{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T18:12:56Z","timestamp":1778868776705,"version":"3.51.4"},"reference-count":55,"publisher":"Public Library of Science (PLoS)","issue":"5","license":[{"start":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T00:00:00Z","timestamp":1778803200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["www.plosone.org"],"crossmark-restriction":false},"short-container-title":["PLoS One"],"abstract":"<jats:p>\n                    Portfolio diversification is a central theme in modern investment theory. We revisit the classic return\u2013risk trade-off and propose an alternative objective\n                    <jats:inline-formula id=\"pone.0348577.e001\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pone.0348577.e001g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pone.0348577.e001\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M1\">\n                          <mml:mrow>\n                            <mml:msub>\n                              <mml:mi>Q<\/mml:mi>\n                              <mml:mi>\u03bb<\/mml:mi>\n                            <\/mml:msub>\n                            <mml:mo stretchy=\"false\">(<\/mml:mo>\n                            <mml:mi>w<\/mml:mi>\n                            <mml:mo stretchy=\"false\">)<\/mml:mo>\n                            <mml:mo>=<\/mml:mo>\n                            <mml:msup>\n                              <mml:mi>\u03bc<\/mml:mi>\n                              <mml:mo>\u22a4<\/mml:mo>\n                            <\/mml:msup>\n                            <mml:mi>w<\/mml:mi>\n                            <mml:mo>+<\/mml:mo>\n                            <mml:mi>\u03bb<\/mml:mi>\n                            <mml:mo stretchy=\"false\">(<\/mml:mo>\n                            <mml:msup>\n                              <mml:mi>w<\/mml:mi>\n                              <mml:mo>\u22a4<\/mml:mo>\n                            <\/mml:msup>\n                            <mml:mo>\u03a3<\/mml:mo>\n                            <mml:mi>w<\/mml:mi>\n                            <mml:msup>\n                              <mml:mo stretchy=\"false\">)<\/mml:mo>\n                              <mml:mrow>\n                                <mml:mo>\u2212<\/mml:mo>\n                                <mml:mn>1<\/mml:mn>\n                                <mml:mo>\/<\/mml:mo>\n                                <mml:mn>2<\/mml:mn>\n                              <\/mml:mrow>\n                            <\/mml:msup>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    that balances higher expected returns with a direct penalty on portfolio volatility via the inverse standard deviation. This objective belongs to the axiomatic class of mean\u2013variance preferences (as formalised by [1] for additively separable forms) and admits tractable solutions, including a closed-form characterisation in the two-asset case. In rolling out-of-sample backtests on standard Fama\u2013French equity portfolios with realistic trading costs and long-only constraints,\n                    <jats:inline-formula id=\"pone.0348577.e002\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pone.0348577.e002g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pone.0348577.e002\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M2\">\n                          <mml:mrow>\n                            <mml:msub>\n                              <mml:mi>Q<\/mml:mi>\n                              <mml:mi>\u03bb<\/mml:mi>\n                            <\/mml:msub>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    delivers statistically significantly lower realised volatility (paired t-test\n                    <jats:italic>p<\/jats:italic>\n                    \u2009&lt;\u20090.01) and shallower maximum drawdowns than the Sharpe-maximising benchmark, while maintaining average performance comparable to Markowitz, equal-weight, and risk-parity strategies. These advantages persist across major stress episodes (GFC, COVID-19, 2022 rate shock) and are robust over a wide range of the trade-off parameter\n                    <jats:inline-formula id=\"pone.0348577.e003\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pone.0348577.e003g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pone.0348577.e003\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M3\">\n                          <mml:mrow>\n                            <mml:mi>\u03bb<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    . The results position\n                    <jats:inline-formula id=\"pone.0348577.e004\">\n                      <jats:alternatives>\n                        <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pone.0348577.e004g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pone.0348577.e004\" xlink:type=\"simple\"\/>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M4\">\n                          <mml:mrow>\n                            <mml:msub>\n                              <mml:mi>Q<\/mml:mi>\n                              <mml:mi>\u03bb<\/mml:mi>\n                            <\/mml:msub>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    as a pragmatic alternative for investors who value smoother wealth paths and robust downside protection.\n                  <\/jats:p>","DOI":"10.1371\/journal.pone.0348577","type":"journal-article","created":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T17:37:51Z","timestamp":1778866671000},"page":"e0348577","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":0,"title":["An alternative strategy for balancing profit maximization and risk reduction"],"prefix":"10.1371","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7663-2675","authenticated-orcid":true,"given":"Youssef","family":"El Khatib","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Farangiz","family":"Mukhamedova","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"340","published-online":{"date-parts":[[2026,5,15]]},"reference":[{"key":"pone.0348577.ref001","doi-asserted-by":"crossref","first-page":"536","DOI":"10.1016\/j.jet.2015.10.001","article-title":"Mean-variance utility","volume":"160","author":"Y Nakamura","year":"2015","journal-title":"Journal of Economic Theory"},{"issue":"1","key":"pone.0348577.ref002","first-page":"77","article-title":"Portfolio Selection","volume":"7","author":"H Markowitz","year":"1952","journal-title":"The Journal of Finance"},{"key":"pone.0348577.ref003","doi-asserted-by":"crossref","first-page":"102836","DOI":"10.1016\/j.irfa.2023.102836","article-title":"A bibliometric review of portfolio diversification literature","volume":"90","author":"M Migliavacca","year":"2023","journal-title":"International Review of Financial Analysis"},{"key":"pone.0348577.ref004","doi-asserted-by":"crossref","first-page":"431","DOI":"10.1016\/j.irfa.2018.03.004","article-title":"Portfolio diversification with virtual currency: Evidence from bitcoin","volume":"63","author":"K Guesmi","year":"2019","journal-title":"International Review of Financial Analysis"},{"issue":"3","key":"pone.0348577.ref005","first-page":"835","article-title":"Diversification, Integration and Emerging Market Closed-End Funds","volume":"51","author":"G Bekaert","year":"1996","journal-title":"The Journal of Finance"},{"key":"pone.0348577.ref006","doi-asserted-by":"crossref","first-page":"101248","DOI":"10.1016\/j.ribaf.2020.101248","article-title":"Are cryptocurrencies a safe haven for equity markets? An international perspective from the COVID-19 pandemic","volume":"54","author":"T Conlon","year":"2020","journal-title":"Res Int Bus Finance"},{"issue":"4","key":"pone.0348577.ref007","doi-asserted-by":"crossref","first-page":"467","DOI":"10.1016\/0261-5606(95)00023-8","article-title":"Home bias and high turnover","volume":"14","author":"LL Tesar","year":"1995","journal-title":"Journal of International Money and Finance"},{"issue":"3","key":"pone.0348577.ref008","doi-asserted-by":"crossref","first-page":"559","DOI":"10.1016\/j.jfineco.2016.01.003","article-title":"Ambiguity aversion and household portfolio choice puzzles: Empirical evidence","volume":"119","author":"SG Dimmock","year":"2016","journal-title":"J financ econ"},{"key":"pone.0348577.ref009","doi-asserted-by":"crossref","first-page":"101646","DOI":"10.1016\/j.irfa.2020.101646","article-title":"Return connectedness across asset classes around the COVID-19 outbreak","volume":"73","author":"E Bouri","year":"2021","journal-title":"International Review of Financial Analysis"},{"issue":"2","key":"pone.0348577.ref010","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1016\/S0378-4266(96)00032-5","article-title":"Portfolio selection and skewness: Evidence from international stock markets","volume":"21","author":"P Chunhachinda","year":"1997","journal-title":"Journal of Banking & Finance"},{"issue":"5","key":"pone.0348577.ref011","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1016\/j.irfa.2011.07.002","article-title":"Do optimal diversification strategies outperform the 1\/N strategy in U.K. stock returns?","volume":"20","author":"J Fletcher","year":"2011","journal-title":"International Review of Financial Analysis"},{"issue":"5","key":"pone.0348577.ref012","first-page":"425","article-title":"Multi-asset portfolio optimization and asset allocation: A comparison of benchmark approaches and the Black-Litterman model","volume":"23","author":"W Bessler","year":"2017","journal-title":"The European Journal of Finance"},{"issue":"3","key":"pone.0348577.ref013","doi-asserted-by":"crossref","first-page":"353","DOI":"10.2307\/2330969","article-title":"How Many Stocks Make a Diversified Portfolio?","volume":"22","author":"M Statman","year":"1987","journal-title":"The Journal of Financial and Quantitative Analysis"},{"key":"pone.0348577.ref014","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.eneco.2016.12.011","article-title":"Dynamic spillover effects among crude oil, precious metal, and agricultural commodity futures markets","volume":"62","author":"SH Kang","year":"2017","journal-title":"Energy Economics"},{"issue":"3","key":"pone.0348577.ref015","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1016\/j.intfin.2005.02.005","article-title":"Risk and return implications from investing in emerging European stock markets","volume":"16","author":"T Syriopoulos","year":"2006","journal-title":"Journal of International Financial Markets, Institutions and Money"},{"issue":"1","key":"pone.0348577.ref016","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1016\/j.jfineco.2011.02.009","article-title":"International diversification with frontier markets","volume":"101","author":"D Berger","year":"2011","journal-title":"Journal of Financial Economics"},{"key":"pone.0348577.ref017","doi-asserted-by":"crossref","first-page":"102005","DOI":"10.1016\/j.irfa.2021.102005","article-title":"Covid-19 pandemic and spillover effects in stock markets: A financial network approach","volume":"80","author":"A Samitas","year":"2022","journal-title":"Int Rev Financ Anal"},{"issue":"3","key":"pone.0348577.ref018","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1007\/s11408-020-00352-6","article-title":"Diversification and portfolio theory: a review","volume":"34","author":"GB Koumou","year":"2020","journal-title":"Financ Mark Portf Manag"},{"issue":"45","key":"pone.0348577.ref019","doi-asserted-by":"crossref","first-page":"7175","DOI":"10.1080\/00036846.2024.2387868","article-title":"The influential impacts of international dynamic spillovers in forming investor preferences: a quantile-VAR and GDCC-GARCH perspective","volume":"57","author":"KA Dimitriadis","year":"2024","journal-title":"Applied Economics"},{"key":"pone.0348577.ref020","article-title":"Distributional and Tail\u2010Dependent Perspectives in Economic Relationships: A Review of Quantile Regression Application","author":"S Ul\u2010Durar","year":"2025","journal-title":"Journal of Economic Surveys"},{"issue":"1","key":"pone.0348577.ref021","first-page":"169","article-title":"Diversification and equilibrium in securities markets","volume":"77","author":"J Werner","year":"1997","journal-title":"Journal of Economic Theory"},{"key":"pone.0348577.ref022","unstructured":"Hyung N, Pagan A, Savin NE. Portfolio Diversification Effects and Regular Variation. 2002. https:\/\/papers.tinbergen.nl\/01070.pdf"},{"key":"pone.0348577.ref023","article-title":"Diversification and the optimal construction of basis portfolios. 