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Sustainable risk preferences on asset allocation: a higher order optimal portfolio study

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  • Díaz, Antonio
  • Escribano, Ana
  • Esparcia, Carlos

Abstract

This paper empirically investigates the financial performance of asset allocation strategies under “sustainable” risk preferences and conventional risk preferences. We assume that traditional investors and ESG investors behave differently in their investment decisions. The optimal portfolio choice is developed including dynamic higher order conditional co-moments and time-varying risk aversion. From an out-of-sample empirical experiment, we observe that this optimization technique provides much more stable optimal weights for the sustainable portfolio than for the traditional one. Based on both classical and downside-risk performance measures, active management in both portfolios outperforms the global market index. In this context, the non-inclusion of skewness and kurtosis leads to an underestimation of actual risk exposure. Finally, we provide empirical evidence that the sustainable portfolio largely outperformances the traditional investment.

Suggested Citation

  • Díaz, Antonio & Escribano, Ana & Esparcia, Carlos, 2024. "Sustainable risk preferences on asset allocation: a higher order optimal portfolio study," Journal of Behavioral and Experimental Finance, Elsevier, vol. 41(C).
  • Handle: RePEc:eee:beexfi:v:41:y:2024:i:c:s2214635024000029
    DOI: 10.1016/j.jbef.2024.100887
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    as
    1. Fama, Eugene F. & French, Kenneth R., 2007. "Disagreement, tastes, and asset prices," Journal of Financial Economics, Elsevier, vol. 83(3), pages 667-689, March.
    2. Hart, Oliver & Zingales, Luigi, 2017. "Companies Should Maximize Shareholder Welfare Not Market Value," Journal of Law, Finance, and Accounting, now publishers, vol. 2(2), pages 247-275, November.
    3. Andrew J. Patton, 2004. "On the Out-of-Sample Importance of Skewness and Asymmetric Dependence for Asset Allocation," Journal of Financial Econometrics, Oxford University Press, vol. 2(1), pages 130-168.
    4. Henke, Hans-Martin, 2016. "The effect of social screening on bond mutual fund performance," Journal of Banking & Finance, Elsevier, vol. 67(C), pages 69-84.
    5. Harry Markowitz, 1952. "Portfolio Selection," Journal of Finance, American Finance Association, vol. 7(1), pages 77-91, March.
    6. Roy van der Weide, 2002. "GO-GARCH: a multivariate generalized orthogonal GARCH model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 17(5), pages 549-564.
    7. Andrew Ang & Geert Bekaert, 2002. "International Asset Allocation With Regime Shifts," The Review of Financial Studies, Society for Financial Studies, vol. 15(4), pages 1137-1187.
    8. Benson, Karen L. & Humphrey, Jacquelyn E., 2008. "Socially responsible investment funds: Investor reaction to current and past returns," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1850-1859, September.
    9. Flannery, Mark J. & Hameed, Allaudeen S. & Harjes, Richard H., 1997. "Asset pricing, time-varying risk premia and interest rate risk," Journal of Banking & Finance, Elsevier, vol. 21(3), pages 315-335, March.
    10. Carol Alexander, 2000. "Orthogonal Methods for Generating Large Positive Semi-Definite Covariance Matrices," ICMA Centre Discussion Papers in Finance icma-dp2000-06, Henley Business School, University of Reading.
    11. Kris Boudt & Dries Cornilly & Tim Verdonck, 2020. "A Coskewness Shrinkage Approach for Estimating the Skewness of Linear Combinations of Random Variables [International Asset Allocation with Regime Shifts]," Journal of Financial Econometrics, Society for Financial Econometrics, vol. 18(1), pages 1-23.
    12. Lin, Yuehao & Lehnert, Thorsten & Wolff, Christian, 2019. "Skewness risk premium: Theory and empirical evidence," International Review of Financial Analysis, Elsevier, vol. 63(C), pages 174-185.
    13. Victor DeMiguel & Lorenzo Garlappi & Raman Uppal, 2009. "Optimal Versus Naive Diversification: How Inefficient is the 1-N Portfolio Strategy?," The Review of Financial Studies, Society for Financial Studies, vol. 22(5), pages 1915-1953, May.
    14. Eric Jondeau & Emmanuel Jurczenko & Michael Rockinger, 2018. "Moment Component Analysis: An Illustration With International Stock Markets," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 36(4), pages 576-598, October.
    15. Gunnar Friede & Timo Busch & Alexander Bassen, 2015. "ESG and financial performance: aggregated evidence from more than 2000 empirical studies," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 5(4), pages 210-233, October.
