IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v148y2025ics0140988325005171.html

Counting the carbon burden: Evidence from municipal bonds in China

Author

Listed:
  • Li, Yi
  • Li, Yang
  • Wang, Zhaohua

Abstract

This paper examines how carbon emissions affect municipal corporate bond (MCB) pricing in China. Using data from 2008–2022, we find that higher emissions lead to wider credit spreads. To address endogeneity, we use a difference-in-differences strategy and an instrumental variable approach, both confirming the results. Mechanism analysis shows that carbon emissions widen credit spreads by weakening implicit guarantees, reducing repayment capacity, and lowering investor demand. The effect is stronger in developed cities, those with limited refinancing capacity, lower marketization, lower fiscal transparency, and after 2020. These findings highlight the financial implications of environmental risk in municipal bond markets.

Suggested Citation

  • Li, Yi & Li, Yang & Wang, Zhaohua, 2025. "Counting the carbon burden: Evidence from municipal bonds in China," Energy Economics, Elsevier, vol. 148(C).
  • Handle: RePEc:eee:eneeco:v:148:y:2025:i:c:s0140988325005171
    DOI: 10.1016/j.eneco.2025.108690
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988325005171
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2025.108690?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Zacharias Sautner & Laurence Van Lent & Grigory Vilkov & Ruishen Zhang, 2023. "Firm‐Level Climate Change Exposure," Journal of Finance, American Finance Association, vol. 78(3), pages 1449-1498, June.
    2. Chen, Zhuo & He, Zhiguo & Liu, Chun, 2020. "The financing of local government in China: Stimulus loan wanes and shadow banking waxes," Journal of Financial Economics, Elsevier, vol. 137(1), pages 42-71.
    3. Lin William Cong & Haoyu Gao & Jacopo Ponticelli & Xiaoguang Yang, 2019. "Credit Allocation Under Economic Stimulus: Evidence from China," The Review of Financial Studies, Society for Financial Studies, vol. 32(9), pages 3412-3460.
    4. Jun Kyung Auh & Jaewon Choi & Tatyana Deryugina & Tim Park, 2022. "Natural Disasters and Municipal Bonds," NBER Working Papers 30280, National Bureau of Economic Research, Inc.
    5. Pei Li & Leo Tang & Bikki Jaggi, 2018. "Social Capital and the Municipal Bond Market," Journal of Business Ethics, Springer, vol. 153(2), pages 479-501, December.
    6. Paul Goldsmith-Pinkham & Matthew T Gustafson & Ryan C Lewis & Michael Schwert & Gregor Matvos, 2023. "Sea-Level Rise Exposure and Municipal Bond Yields," The Review of Financial Studies, Society for Financial Studies, vol. 36(11), pages 4588-4635.
    7. Aswani, Jitendra & Raghunandan, Aneesh & Rajgopal, Shiva, 2024. "Are carbon emissions associated with StockReturns? - Reply," LSE Research Online Documents on Economics 121632, London School of Economics and Political Science, LSE Library.
    8. Xiaoyan Li & Hengzhou Xu, 2020. "Effect of local government decision‐making competition on carbon emissions: Evidence from China's three urban agglomerations," Business Strategy and the Environment, Wiley Blackwell, vol. 29(6), pages 2418-2431, September.
    9. Zhang, Yongji & Cao, Liyuan & Lan, Minghui & Su, Zhi & Wang, Ke, 2024. "Air pollution and issuance credit spread of municipal investment bond," Energy Economics, Elsevier, vol. 139(C).
    10. Camilo Mora & Daniele Spirandelli & Erik C. Franklin & John Lynham & Michael B. Kantar & Wendy Miles & Charlotte Z. Smith & Kelle Freel & Jade Moy & Leo V. Louis & Evan W. Barba & Keith Bettinger & Ab, 2018. "Broad threat to humanity from cumulative climate hazards intensified by greenhouse gas emissions," Nature Climate Change, Nature, vol. 8(12), pages 1062-1071, December.
    11. Alexander W. Butler, 2008. "Distance Still Matters: Evidence from Municipal Bond Underwriting," The Review of Financial Studies, Society for Financial Studies, vol. 21(2), pages 763-784, April.
