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A quantitative model of sustainability risk in finance

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  • Kanamura, Takashi

Abstract

We aim to formulate sustainability risk (Srisk) quantitatively in finance for the first time and validate the formulation by conducting empirical analyses. Applying the general sustainability concept to finance supported by existing studies proposes a new financial and quantitative model of Srisk defined by the price differences between sustainable and conventional assets and characterized by mean-reversion, cyclicity, and diversification effects on market risk. Then, the parameter estimation results of the model using ESG and the corresponding stock indexes confirm these three characteristics and indicate the convergence of expected returns of ESG indexes over stock indexes, resulting in the feasibility of securing returns in the pairs trading. Finally, we discuss the model’s robustness regarding Srisk’s three characteristics and the regime-switching of Srisk’s mean-reversion due to fundamental shifts by conducting econometric analyses of sustainable asset prices.

Suggested Citation

  • Kanamura, Takashi, 2025. "A quantitative model of sustainability risk in finance," Journal of Commodity Markets, Elsevier, vol. 37(C).
  • Handle: RePEc:eee:jocoma:v:37:y:2025:i:c:s2405851325000017
    DOI: 10.1016/j.jcomm.2025.100457
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    1. Zeineb Barka & Ramzi Benkraiem & Taher Hamza & Faten Lakhal & Samuel Vigne, 2023. "Institutional investor horizon and stock price synchronicity: Do product market competition and analyst coverage matter?," Post-Print hal-04193270, HAL.
    2. Hachenberg, B. & Schiereck, D., 2018. "Are green bonds priced differently from conventional bonds?," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 109709, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    3. Madurika Nanayakkara & Sisira Colombage, 2019. "Do investors in Green Bond market pay a premium? Global evidence," Applied Economics, Taylor & Francis Journals, vol. 51(40), pages 4425-4437, August.
    4. Pástor, Ľuboš & Stambaugh, Robert F. & Taylor, Lucian A., 2021. "Sustainable investing in equilibrium," Journal of Financial Economics, Elsevier, vol. 142(2), pages 550-571.
    5. Jody Grewal & Clarissa Hauptmann & George Serafeim, 2021. "Material Sustainability Information and Stock Price Informativeness," Journal of Business Ethics, Springer, vol. 171(3), pages 513-544, July.
    6. Zerbib, Olivier David, 2019. "The effect of pro-environmental preferences on bond prices: Evidence from green bonds," Journal of Banking & Finance, Elsevier, vol. 98(C), pages 39-60.
    7. Suk Hyun & Donghyun Park & Shu Tian, 2020. "The price of going green: the role of greenness in green bond markets," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(1), pages 73-95, March.
    8. Matthew W. Sherwood & Julia L. Pollard, 2018. "The risk-adjusted return potential of integrating ESG strategies into emerging market equities," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 8(1), pages 26-44, January.
    9. Bai, Jennie & Philippon, Thomas & Savov, Alexi, 2016. "Have financial markets become more informative?," Journal of Financial Economics, Elsevier, vol. 122(3), pages 625-654.
    10. Konstantina Kappou & Ioannis Oikonomou, 2016. "Is There a Gold Social Seal? The Financial Effects of Additions to and Deletions from Social Stock Indices," Journal of Business Ethics, Springer, vol. 133(3), pages 533-552, February.
    11. Hua Fan, John & Michalski, Lachlan, 2020. "Sustainable factor investing: Where doing well meets doing good," International Review of Economics & Finance, Elsevier, vol. 70(C), pages 230-256.
    12. Fatica, Serena & Panzica, Roberto & Rancan, Michela, 2021. "The pricing of green bonds: Are financial institutions special?," Journal of Financial Stability, Elsevier, vol. 54(C).
    13. Chaudhuri, Kausik & Wu, Yangru, 2003. "Random walk versus breaking trend in stock prices: Evidence from emerging markets," Journal of Banking & Finance, Elsevier, vol. 27(4), pages 575-592, April.
    14. N. C. Ashwin Kumar & Camille Smith & Leïla Badis & Nan Wang & Paz Ambrosy & Rodrigo Tavares, 2016. "ESG factors and risk-adjusted performance: a new quantitative model," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 6(4), pages 292-300, October.
    15. Ozgur Ozel & Deniz Ilalan, 2018. "An alternative mean reversion test for interest rates," Central Bank Review, Research and Monetary Policy Department, Central Bank of the Republic of Turkey, vol. 18(1), pages 35-39.
    16. Jeroen Derwall & Nadja Guenster & Rob Bauer & Kees Koedijk, 2005. "The Eco-Efficiency Premium Puzzle," Financial Analysts Journal, Taylor & Francis Journals, vol. 61(2), pages 51-63, March.