    16. Jérôme B. Detemple & Ren Garcia & Marcel Rindisbacher, 2003. "A Monte Carlo Method for Optimal Portfolios," Journal of Finance, American Finance Association, vol. 58(1), pages 401-446, February.
    17. Fred D. Arditti, 1967. "Risk And The Required Return On Equity," Journal of Finance, American Finance Association, vol. 22(1), pages 19-36, March.
    18. Justyna Przychodzen & Fernando Gómez-Bezares & Wojciech Przychodzen & Mikel Larreina, 2016. "ESG Issues among Fund Managers—Factors and Motives," Sustainability, MDPI, vol. 8(10), pages 1-19, October.
    19. Simon A. Broda & Marc S. Paolella, 2009. "CHICAGO: A Fast and Accurate Method for Portfolio Risk Calculation," Journal of Financial Econometrics, Oxford University Press, vol. 7(4), pages 412-436, Fall.
    20. John Y. Campbell & John Cochrane, 1999. "Force of Habit: A Consumption-Based Explanation of Aggregate Stock Market Behavior," Journal of Political Economy, University of Chicago Press, vol. 107(2), pages 205-251, April.
    21. Eric Jondeau & Michael Rockinger, 2006. "Optimal Portfolio Allocation under Higher Moments," European Financial Management, European Financial Management Association, vol. 12(1), pages 29-55, January.
    22. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    23. Sofia Anyfantaki & Antonis Demos, 2016. "Estimation and Properties of a Time-Varying EGARCH(1,1) in Mean Model," Econometric Reviews, Taylor & Francis Journals, vol. 35(2), pages 293-310, February.
    24. Nofsinger, John & Varma, Abhishek, 2014. "Socially responsible funds and market crises," Journal of Banking & Finance, Elsevier, vol. 48(C), pages 180-193.
    25. Pástor, Ľuboš & Stambaugh, Robert F. & Taylor, Lucian A., 2022. "Dissecting green returns," Journal of Financial Economics, Elsevier, vol. 146(2), pages 403-424.
    26. Kun Zhang & Laiwan Chan, 2009. "Efficient factor GARCH models and factor-DCC models," Quantitative Finance, Taylor & Francis Journals, vol. 9(1), pages 71-91.
    27. Joliet, Robert & Titova, Yulia, 2018. "Equity SRI funds vacillate between ethics and money: An analysis of the funds’ stock holding decisions," Journal of Banking & Finance, Elsevier, vol. 97(C), pages 70-86.
    28. Lassance, Nathan & Vrins, Frédéric, 2021. "Portfolio selection with parsimonious higher comoments estimation," Journal of Banking & Finance, Elsevier, vol. 126(C).
    29. Renneboog, Luc & Ter Horst, Jenke & Zhang, Chendi, 2011. "Is ethical money financially smart? Nonfinancial attributes and money flows of socially responsible investment funds," Journal of Financial Intermediation, Elsevier, vol. 20(4), pages 562-588, October.
    30. Dias, Gustavo Fruet, 2017. "The time-varying GARCH-in-mean model," Economics Letters, Elsevier, vol. 157(C), pages 129-132.
    31. Guidolin, Massimo & Timmermann, Allan, 2007. "Asset allocation under multivariate regime switching," Journal of Economic Dynamics and Control, Elsevier, vol. 31(11), pages 3503-3544, November.
    32. Pedersen, Lasse Heje & Fitzgibbons, Shaun & Pomorski, Lukasz, 2021. "Responsible investing: The ESG-efficient frontier," Journal of Financial Economics, Elsevier, vol. 142(2), pages 572-597.
    33. Alexios Ghalanos & Eduardo Rossi & Giovanni Urga, 2015. "Independent Factor Autoregressive Conditional Density Model," Econometric Reviews, Taylor & Francis Journals, vol. 34(5), pages 594-616, May.
    34. Elyasiani, Elyas & Mansur, Iqbal, 1998. "Sensitivity of the bank stock returns distribution to changes in the level and volatility of interest rate: A GARCH-M model," Journal of Banking & Finance, Elsevier, vol. 22(5), pages 535-563, May.
    35. Cotter, John & Hanly, Jim, 2010. "Time-varying risk aversion: An application to energy hedging," Energy Economics, Elsevier, vol. 32(2), pages 432-441, March.
    36. Balduzzi, Pierluigi & Lynch, Anthony W., 1999. "Transaction costs and predictability: some utility cost calculations," Journal of Financial Economics, Elsevier, vol. 52(1), pages 47-78, April.
    37. Ben Salah Mahdi, Ines & Boujelbène Abbes, Mouna, 2018. "Behavioral explanation for risk taking in Islamic and conventional banks," Research in International Business and Finance, Elsevier, vol. 45(C), pages 577-587.
    38. Hart, Oliver D. & Zingales, Luigi, 2017. "Companies Should Maximize Shareholder Welfare Not Market Value," Working Papers 267, The University of Chicago Booth School of Business, George J. Stigler Center for the Study of the Economy and the State.
