IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2206.02854.html
   My bibliography  Save this paper

ESG-Valued Portfolio Optimization and Dynamic Asset Pricing

Author

Listed:
  • Davide Lauria
  • W. Brent Lindquist
  • Stefan Mittnik
  • Svetlozar T. Rachev

Abstract

ESG ratings provide a quantitative measure for socially responsible investment. We present a unified framework for incorporating numeric ESG ratings into dynamic pricing theory. Specifically, we introduce an ESG-valued return that is a linearly constrained transformation of financial return and ESG score. This leads to a more complex portfolio optimization problem in a space governed by reward, risk and ESG score. The framework preserves the traditional risk aversion parameter and introduces an ESG affinity parameter. We apply this framework to develop ESG-valued: portfolio optimization; capital market line; risk measures; option pricing; and the computation of shadow riskless rates.

Suggested Citation

  • Davide Lauria & W. Brent Lindquist & Stefan Mittnik & Svetlozar T. Rachev, 2022. "ESG-Valued Portfolio Optimization and Dynamic Asset Pricing," Papers 2206.02854, arXiv.org.
  • Handle: RePEc:arx:papers:2206.02854
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2206.02854
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ga-Young Jang & Hyoung-Goo Kang & Ju-Yeong Lee & Kyounghun Bae, 2020. "ESG Scores and the Credit Market," Sustainability, MDPI, vol. 12(8), pages 1-13, April.
    2. Bannier, Christina E. & Bofinger, Yannik & Rock, Björn, 2022. "Corporate social responsibility and credit risk," Finance Research Letters, Elsevier, vol. 44(C).
    3. Thomas Berry & Joan Junkus, 2013. "Socially Responsible Investing: An Investor Perspective," Journal of Business Ethics, Springer, vol. 112(4), pages 707-720, February.
    4. Frittelli, Marco & Rosazza Gianin, Emanuela, 2002. "Putting order in risk measures," Journal of Banking & Finance, Elsevier, vol. 26(7), pages 1473-1486, July.
    5. Emiel Duuren & Auke Plantinga & Bert Scholtens, 2016. "ESG Integration and the Investment Management Process: Fundamental Investing Reinvented," Journal of Business Ethics, Springer, vol. 138(3), pages 525-533, October.
    6. Gasser, Stephan M. & Rammerstorfer, Margarethe & Weinmayer, Karl, 2017. "Markowitz revisited: Social portfolio engineering," European Journal of Operational Research, Elsevier, vol. 258(3), pages 1181-1190.
    7. Hao Liang & Luc Renneboog, 2017. "On the Foundations of Corporate Social Responsibility," Journal of Finance, American Finance Association, vol. 72(2), pages 853-910, April.
    8. Harry Markowitz, 1952. "Portfolio Selection," Journal of Finance, American Finance Association, vol. 7(1), pages 77-91, March.
    9. Marco Avellaneda & Robert Buff & Craig Friedman & Nicolas Grandechamp & Lukasz Kruk & Joshua Newman, 2001. "Weighted Monte Carlo: A New Technique For Calibrating Asset-Pricing Models," International Journal of Theoretical and Applied Finance (IJTAF), World Scientific Publishing Co. Pte. Ltd., vol. 4(01), pages 91-119.
    10. 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.
    11. Alexei Chekhlov & Stanislav Uryasev & Michael Zabarankin, 2005. "Drawdown Measure In Portfolio Optimization," International Journal of Theoretical and Applied Finance (IJTAF), World Scientific Publishing Co. Pte. Ltd., vol. 8(01), pages 13-58.
    12. Svetlozar T. Rachev & Stoyan V. Stoyanov & Frank J. Fabozzi, 2017. "Financial Markets With No Riskless (Safe) Asset," International Journal of Theoretical and Applied Finance (IJTAF), World Scientific Publishing Co. Pte. Ltd., vol. 20(08), pages 1-24, December.
    13. Philipp Krueger & Zacharias Sautner & Laura T Starks, 2020. "The Importance of Climate Risks for Institutional Investors," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1067-1111.