9461","author":"BN Lehmann","year":"2003"},{"issue":"12","key":"pone.0348577.ref024","doi-asserted-by":"crossref","first-page":"551","DOI":"10.3390\/jrfm14110551","article-title":"How many stocks are sufficient for equity portfolio diversification?","volume":"14","author":"A Zaimovic","year":"2021","journal-title":"Journal of Risk and Financial Management"},{"issue":"01","key":"pone.0348577.ref025","doi-asserted-by":"crossref","first-page":"114","DOI":"10.14738\/assrj.1201.18173","article-title":"Impact of Correlation on Risky Portfolio Choice, Diversification, and Performance","volume":"12","author":"D Kantarelis","year":"2025","journal-title":"ASSRJ"},{"key":"pone.0348577.ref026","unstructured":"Team IE. Protecting Portfolios Using Correlation Diversification. https:\/\/www.investopedia.com\/articles\/financial-theory\/09\/uncorrelated-assets-diversification.asp 2023."},{"key":"pone.0348577.ref027","author":"S Group","year":"2025"},{"key":"pone.0348577.ref028","unstructured":"Center RW. How diversification reduces risk: Some empirical evidence. 1973. https:\/\/rodneywhitecenter.wharton.upenn.edu\/wp-content\/uploads\/2014\/03\/73-28.pdf"},{"issue":"3","key":"pone.0348577.ref029","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1257\/0895330042162430","article-title":"The Capital Asset Pricing Model: Theory and Evidence","volume":"18","author":"EF Fama","year":"2004","journal-title":"Journal of Economic Perspectives"},{"key":"pone.0348577.ref030","first-page":"59","article-title":"Markowitz portfolio theory and capital asset pricing model for Kuala Lumpur stock exchange: A case revisited","volume":"6","author":"HS Lee","year":"2016","journal-title":"International Journal of Economics and Financial Issues"},{"key":"pone.0348577.ref031","unstructured":"Team IE. Understanding the CAPM: key formula, assumptions, and limitations. https:\/\/www.investopedia.com\/terms\/c\/capm.asp 2024."},{"key":"pone.0348577.ref032","unstructured":"Yegorov IV. CAPM and Diversification of the Investment Portfolio under Market Imperfection. SSRN Electronic Journal. 2009."},{"key":"pone.0348577.ref033","author":"HN Kazemi","year":"2009"},{"key":"pone.0348577.ref034","author":"J Johansson","year":"2021"},{"key":"pone.0348577.ref035","author":"G Costa","year":"2021"},{"issue":"4","key":"pone.0348577.ref036","doi-asserted-by":"crossref","first-page":"60","DOI":"10.3905\/jpm.2010.36.4.060","article-title":"The Properties of Equally Weighted Risk Contribution Portfolios","volume":"36","author":"S Maillard","year":"2010","journal-title":"JPM"},{"issue":"4","key":"pone.0348577.ref037","doi-asserted-by":"crossref","first-page":"1084","DOI":"10.1108\/EMJB-10-2022-0182","article-title":"Cryptocurrencies and portfolio diversification before and during COVID-19","volume":"19","author":"W Abdelmalek","year":"2024","journal-title":"EuroMed Journal of Business"},{"key":"pone.0348577.ref038","unstructured":"Gubaydullina Z, Spiwoks M. Portfolio diversification: an experimental study. 2009."},{"issue":"5","key":"pone.0348577.ref039","doi-asserted-by":"crossref","first-page":"565","DOI":"10.1080\/14697680802629384","article-title":"Portfolio diversification and value at risk under thick-tailedness","volume":"9","author":"R Ibragimov","year":"2009","journal-title":"Quantitative Finance"},{"key":"pone.0348577.ref040","article-title":"Global portfolio diversification for long-horizon investors. w24646","author":"L Viceira","year":"2018"},{"issue":"5","key":"pone.0348577.ref041","doi-asserted-by":"crossref","first-page":"1915","DOI":"10.1093\/rfs\/hhm075","article-title":"Optimal versus naive diversification: how inefficient is the 1\/N portfolio strategy?","volume":"22","author":"V DeMiguel","year":"2009","journal-title":"The Review of Financial Studies"},{"issue":"6","key":"pone.0348577.ref042","doi-asserted-by":"crossref","first-page":"365","DOI":"10.1057\/jam.2015.5","article-title":"Virtual currency, tangible return: Portfolio diversification with bitcoin","volume":"16","author":"M Bri\u00e8re","year":"2015","journal-title":"J Asset