    39. Kane, Alex, 1982. "Skewness Preference and Portfolio Choice," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 17(1), pages 15-25, March.
    40. repec:bla:jfinan:v:44:y:1989:i:2:p:307-25 is not listed on IDEAS
    41. Carol Alexander, 2002. "Principal Component Models for Generating Large GARCH Covariance Matrices," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 31(2), pages 337-359, July.
    42. Alexander Kempf & Peer Osthoff, 2007. "The Effect of Socially Responsible Investing on Portfolio Performance," European Financial Management, European Financial Management Association, vol. 13(5), pages 908-922, November.
    43. Levy, Haim, 1969. "A Utility Function Depending on the First Three Moments: Comment," Journal of Finance, American Finance Association, vol. 24(4), pages 715-719, September.
    44. Lionel Martellini & Volker Ziemann, 2010. "Improved Estimates of Higher-Order Comoments and Implications for Portfolio Selection," The Review of Financial Studies, Society for Financial Studies, vol. 23(4), pages 1467-1502, April.
    45. Engle, Robert F & Lilien, David M & Robins, Russell P, 1987. "Estimating Time Varying Risk Premia in the Term Structure: The Arch-M Model," Econometrica, Econometric Society, vol. 55(2), pages 391-407, March.
    46. Pflug, Georg Ch. & Pichler, Alois & Wozabal, David, 2012. "The 1/N investment strategy is optimal under high model ambiguity," Journal of Banking & Finance, Elsevier, vol. 36(2), pages 410-417.
    47. Auer, Benjamin R. & Schuhmacher, Frank, 2016. "Do socially (ir)responsible investments pay? New evidence from international ESG data," The Quarterly Review of Economics and Finance, Elsevier, vol. 59(C), pages 51-62.
    48. Rosenberg, Joshua V. & Engle, Robert F., 2002. "Empirical pricing kernels," Journal of Financial Economics, Elsevier, vol. 64(3), pages 341-372, June.
    49. Devaney, Michael, 2001. "Time varying risk premia for real estate investment trusts: A GARCH-M model," The Quarterly Review of Economics and Finance, Elsevier, vol. 41(3), pages 335-346.
    50. Campbell Harvey & John Liechty & Merrill Liechty & Peter Muller, 2010. "Portfolio selection with higher moments," Quantitative Finance, Taylor & Francis Journals, vol. 10(5), pages 469-485.
    51. Merrill W. Liechty & Ümit Sağlam, 2017. "Revealed preferences for portfolio selection – does skewness matter?," Applied Economics Letters, Taylor & Francis Journals, vol. 24(14), pages 968-971, August.
    52. Giovannini, Alberto & Jorion, Philippe, 1987. "Interest rates and risk premia in the stock market and in the foreign exchange market," Journal of International Money and Finance, Elsevier, vol. 6(1), pages 107-123, March.
    53. Olivier David Zerbib, 2022. "A Sustainable Capital Asset Pricing Model (S-CAPM): Evidence from Environmental Integration and Sin Stock Exclusion [Asset pricing with liquidity risk]," Review of Finance, European Finance Association, vol. 26(6), pages 1345-1388.
    54. Zakri Y. Bello, 2005. "Socially Responsible Investing And Portfolio Diversification," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 28(1), pages 41-57, March.
    55. Guido Abate & Ignazio Basile & Pierpaolo Ferrari, 2021. "The level of sustainability and mutual fund performance in Europe: An empirical analysis using ESG ratings," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(5), pages 1446-1455, September.
    56. Renneboog, Luc & Ter Horst, Jenke & Zhang, Chendi, 2008. "Socially responsible investments: Institutional aspects, performance, and investor behavior," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1723-1742, September.
    57. Henry L. Friedman & Mirko S. Heinle, 2016. "Taste, information, and asset prices: implications for the valuation of CSR," Review of Accounting Studies, Springer, vol. 21(3), pages 740-767, September.
    58. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
    59. Kempf, Alexander & Osthoff, Peer, 2007. "The effect of socially responsible investing on portfolio performance," CFR Working Papers 06-10, University of Cologne, Centre for Financial Research (CFR).
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    More about this item

    Keywords

    Risk aversion; Utility function; Sustainability; Portfolio choice; 4th order moments;
    All these keywords.

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G17 - Financial Economics - - General Financial Markets - - - Financial Forecasting and Simulation
    • G41 - Financial Economics - - Behavioral Finance - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making in Financial Markets
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth

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