Asset classes and portfolio diversification: evidence from a stochastic spanning approach

Abstract We propose a stochastic spanning approach to assess whether a traditional portfolio of stocks and bonds spans augmented portfolios including commodities, foreign exchange, and real estate. We empirically show that in all seven portfolio combinations, the augmented portfolio is not spanned by the traditional one. Our results are further confirmed by both parametric and non-parametric tests in an out-of-sample setting. Traditional investors face opportunity cost of up to 0.77% per month by not switching to an augmented portfolio including alternative asset classes. Additional analysis demonstrates that diversification benefits are stronger for times of declining economy and financial markets.

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Publication Details

Journal
Annals of Operations Research
Published
2025-10-17
DOI
https://doi.org/10.1007/s10479-025-06862-8
Primary Topic
Financial Markets and Investment Strategies
Type
article
Field-Weighted Citation Impact
0.00

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article

Asset classes and portfolio diversification: evidence from a stochastic spanning approach

Nikolas Topaloglou, Thomas Walther, Duc Khuong Nguyen
Annals of Operations Research
Financial Markets and Investment Strategies
article

Asset classes and portfolio diversification: evidence from a stochastic spanning approach

Nikolas Topaloglou, Thomas Walther, Duc Khuong Nguyen
article en

Abstract

Abstract We propose a stochastic spanning approach to assess whether a traditional portfolio of stocks and bonds spans augmented portfolios including commodities, foreign exchange, and real estate. We empirically show that in all seven portfolio combinations, the augmented portfolio is not spanned by the traditional one. Our results are further confirmed by both parametric and non-parametric tests in an out-of-sample setting. Traditional investors face opportunity cost of up to 0.77% per month by not switching to an augmented portfolio including alternative asset classes. Additional analysis demonstrates that diversification benefits are stronger for times of declining economy and financial markets.

Annals of Operations Research
Utrecht University (NL), Paris School of Business (FR), Prague University of Economics and Business (CZ), Vinci (France) (FR), Technische Universität Dresden (DE)
Egg Farmers of Canada, Grantová Agentura České Republiky
Openalex Percentile: Top 100%
Financial Markets and Investment Strategies
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