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Optimal carbon emission path under uncertainty: Physical risks and transition risks

Author

Listed:
  • Chang, Shuhua
  • Hu, Kaixuan
  • Wang, Xinyu

Abstract

To quantify the physical risks and transition risks associated with climate change, while analyzing the impact of uncertainty, we develop a dynamic stochastic general equilibrium model. It explores how the social planner maximizes social welfare objectives while accounting for risk preferences over uncertainty in climate, production, and investment. We obtain an optimal carbon tax path within a market economy to inform decisions made by businesses and governments. For a simple scenario, we provide analytical solutions for the Hamilton–Jacobi-Bellman (HJB) equations. We identify the trade-off between physical risks and transition risks affected by climate change. Under the optimal carbon emission path, we further discover the relationship between stock price and carbon tax. Specifically, this is reflected in the consistency of the trends and their impacts. For a complex, empirically realistic scenario, we use a deep learning algorithm to solve this problem. We find that the social planner’s aversion to uncertainty can reduce the stock price benefits through investors’ climate sensitivity (or climate risk premium). This helps enhance efforts to reduce emissions and keeps temperature rises within 2∘C this century. Additionally, we analyze the impacts of climate damage, technological advancements, and changes in investors’ climate sensitivity. The planner can improve investors’ climate sensitivity and constrain corporate emission behaviors through tighter policies or other measures to achieve a more robust optimal reduction strategy. Therefore, the planner must balance physical risks and transition risks in the decision-making process, while also being clearly aware of the window for emission reductions. Especially, when making long-term decisions, the uncertainty of the model and the aversion to uncertainty should be considered, which implies that carbon emission reduction intensity should be adjusted accordingly.

Suggested Citation

  • Chang, Shuhua & Hu, Kaixuan & Wang, Xinyu, 2025. "Optimal carbon emission path under uncertainty: Physical risks and transition risks," Energy Economics, Elsevier, vol. 151(C).
  • Handle: RePEc:eee:eneeco:v:151:y:2025:i:c:s0140988325007418
    DOI: 10.1016/j.eneco.2025.108914
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    References listed on IDEAS