    17. Benjamin R. Auer, 2016. "Do Socially Responsible Investment Policies Add or Destroy European Stock Portfolio Value?," Journal of Business Ethics, Springer, vol. 135(2), pages 381-397, May.
    18. Bolton, Patrick & Kacperczyk, Marcin, 2021. "Do investors care about carbon risk?," Journal of Financial Economics, Elsevier, vol. 142(2), pages 517-549.
    19. Pástor, Ľuboš & Stambaugh, Robert F. & Taylor, Lucian A., 2022. "Dissecting green returns," Journal of Financial Economics, Elsevier, vol. 146(2), pages 403-424.
    20. David Ardia & Keven Bluteau & Kris Boudt & Koen Inghelbrecht, 2023. "Climate Change Concerns and the Performance of Green vs. Brown Stocks," Management Science, INFORMS, vol. 69(12), pages 7607-7632, December.
    21. Broadstock, David C. & Chan, Kalok & Cheng, Louis T.W. & Wang, Xiaowei, 2021. "The role of ESG performance during times of financial crisis: Evidence from COVID-19 in China," Finance Research Letters, Elsevier, vol. 38(C).
    22. Darwin Choi & Zhenyu Gao & Wenxi Jiang, 2020. "Attention to Global Warming," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1112-1145.
    23. Takashi Kanamura, 2023. "Portfolio diversification and sustainable assets from new perspectives," Journal of Asset Management, Palgrave Macmillan, vol. 24(7), pages 581-600, December.
    24. Zacharias Sautner & Laurence van Lent & Grigory Vilkov & Ruishen Zhang, 2023. "Pricing Climate Change Exposure," Management Science, INFORMS, vol. 69(12), pages 7540-7561, December.
    25. 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.
    26. Reboredo, Juan C. & Ugolini, Andrea, 2020. "Price connectedness between green bond and financial markets," Economic Modelling, Elsevier, vol. 88(C), pages 25-38.
    27. S. Sudha, 2015. "Risk-return and Volatility analysis of Sustainability Index in India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 17(6), pages 1329-1342, December.
    28. Richard Berner & Robert Engle & Hyeyoon Jung, 2021. "CRISK: Measuring the Climate Risk Exposure of the Financial System," Staff Reports 977, Federal Reserve Bank of New York.
    29. Reboredo, Juan C., 2018. "Green bond and financial markets: Co-movement, diversification and price spillover effects," Energy Economics, Elsevier, vol. 74(C), pages 38-50.
    30. Barka, Zeineb & Benkraiem, Ramzi & Hamza, Taher & Lakhal, Faten & Vigne, Samuel, 2023. "Institutional investor horizon and stock price synchronicity: Do product market competition and analyst coverage matter?," International Review of Financial Analysis, Elsevier, vol. 89(C).
    31. 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.
    32. Darren D. Lee & John Hua Fan & Victor S. H. Wong, 2021. "No more excuses! Performance of ESG‐integrated portfolios in Australia," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(S1), pages 2407-2450, April.
    33. André Höck & Christian Klein & Alexander Landau & Bernhard Zwergel, 2020. "The effect of environmental sustainability on credit risk," Journal of Asset Management, Palgrave Macmillan, vol. 21(2), pages 85-93, March.
    34. Bonato, Matteo & Cepni, Oguzhan & Gupta, Rangan & Pierdzioch, Christian, 2023. "Climate risks and state-level stock market realized volatility," Journal of Financial Markets, Elsevier, vol. 66(C).
    35. Britta Hachenberg & Dirk Schiereck, 2018. "Are green bonds priced differently from conventional bonds?," Journal of Asset Management, Palgrave Macmillan, vol. 19(6), pages 371-383, October.
    36. 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.
    37. Joon Woo Park & Chang Won Lee, 2018. "Performance of stock price with changes in SRI governance index," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 25(6), pages 1121-1129, November.
    38. Ng, Anthony C. & Rezaee, Zabihollah, 2020. "Business sustainability factors and stock price informativeness," Journal of Corporate Finance, Elsevier, vol. 64(C).
    39. 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.
    40. Malcolm Baker & Daniel Bergstresser & George Serafeim & Jeffrey Wurgler, 2022. "The Pricing and Ownership of US Green Bonds," Annual Review of Financial Economics, Annual Reviews, vol. 14(1), pages 415-437, November.
    41. Zhao, Jun & Shahbaz, Muhammad & Dong, Xiucheng & Dong, Kangyin, 2021. "How does financial risk affect global CO2 emissions? The role of technological innovation," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
    42. Peter S. Sephton, 2020. "Mean Reversion in CO2 Emissions: the Need for Structural Change," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(4), pages 953-975, April.
    43. Hong, Harrison & Li, Frank Weikai & Xu, Jiangmin, 2019. "Climate risks and market efficiency," Journal of Econometrics, Elsevier, vol. 208(1), pages 265-281.
    44. 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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    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • 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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