurrency market and to what extent. The results reveal nuanced signatures of maturity related to the equity market, including the fact that correlations collectively spike around exchange collapses, and identify an ideal portfolio size and spread across different groups of cryptocurrencies. MDPI 2023-06-13 /pmc/articles/PMC10297033/ /pubmed/37372275 http://dx.doi.org/10.3390/e25060931 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
James, Nick
Menzies, Max
Collective Dynamics, Diversification and Optimal Portfolio Construction for Cryptocurrencies
title Collective Dynamics, Diversification and Optimal Portfolio Construction for Cryptocurrencies
title_full Collective Dynamics, Diversification and Optimal Portfolio Construction for Cryptocurrencies
title_fullStr Collective Dynamics, Diversification and Optimal Portfolio Construction for Cryptocurrencies
title_full_unstemmed Collective Dynamics, Diversification and Optimal Portfolio Construction for Cryptocurrencies
title_short Collective Dynamics, Diversification and Optimal Portfolio Construction for Cryptocurrencies
title_sort collective dynamics, diversification and optimal portfolio construction for cryptocurrencies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10297033/
https://www.ncbi.nlm.nih.gov/pubmed/37372275
http://dx.doi.org/10.3390/e25060931
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