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Measuring and Managing Carbon Risk in Investment Portfolios

Author

Listed:
  • Th'eo Roncalli
  • Th'eo Le Guenedal
  • Fr'ed'eric Lepetit
  • Thierry Roncalli
  • Takaya Sekine

Abstract

This article studies the impact of carbon risk on stock pricing. To address this, we consider the seminal approach of G\"orgen \textsl{et al.} (2019), who proposed estimating the carbon financial risk of equities by their carbon beta. To achieve this, the primary task is to develop a brown-minus-green (or BMG) risk factor, similar to Fama and French (1992). Secondly, we must estimate the carbon beta using a multi-factor model. While G\"orgen \textsl{et al.} (2019) considered that the carbon beta is constant, we propose a time-varying estimation model to assess the dynamics of the carbon risk. Moreover, we test several specifications of the BMG factor to understand which climate change-related dimensions are priced in by the stock market. In the second part of the article, we focus on the carbon risk management of investment portfolios. First, we analyze how carbon risk impacts the construction of a minimum variance portfolio. As the goal of this portfolio is to reduce unrewarded financial risks of an investment, incorporating the carbon risk into this approach fulfils this objective. Second, we propose a new framework for building enhanced index portfolios with a lower exposure to carbon risk than capitalization-weighted stock indices. Finally, we explore how carbon sensitivities can improve the robustness of factor investing portfolios.

Suggested Citation

  • Th'eo Roncalli & Th'eo Le Guenedal & Fr'ed'eric Lepetit & Thierry Roncalli & Takaya Sekine, 2020. "Measuring and Managing Carbon Risk in Investment Portfolios," Papers 2008.13198, arXiv.org.
  • Handle: RePEc:arx:papers:2008.13198
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    References listed on IDEAS

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    1. Noushi Rahman & Corinne Post, 2012. "Measurement Issues in Environmental Corporate Social Responsibility (ECSR): Toward a Transparent, Reliable, and Construct Valid Instrument," Journal of Business Ethics, Springer, vol. 105(3), pages 307-319, February.
    2. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    3. Robert F Engle & Stefano Giglio & Bryan Kelly & Heebum Lee & Johannes Stroebel, 2020. "Hedging Climate Change News," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1184-1216.
    4. Randers, Jorgen, 2012. "Greenhouse gas emissions per unit of value added (“GEVA”) — A corporate guide to voluntary climate action," Energy Policy, Elsevier, vol. 48(C), pages 46-55.
    5. Roncalli, Thierry, 2013. "Introduction to Risk Parity and Budgeting," MPRA Paper 47679, University Library of Munich, Germany.
    6. repec:dau:papers:123456789/4688 is not listed on IDEAS
    7. 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.
    8. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    9. Ravi Jagannathan & Tongshu Ma, 2003. "Risk Reduction in Large Portfolios: Why Imposing the Wrong Constraints Helps," Journal of Finance, American Finance Association, vol. 58(4), pages 1651-1683, August.
    10. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    11. Magali Delmas & Vered Doctori Blass, 2010. "Measuring corporate environmental performance: the trade‐offs of sustainability ratings," Business Strategy and the Environment, Wiley Blackwell, vol. 19(4), pages 245-260, May.
    12. John H. Cochrane, 2011. "Presidential Address: Discount Rates," Journal of Finance, American Finance Association, vol. 66(4), pages 1047-1108, August.
    13. 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.
    14. Kacperczyk, Marcin & Bolton, Patrick, 2020. "Carbon Premium around the World," CEPR Discussion Papers 14567, C.E.P.R. Discussion Papers.
    15. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    16. repec:bla:jfinan:v:58:y:2003:i:4:p:1651-1684 is not listed on IDEAS
    17. Markus Baldauf & Lorenzo Garlappi & Constantine Yannelis & José Scheinkman, 2020. "Does Climate Change Affect Real Estate Prices? Only If You Believe In It," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1256-1295.
    18. Natalia Semenova & Lars Hassel, 2015. "On the Validity of Environmental Performance Metrics," Journal of Business Ethics, Springer, vol. 132(2), pages 249-258, December.
    19. Scherer, Bernd, 2011. "A note on the returns from minimum variance investing," Journal of Empirical Finance, Elsevier, vol. 18(4), pages 652-660, September.
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    Cited by:

    1. Mario Bajo & Emilio Rodríguez, 2022. "Integrating the carbon footprint into the construction of corporate bond portfolios," Working Papers 2226, Banco de España.
    2. Siddhartha P. Chakrabarty & Suryadeepto Nag, 2023. "Risk measures and portfolio analysis in the paradigm of climate finance: a review," SN Business & Economics, Springer, vol. 3(3), pages 1-22, March.
    3. Sankar, Namasi G. & Nag, Suryadeepto & Chakrabarty, Siddhartha P. & Basu, Sankarshan, 2024. "The carbon premium: Correlation or causality? Evidence from S&P 500 companies," Energy Economics, Elsevier, vol. 134(C).

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