Manag"},{"issue":"2","key":"pone.0348577.ref043","doi-asserted-by":"crossref","first-page":"356","DOI":"10.1016\/j.ejor.2013.10.060","article-title":"60 Years of portfolio optimization: Practical challenges and current trends","volume":"234","author":"PN Kolm","year":"2014","journal-title":"European Journal of Operational Research"},{"issue":"4","key":"pone.0348577.ref044","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0301804","article-title":"Assessing portfolio diversification via two-sample graph kernel inference. A case study on the influence of ESG screening","volume":"19","author":"RL Gudmundarson","year":"2024","journal-title":"PLoS One"},{"issue":"5","key":"pone.0348577.ref045","doi-asserted-by":"crossref","first-page":"24","DOI":"10.3905\/jpm.2021.1.219","article-title":"Mean\u2013Variance Optimization for Asset Allocation","volume":"47","author":"JH Kim","year":"2021","journal-title":"JPM"},{"key":"pone.0348577.ref046","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1016\/j.econlet.2015.08.021","article-title":"Portfolio selection: An alternative approach","volume":"135","author":"A Hatemi-J","year":"2015","journal-title":"Economics Letters"},{"key":"pone.0348577.ref047","volume-title":"Robust portfolio optimization and management","author":"FJ Fabozzi","year":"2007"},{"key":"pone.0348577.ref048","doi-asserted-by":"crossref","first-page":"101548","DOI":"10.1016\/j.ribaf.2021.101548","article-title":"Exact solution for the portfolio diversification problem based on maximizing the risk adjusted return","volume":"59","author":"A Hatemi-J","year":"2022","journal-title":"Research in International Business and Finance"},{"issue":"2","key":"pone.0348577.ref049","doi-asserted-by":"crossref","first-page":"649","DOI":"10.1111\/0022-1082.00340","article-title":"Extreme Correlation of International Equity Markets","volume":"56","author":"F Longin","year":"2001","journal-title":"The Journal of Finance"},{"issue":"5","key":"pone.0348577.ref050","doi-asserted-by":"crossref","first-page":"2223","DOI":"10.1111\/0022-1082.00494","article-title":"No contagion, only interdependence: measuring stock market comovements","volume":"57","author":"KJ Forbes","year":"2002","journal-title":"The Journal of Finance"},{"issue":"5","key":"pone.0348577.ref051","doi-asserted-by":"crossref","first-page":"1915","DOI":"10.1093\/rfs\/hhm075","article-title":"Optimal versus naive diversification: How inefficient is the 1\/N portfolio strategy?","volume":"22","author":"V DeMiguel","year":"2009","journal-title":"Review of Financial Studies"},{"issue":"5","key":"pone.0348577.ref052","doi-asserted-by":"crossref","first-page":"28","DOI":"10.2469\/faj.v48.n5.28","article-title":"Global portfolio optimization","volume":"48","author":"F Black","year":"1992","journal-title":"Financial Analysts Journal"},{"issue":"4","key":"pone.0348577.ref053","doi-asserted-by":"crossref","first-page":"60","DOI":"10.3905\/jpm.2010.36.4.060","article-title":"The Properties of Equally Weighted Risk Contribution Portfolios","volume":"36","author":"S Maillard","year":"2010","journal-title":"JPM"},{"key":"pone.0348577.ref054","doi-asserted-by":"crossref","DOI":"10.1093\/0198296940.001.0001","volume-title":"Strategic Asset Allocation: Portfolio Choice for Long-Term Investors","author":"JY Campbell","year":"2002"},{"key":"pone.0348577.ref055","volume-title":"Modelling extremal events: for insurance and finance","author":"P Embrechts","year":"2013"}],"container-title":["PLOS One"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0348577","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T17:37:57Z","timestamp":1778866677000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0348577"}},"subtitle":[],"editor":[{"given":"Kyungwon","family":"Kim","sequence":"first","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2026,5,15]]},"references-count":55,"journal-issue":{"issue":"5","published-online":{"date-parts":[[2026,5,15]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pone.0348577","relation":{},"ISSN":["1932-6203"],"issn-type":[{"value":"1932-6203","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,15]]}}}