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Decarbonization of financial markets: a mean-field game approach

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  • Pierre Lavigne
  • Peter Tankov

Abstract

We develop a financial market model in which a large population of firms chooses dynamic emission strategies under climate transition risk, interacting with both environmentally concerned and neutral investors. Firms face a trade-off between financial returns and environmental performance, while their decisions are coupled through an equilibrium stochastic discount factor determined by investors' portfolio allocations. The framework is formulated as a mean-field game, for which we establish existence and uniqueness of a Nash equilibrium among firms. We propose a convergent numerical scheme to compute the equilibrium and use it to study how climate transition risk and green-minded investors affect decarbonization dynamics and asset prices. Our results show that uncertainty about future climate risks and policies increases aggregate emissions and widens valuation spreads between green and brown firms. Although environmentally concerned investors can partially offset these effects by raising the cost of capital for high-emission firms and incentivizing emission reductions, policy uncertainty weakens their impact. Even a large share of green-minded investors is insufficient to reverse emission growth when future climate policies are unclear, highlighting the crucial role of credible and predictable climate policy in enabling financial markets to support decarbonization.

Suggested Citation

  • Pierre Lavigne & Peter Tankov, 2023. "Decarbonization of financial markets: a mean-field game approach," Papers 2301.09163, arXiv.org, revised Feb 2026.
  • Handle: RePEc:arx:papers:2301.09163
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    1. Achdou, Yves & Han, Jiequn & Lasry, Jean Michel & Lions, Pierre Louis & Moll, Ben, 2022. "Income and wealth distribution in macroeconomics: a continuous-time approach," LSE Research Online Documents on Economics 107422, London School of Economics and Political Science, LSE Library.
    2. Diogo A. Gomes & João Saúde, 2021. "A Mean-Field Game Approach to Price Formation," Dynamic Games and Applications, Springer, vol. 11(1), pages 29-53, March.
    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. Yves Achdou & Jiequn Han & Jean-Michel Lasry & Pierre-Louis Lionse & Benjamin Moll, 2022. "Income and Wealth Distribution in Macroeconomics: A Continuous-Time Approach," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 45-86.
    5. Riedel, Frank & Herzberg, Frederik, 2013. "Existence of financial equilibria in continuous time with potentially complete markets," Journal of Mathematical Economics, Elsevier, vol. 49(5), pages 398-404.
    6. Steven Tairu Bello & Ph.D, 2021. "The Impact of Foreign Direct Investment on Employment in Canada," International Journal of Economics & Business Administration (IJEBA), International Journal of Economics & Business Administration (IJEBA), vol. 0(4), pages 212-226.
    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. Erzo G. J. Luttmer, 2007. "Selection, Growth, and the Size Distribution of Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(3), pages 1103-1144.
    9. Ang, Andrew & Chen, Joseph, 2007. "CAPM over the long run: 1926-2001," Journal of Empirical Finance, Elsevier, vol. 14(1), pages 1-40, January.
    10. Heinkel, Robert & Kraus, Alan & Zechner, Josef, 2001. "The Effect of Green Investment on Corporate Behavior," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 36(4), pages 431-449, December.
    11. Robert M. Anderson & Roberto C. Raimondo, 2008. "Equilibrium in Continuous-Time Financial Markets: Endogenously Dynamically Complete Markets," Econometrica, Econometric Society, vol. 76(4), pages 841-907, July.
    12. repec:hal:wpaper:hal-03458299 is not listed on IDEAS
    13. Duffie, Darrell, 1986. "Stochastic Equilibria: Existence, Spanning Number, and the 'No Expected Financial Gain from Trade' Hypothesis," Econometrica, Econometric Society, vol. 54(5), pages 1161-1183, September.
    14. Augustin Landier & Stefano Lovo, 2020. "ESG Investing: How to Optimize Impact?," Working Papers hal-02896673, HAL.
    15. Philippe Casgrain & Sebastian Jaimungal, 2020. "Mean‐field games with differing beliefs for algorithmic trading," Mathematical Finance, Wiley Blackwell, vol. 30(3), pages 995-1034, July.
    16. Huang, Chi-fu, 1987. "An Intertemporal General Equilibrium Asset Pricing Model: The Case of Diffusion Information," Econometrica, Econometric Society, vol. 55(1), pages 117-142, January.
    17. Tiziano De Angelis & Peter Tankov & Olivier David Zerbib, 2023. "Climate Impact Investing," Management Science, INFORMS, vol. 69(12), pages 7669-7692, December.
    18. Bhagwan Chowdhry & Shaun William Davies & Brian Waters, 2019. "Investing for Impact," The Review of Financial Studies, Society for Financial Studies, vol. 32(3), pages 864-904.
    19. Georgij Alekseev & Stefano Giglio & Quinn Maingi & Julia Selgrad & Johannes Stroebel, 2022. "A Quantity-Based Approach to Constructing Climate Risk Hedge Portfolios," NBER Working Papers 30703, National Bureau of Economic Research, Inc.
    20. Bolton, Patrick & Kacperczyk, Marcin, 2021. "Do investors care about carbon risk?," Journal of Financial Economics, Elsevier, vol. 142(2), pages 517-549.
    21. Henry He Huang & Joseph Kerstein & Chong Wang, 2018. "The impact of climate risk on firm performance and financing choices: An international comparison," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(5), pages 633-656, July.
    22. Darrell Duffie & Chi-Fu Huang, 2005. "Implementing Arrow-Debreu Equilibria By Continuous Trading Of Few Long-Lived Securities," World Scientific Book Chapters, in: Sudipto Bhattacharya & George M Constantinides (ed.), Theory Of Valuation, chapter 4, pages 97-127, World Scientific Publishing Co. Pte. Ltd..
    23. Pástor, Ľuboš & Stambaugh, Robert F. & Taylor, Lucian A., 2021. "Sustainable investing in equilibrium," Journal of Financial Economics, Elsevier, vol. 142(2), pages 550-571.
    24. J. Hugonnier & S. Malamud & E. Trubowitz, 2012. "Endogenous Completeness of Diffusion Driven Equilibrium Markets," Econometrica, Econometric Society, vol. 80(3), pages 1249-1270, May.
    25. Landier, Augustin & Lovo, Stefano, 2020. "ESG Investing: How to Optimize Impact?," HEC Research Papers Series 1363, HEC Paris.
    26. 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.
    27. Berk, Jonathan B. & van Binsbergen, Jules H., 2021. "The Impact of Impact Investing," Research Papers 3981, Stanford University, Graduate School of Business.
    28. Kristian Bredies & Dirk Lorenz & Peter Maass, 2009. "A generalized conditional gradient method and its connection to an iterative shrinkage method," Computational Optimization and Applications, Springer, vol. 42(2), pages 173-193, March.
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