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    1. Maximilian Kotz & Anders Levermann & Leonie Wenz, 2024. "RETRACTED ARTICLE: The economic commitment of climate change," Nature, Nature, vol. 628(8008), pages 551-557, April.
    2. Cerqueti, Roy & Ciciretti, Rocco & Dalò, Ambrogio & Nicolosi, Marco, 2021. "ESG investing: A chance to reduce systemic risk," Journal of Financial Stability, Elsevier, vol. 54(C).
    3. Yifan Zhao & Arnab Basu & Thomas S. Lontzek & Karl Schmedders, 2023. "The Social Cost of Carbon When We Wish for Full-Path Robustness," Management Science, INFORMS, vol. 69(12), pages 7585-7606, December.
    4. Reboredo, Juan C. & Ugolini, Andrea, 2022. "Climate transition risk, profitability and stock prices," International Review of Financial Analysis, Elsevier, vol. 83(C).
    5. H. Damon Matthews & Nathan P. Gillett & Peter A. Stott & Kirsten Zickfeld, 2009. "The proportionality of global warming to cumulative carbon emissions," Nature, Nature, vol. 459(7248), pages 829-832, June.
    6. 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.
    7. 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.
    8. Larissa Batrancea & Marcel Ciprian Pop & Malar Maran Rathnaswamy & Ioan Batrancea & Mircea-Iosif Rus, 2021. "An Empirical Investigation on the Transition Process toward a Green Economy," Sustainability, MDPI, vol. 13(23), pages 1-12, November.
    9. Pástor, Ľuboš & Stambaugh, Robert F. & Taylor, Lucian A., 2021. "Sustainable investing in equilibrium," Journal of Financial Economics, Elsevier, vol. 142(2), pages 550-571.
    10. Michael Barnett, 2023. "Climate Change and Uncertainty: An Asset Pricing Perspective," Management Science, INFORMS, vol. 69(12), pages 7562-7584, December.
    11. Glau, Kathrin & Wunderlich, Linus, 2022. "The deep parametric PDE method and applications to option pricing," Applied Mathematics and Computation, Elsevier, vol. 432(C).
    12. Anderson, Anders & Robinson, David, 2024. "Climate Polarization and Green Investment," HoSS Working Paper Series 2024-15, Stockholm School of Economics, House of Sustainable Society (HoSS), revised 05 Feb 2024.
    13. Nora Pankratz & Rob Bauer & Jeroen Derwall, 2023. "Climate Change, Firm Performance, and Investor Surprises," Management Science, INFORMS, vol. 69(12), pages 7352-7398, December.
    14. Lars Peter Hansen & Thomas J Sargent, 2014. "Robust Control and Model Misspecification," World Scientific Book Chapters, in: UNCERTAINTY WITHIN ECONOMIC MODELS, chapter 6, pages 155-216, World Scientific Publishing Co. Pte. Ltd..
    15. Tiziano De Angelis & Peter Tankov & Olivier David Zerbib, 2023. "Climate Impact Investing," Management Science, INFORMS, vol. 69(12), pages 7669-7692, December.
    16. Mark Budolfson & Francis Dennig & Frank Errickson & Simon Feindt & Maddalena Ferranna & Marc Fleurbaey & David Klenert & Ulrike Kornek & Kevin Kuruc & Aurélie Méjean & Wei Peng & Noah Scovronick & Dea, 2021. "Protecting the poor with a carbon tax and equal per capita dividend," Nature Climate Change, Nature, vol. 11(12), pages 1025-1026, December.
    17. Andreas-Daniel Cocis & Larissa Batrancea & Horia Tulai, 2021. "The Link between Corporate Reputation and Financial Performance and Equilibrium within the Airline Industry," Mathematics, MDPI, vol. 9(17), pages 1-12, September.
    18. Gilboa, Itzhak & Schmeidler, David, 1989. "Maxmin expected utility with non-unique prior," Journal of Mathematical Economics, Elsevier, vol. 18(2), pages 141-153, April.
    19. Yan, Yumeng & Xiong, Xiong & Li, Shuo & Lu, Lei, 2022. "Will temperature change reduce stock returns? Evidence from China," International Review of Financial Analysis, Elsevier, vol. 81(C).
    20. William Nordhaus, 2014. "Estimates of the Social Cost of Carbon: Concepts and Results from the DICE-2013R Model and Alternative Approaches," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 1(1), pages 000.
    21. Ioan Batrancea & Larissa Batrancea & Malar Maran Rathnaswamy & Horia Tulai & Gheorghe Fatacean & Mircea-Iosif Rus, 2020. "Greening the Financial System in USA, Canada and Brazil: A Panel Data Analysis," Mathematics, MDPI, vol. 8(12), pages 1-13, December.
    22. Lee, Chien-Chiang & Xuan, Chengnan & Wang, Fuhao & Wang, Keying, 2024. "Path analysis of green finance on energy transition under climate change," Energy Economics, Elsevier, vol. 139(C).
    23. Maximilian Kotz & Anders Levermann & Leonie Wenz, 2024. "Author Correction: The economic commitment of climate change," Nature, Nature, vol. 631(8020), pages 9-9, July.
    24. Yongyang Cai & Thomas S. Lontzek, 2019. "The Social Cost of Carbon with Economic and Climate Risks," Journal of Political Economy, University of Chicago Press, vol. 127(6), pages 2684-2734.
    25. Venturini, Alessio, 2022. "Climate change, risk factors and stock returns: A review of the literature," International Review of Financial Analysis, Elsevier, vol. 79(C).
    26. Larissa M. Batrancea & Anca Nichita & Andreas-Daniel Cocis, 2022. "Financial Performance and Sustainable Corporate Reputation: Empirical Evidence from the Airline Business," Sustainability, MDPI, vol. 14(20), pages 1-15, October.
    27. Michael Barnett & William Brock & Lars Peter Hansen & Harrison Hong, 2020. "Pricing Uncertainty Induced by Climate Change," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1024-1066.
    28. Curcio, Domenico & Gianfrancesco, Igor & Vioto, Davide, 2023. "Climate change and financial systemic risk: Evidence from US banks and insurers," Journal of Financial Stability, Elsevier, vol. 66(C).
    29. Justin Sirignano & Konstantinos Spiliopoulos, 2017. "DGM: A deep learning algorithm for solving partial differential equations," Papers 1708.07469, arXiv.org, revised Sep 2018.
    30. Hong, Harrison & Li, Frank Weikai & Xu, Jiangmin, 2019. "Climate risks and market efficiency," Journal of Econometrics, Elsevier, vol. 208(1), pages 265-281.
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