    12. Cheng, Shulei & Fan, Wei & Chen, Jiandong & Meng, Fanxin & Liu, Gengyuan & Song, Malin & Yang, Zhifeng, 2020. "The impact of fiscal decentralization on CO2 emissions in China," Energy, Elsevier, vol. 192(C).
    13. Painter, Marcus, 2020. "An inconvenient cost: The effects of climate change on municipal bonds," Journal of Financial Economics, Elsevier, vol. 135(2), pages 468-482.
    14. Song, Yalin & Wang, Chang, 2024. "Pricing effects of extreme high temperature: Evidence from municipal corporate bonds in China," Economics Letters, Elsevier, vol. 243(C).
    15. Gao, Haoyu & Ru, Hong & Tang, Dragon Yongjun, 2021. "Subnational debt of China: The politics-finance nexus," Journal of Financial Economics, Elsevier, vol. 141(3), pages 881-895.
    16. Hugh S. Baker & Richard J. Millar & David J. Karoly & Urs Beyerle & Benoit P. Guillod & Dann Mitchell & Hideo Shiogama & Sarah Sparrow & Tim Woollings & Myles R. Allen, 2018. "Higher CO2 concentrations increase extreme event risk in a 1.5 °C world," Nature Climate Change, Nature, vol. 8(7), pages 604-608, July.
    17. Zhao, Xiaomeng & Liu, Chuanjiang & Sun, Chuanwang & Yang, Mian, 2020. "Does stringent environmental regulation lead to a carbon haven effect? Evidence from carbon-intensive industries in China," Energy Economics, Elsevier, vol. 86(C).
    18. Yu, Yantuan & Zhang, Ning, 2021. "Low-carbon city pilot and carbon emission efficiency: Quasi-experimental evidence from China," Energy Economics, Elsevier, vol. 96(C).
    19. Ruxi Wang & Frank Wijen & Pursey P.M.A.R. Heugens, 2018. "Government's green grip: Multifaceted state influence on corporate environmental actions in China," Strategic Management Journal, Wiley Blackwell, vol. 39(2), pages 403-428, February.
    20. Qing Li & Hongyu Shan & Yuehua Tang & Vincent Yao, 2024. "Corporate Climate Risk: Measurements and Responses," The Review of Financial Studies, Society for Financial Studies, vol. 37(6), pages 1778-1830.
    21. Viral V. Acharya & Timothy Johnson & Suresh Sundaresan & Tuomas Tomunen, 2022. "Is Physical Climate Risk Priced? Evidence from Regional Variation in Exposure to Heat Stress," NBER Working Papers 30445, National Bureau of Economic Research, Inc.
    22. Michael Schwert, 2017. "Municipal Bond Liquidity and Default Risk," Journal of Finance, American Finance Association, vol. 72(4), pages 1683-1722, August.
    23. Fukang Chen & Minhao Chen & Lin William Cong & Haoyu Gao & Jacopo Ponticelli, 2024. "Pricing the Priceless: The Financial Cost of Biodiversity Conservation," NBER Working Papers 32743, National Bureau of Economic Research, Inc.
    24. Aswani, Jitendra & Raghunandan, Aneesh & Rajgopal, Shivaram, 2024. "Are carbon emissions associated with stock returns?," LSE Research Online Documents on Economics 118364, London School of Economics and Political Science, LSE Library.
    25. Jitendra Aswani & Aneesh Raghunandan & Shiva Rajgopal, 2024. "Are Carbon Emissions Associated with Stock Returns?—Reply," Review of Finance, European Finance Association, vol. 28(1), pages 111-115.
    26. Pan, An & Zhang, Wenna & Shi, Xunpeng & Dai, Ling, 2022. "Climate policy and low-carbon innovation: Evidence from low-carbon city pilots in China," Energy Economics, Elsevier, vol. 112(C).
    27. Bolton, Patrick & Kacperczyk, Marcin, 2021. "Do investors care about carbon risk?," Journal of Financial Economics, Elsevier, vol. 142(2), pages 517-549.
    28. Jitendra Aswani & Aneesh Raghunandan & Shiva Rajgopal, 2024. "Are Carbon Emissions Associated with Stock Returns?," Review of Finance, European Finance Association, vol. 28(1), pages 75-106.
    29. Kenneth Y. Chay & Michael Greenstone, 2005. "Does Air Quality Matter? Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 376-424, April.
    30. Cao, Xiao & Gong, Xiaomin & Gu, Runsheng & Li, Yuhang & Liu, Xinyuan, 2024. "Do regional trusts alleviate bond market risks? Evidence from the Chinese municipal corporate bond pricing," International Review of Financial Analysis, Elsevier, vol. 96(PB).
    Full references (including those not matched with items on IDEAS)