    14. Monica Billio & Michele Costola & Iva Hristova & Carmelo Latino & Loriana Pelizzon, 2021. "Inside the ESG ratings: (Dis)agreement and performance," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(5), pages 1426-1445, September.
    15. Samuel M. Hartzmark & Abigail B. Sussman, 2019. "Do Investors Value Sustainability? A Natural Experiment Examining Ranking and Fund Flows," Journal of Finance, American Finance Association, vol. 74(6), pages 2789-2837, December.
    16. Hiroshi Konno & Hiroaki Yamazaki, 1991. "Mean-Absolute Deviation Portfolio Optimization Model and Its Applications to Tokyo Stock Market," Management Science, INFORMS, vol. 37(5), pages 519-531, May.
    17. Kanamura, Takashi, 2021. "Risk Mitigation and Return Resilience for High Yield Bond ETFs with ESG Components," Finance Research Letters, Elsevier, vol. 41(C).
    18. Roland Bénabou & Jean Tirole, 2010. "Individual and Corporate Social Responsibility," Economica, London School of Economics and Political Science, vol. 77(305), pages 1-19, January.
    19. Black, Fischer, 1995. "Interest Rates as Options," Journal of Finance, American Finance Association, vol. 50(5), pages 1371-1376, December.
    20. Kolm, Petter N. & Tütüncü, Reha & Fabozzi, Frank J., 2014. "60 Years of portfolio optimization: Practical challenges and current trends," European Journal of Operational Research, Elsevier, vol. 234(2), pages 356-371.
    21. Lwin, Khin T. & Qu, Rong & MacCarthy, Bart L., 2017. "Mean-VaR portfolio optimization: A nonparametric approach," European Journal of Operational Research, Elsevier, vol. 260(2), pages 751-766.
    22. Philippe Artzner & Freddy Delbaen & Jean‐Marc Eber & David Heath, 1999. "Coherent Measures of Risk," Mathematical Finance, Wiley Blackwell, vol. 9(3), pages 203-228, July.
    23. J. Tobin, 1958. "Liquidity Preference as Behavior Towards Risk," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 25(2), pages 65-86.
    24. Francesco Cesarone & Manuel Luis Martino & Alessandra Carleo, 2022. "Does ESG Impact Really Enhance Portfolio Profitability?," Sustainability, MDPI, vol. 14(4), pages 1-28, February.
    25. Karl V. Lins & Henri Servaes & Ane Tamayo, 2017. "Social Capital, Trust, and Firm Performance: The Value of Corporate Social Responsibility during the Financial Crisis," Journal of Finance, American Finance Association, vol. 72(4), pages 1785-1824, August.
    26. Robert Fernandez & Nicholas Elfner, 2015. "ESG Integration in Corporate Fixed Income," Journal of Applied Corporate Finance, Morgan Stanley, vol. 27(2), pages 64-72, June.
    27. 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.
    28. Anna Höchstädter & Barbara Scheck, 2015. "What’s in a Name: An Analysis of Impact Investing Understandings by Academics and Practitioners," Journal of Business Ethics, Springer, vol. 132(2), pages 449-475, December.
    29. Renata Mansini & Włodzimierz Ogryczak & M. Speranza, 2007. "Conditional value at risk and related linear programming models for portfolio optimization," Annals of Operations Research, Springer, vol. 152(1), pages 227-256, July.
    30. Guillermo Badía & Vicente Pina & Lourdes Torres, 2019. "Financial Performance of Government Bond Portfolios Based on Environmental, Social and Governance Criteria," Sustainability, MDPI, vol. 11(9), pages 1-13, April.
    31. Yihui Pan & Elena S. Pikulina & Stephan Siegel & Tracy Yue Wang, 2022. "Do Equity Markets Care about Income Inequality? Evidence from Pay Ratio Disclosure," Journal of Finance, American Finance Association, vol. 77(2), pages 1371-1411, April.
    32. Markus Hirschberger & Ralph E. Steuer & Sebastian Utz & Maximilian Wimmer & Yue Qi, 2013. "Computing the Nondominated Surface in Tri-Criterion Portfolio Selection," Operations Research, INFORMS, vol. 61(1), pages 169-183, February.