    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. Zhou, Peng & Mo, Lingyu & Tan, Changchun & Wu, Huaqing, 2025. "Carbon regulatory risk exposure in the bond market: A quasi-natural experiment in China," China Economic Review, Elsevier, vol. 92(C).
    2. Richard Frankel & S. P. Kothari & Aneesh Raghunandan, 2025. "The economics of ESG disclosure regulation," Review of Accounting Studies, Springer, vol. 30(4), pages 3218-3253, December.
    3. Zhou, Qi & Ni, Jiajun & Yang, Cunyi, 2025. "Climate transition risk and industry returns: The impact of green innovation and carbon market uncertainty," Technological Forecasting and Social Change, Elsevier, vol. 214(C).
    4. Liang, Hao & Ng, Lilian & Yoon, Aaron, 2025. "Editorial: What have we learned about green and climate finance?," The British Accounting Review, Elsevier, vol. 57(5).
    5. Dallocchio, Maurizio & D’Ercole, Francesco & Frascati, Domenico & Mariani, Massimo, 2025. "Climate transition and the speed of leverage adjustment," International Review of Financial Analysis, Elsevier, vol. 102(C).
    6. Yan, Jingjing & Guo, Yaoqi & Wen, Fenghua, 2025. "Carbon risk and the cost of equity capital: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 99(C).
    7. Aobdia, Daniel & Köchling, Gerrit & Limbach, Peter & Yoon, Aaron, 2025. "Emissions restatements after the SEC's request for public input on climate-related disclosures: Evidence from carbon disclosure project filings," CFR Working Papers 25-11, University of Cologne, Centre for Financial Research (CFR).
    8. Fliegel, Philip, 2025. "“Brown” Risk or “Green” Opportunity? The dynamic pricing of climate transition risk on global financial markets," Energy Economics, Elsevier, vol. 145(C).
    9. Yan, Ying & Lin, Tao & Ma, Heng, 2025. "The impact of corporate climate risk on carbon intensity: Evidence from China," Energy, Elsevier, vol. 334(C).
    10. Wang, Zhen & Wu, Kai, 2025. "How do institutional investors respond to climate change exposure? International evidence," Global Finance Journal, Elsevier, vol. 68(C).
    11. Piero Basaglia & Clara Berestycki & Stefano Carattini & Antoine Dechezleprêtre & Tobias Kruse, 2025. "Climate Policy Uncertainty and Firms' and Investors' Behavior," CESifo Working Paper Series 11782, CESifo.
    12. Zhou, Peng & Li, Xiang & Shi, Xing & Jiang, Kun, 2025. "Spillover of the carbon risk along the supply chain: Evidence from the U.S. corporate bond market," Journal of Business Research, Elsevier, vol. 201(C).
    13. He, Feng & Ren, Xingzi & Wang, Yueren & Lei, Xingfan, 2025. "Climate risk and corporate bond credit spreads," Journal of International Money and Finance, Elsevier, vol. 154(C).
    14. Nguyen, Justin Hung & Truong, Cameron & Zhang, Bohui, 2025. "The price of carbon risk: Evidence from the Kyoto Protocol ratification," Journal of Environmental Economics and Management, Elsevier, vol. 130(C).
    15. Deng, Saiying & Duan, Tinghua & Li, Frank Weikai & Pu, Xiaoling, 2025. "Major customers and carbon footprints along the supply chain," Journal of Corporate Finance, Elsevier, vol. 92(C).
    16. Daniel Kim & Sébastien Pouget, 2026. "Do carbon emissions affect the cost of capital?," Post-Print hal-05470890, HAL.
    17. Mueller, Isabella & Nguyen, Huyen & Nguyen, Trang, 2025. "Carbon transition risk and corporate loan securitization," Journal of Financial Intermediation, Elsevier, vol. 63(C).
    18. Ben-Nasr, Hamdi & Basha, Shabeen Afsar & Shams, Syed, 2025. "The influence of carbon risk on debt structure," International Review of Financial Analysis, Elsevier, vol. 107(C).
    19. Haidar, Md Ismail & Kroll, Mark & Nguyen, Nam H., 2025. "Does brand capital influence corporate environmental policies? Evidence from toxic release inventory data," Journal of Corporate Finance, Elsevier, vol. 95(C).
    20. Zhenyu Zhu & Yixiang Tian & Xiaoying Zhao & Huiling Huang, 2025. "Green Washing, Green Bond Issuance, and the Pricing of Carbon Risk: Evidence from A-Share Listed Companies," Sustainability, MDPI, vol. 17(11), pages 1-23, May.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • H74 - Public Economics - - State and Local Government; Intergovernmental Relations - - - State and Local Borrowing
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • 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
    • Q58 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Government Policy
    • R51 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Regional Government Analysis - - - Finance in Urban and Rural Economies

    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:eee:eneeco:v:148:y:2025:i:c:s0140988325005171. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/eneco .

    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.