    33. Torsten Ehlers & Frank Packer, 2017. "Green bond finance and certification," BIS Quarterly Review, Bank for International Settlements, September.
    34. Utz, Sebastian & Wimmer, Maximilian & Steuer, Ralph E., 2015. "Tri-criterion modeling for constructing more-sustainable mutual funds," European Journal of Operational Research, Elsevier, vol. 246(1), pages 331-338.
    35. 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.
    36. Marco Avellaneda & Robert Buff & Craig Friedman & Nicolas Grandechamp & Lukasz Kruk & Joshua Newman, 2001. "Weighted Monte Carlo: A New Technique For Calibrating Asset-Pricing Models," World Scientific Book Chapters, in: Marco Avellaneda (ed.), Quantitative Analysis In Financial Markets Collected Papers of the New York University Mathematical Finance Seminar(Volume II), chapter 9, pages 239-265, World Scientific Publishing Co. Pte. Ltd..
    37. 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.
    38. Dan Daugaard, 2020. "Emerging new themes in environmental, social and governance investing: a systematic literature review," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(2), pages 1501-1530, June.
    39. Aaron K. Chatterji & Rodolphe Durand & David I. Levine & Samuel Touboul, 2016. "Do ratings of firms converge? Implications for managers, investors and strategy researchers," Strategic Management Journal, Wiley Blackwell, vol. 37(8), pages 1597-1614, August.
    40. Black, Fischer, 1972. "Capital Market Equilibrium with Restricted Borrowing," The Journal of Business, University of Chicago Press, vol. 45(3), pages 444-455, July.
    41. Amelia Bilbao-Terol & Mar Arenas-Parra & Verónica Cañal-Fernández & Celia Bilbao-Terol, 2013. "Selection of Socially Responsible Portfolios Using Hedonic Prices," Journal of Business Ethics, Springer, vol. 115(3), pages 515-529, July.
    42. Kirby, Chris & Ostdiek, Barbara, 2012. "It’s All in the Timing: Simple Active Portfolio Strategies that Outperform Naïve Diversification," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(2), pages 437-467, April.
    43. Harry Markowitz, 1956. "The optimization of a quadratic function subject to linear constraints," Naval Research Logistics Quarterly, John Wiley & Sons, vol. 3(1‐2), pages 111-133, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Nancy Asare Nyarko & Bhathiya Divelgama & Jagdish Gnawali & Blessing Omotade & Svetlozar T. Rachev & Peter Yegon, 2023. "Exploring Dynamic Asset Pricing within Bachelier’s Market Model," JRFM, MDPI, vol. 16(8), pages 1-18, July.
    2. Nancy Asare Nyarko & Bhathiya Divelgama & Jagdish Gnawali & Blessing Omotade & Svetlozar Rachev & Peter Yegon, 2023. "Exploring Dynamic Asset Pricing within Bachelier Market Model," Papers 2307.04059, arXiv.org.
    3. Yuan Hu & W. Brent Lindquist & Svetlozar T. Rachev & Frank J. Fabozzi, 2023. "Option pricing using a skew random walk pricing tree," Papers 2303.17014, arXiv.org.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gallucci, Carmen & Santulli, Rosalia & Lagasio, Valentina, 2022. "The conceptualization of environmental, social and governance risks in portfolio studies A systematic literature review," Socio-Economic Planning Sciences, Elsevier, vol. 84(C).
    2. Staněk Gyönyör, Lucie & Horváth, Matúš, 2024. "Does ESG affect stock market dependence? An empirical exploration of S&P 1200 companies shows the divergent nature of E–S–G pillars," Research in International Business and Finance, Elsevier, vol. 69(C).
    3. Ferriani, Fabrizio, 2023. "Issuing bonds during the Covid-19 pandemic: Was there an ESG premium?," International Review of Financial Analysis, Elsevier, vol. 88(C).
    4. Valeria D’Amato & Rita D’Ecclesia & Susanna Levantesi, 2022. "ESG score prediction through random forest algorithm," Computational Management Science, Springer, vol. 19(2), pages 347-373, June.
    5. Billio, Monica & Costola, Michele & Hristova, Iva & Latino, Carmelo & Pelizzon, Loriana, 2022. "Sustainable finance: A journey toward ESG and climate risk," SAFE Working Paper Series 349, Leibniz Institute for Financial Research SAFE.
    6. Francesco Cesarone & Manuel Luis Martino & Federica Ricca & Andrea Scozzari, 2023. "Managing ESG Ratings Disagreement in Sustainable Portfolio Selection," Papers 2312.10739, arXiv.org.
    7. Marzhan Beisenbina & Laura Fabregat‐Aibar & Maria‐Glòria Barberà‐Mariné & Maria‐Teresa Sorrosal‐Forradellas, 2023. "The burgeoning field of sustainable investment: Past, present and future," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(2), pages 649-667, April.
    8. Yuan Hu & W. Brent Lindquist & Svetlozar T. Rachev, 2022. "ESG-valued discrete option pricing in complete markets," Papers 2209.06276, arXiv.org.
    9. Halit Gonenc & Bert Scholtens, 2019. "Responsibility and Performance Relationship in the Banking Industry," Sustainability, MDPI, vol. 11(12), pages 1-49, June.
    10. Valeria D’Amato & Rita D’Ecclesia & Susanna Levantesi, 2021. "Fundamental ratios as predictors of ESG scores: a machine learning approach," Decisions in Economics and Finance, Springer;Associazione per la Matematica, vol. 44(2), pages 1087-1110, December.
    11. Zou, Jin & Yan, Jingzhou & Deng, Guoying, 2023. "ESG rating confusion and bond spreads," Economic Modelling, Elsevier, vol. 129(C).
    12. Lestari, Jenjang Sri & Frömmel, Michael, 2024. "Socially responsible investments: doing good while doing well in developed versus emerging markets?," Research in International Business and Finance, Elsevier, vol. 69(C).
    13. Avramov, Doron & Cheng, Si & Lioui, Abraham & Tarelli, Andrea, 2022. "Sustainable investing with ESG rating uncertainty," Journal of Financial Economics, Elsevier, vol. 145(2), pages 642-664.
    14. P. Kumar & Jyotirmayee Behera & A. K. Bhurjee, 2022. "Solving mean-VaR portfolio selection model with interval-typed random parameter using interval analysis," OPSEARCH, Springer;Operational Research Society of India, vol. 59(1), pages 41-77, March.
    15. Wang, Haijun & Jiao, Shuaipeng & Ge, Chen & Sun, Guanglin, 2024. "Corporate ESG rating divergence and excess stock returns," Energy Economics, Elsevier, vol. 129(C).
    16. Koenigsmarck, Markus & Geissdoerfer, Martin, 2023. "Shifting the Focus to Measurement: A Review of Socially Responsible Investing and Sustainability Indicators," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 136617, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    17. Amelia Bilbao-Terol & Mar Arenas-Parra & Verónica Cañal-Fernández & Celia Bilbao-Terol, 2016. "Multi-criteria decision making for choosing socially responsible investment within a behavioral portfolio theory framework: a new way of investing into a crisis environment," Annals of Operations Research, Springer, vol. 247(2), pages 549-580, December.
    18. Eisenkopf, Jana & Juranek, Steffen & Walz, Uwe, 2021. "Responsible investment and stock market shocks: Short-term insurance and persistent outperformance post-crisis?," SAFE Working Paper Series 329, Leibniz Institute for Financial Research SAFE.
    19. Felipe Arias Fogliano de Souza Cunha & Erick Meira & Renato J. Orsato, 2021. "Sustainable finance and investment: Review and research agenda," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 3821-3838, December.
    20. 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).

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:arx:papers:2206.02854. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.