IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0317191.html
   My bibliography  Save this article

ESG rating disagreement and bank loan availability: Evidence from China

Author

Listed:
  • Jidong Qin
  • Meijia Wang

Abstract

Environmental, social, and governance (ESG) ratings are receiving increasing attention in credit markets. However, ESG rating disagreement erects obstacles for companies in obtaining capital resources. This study investigates the impact of ESG rating disagreement on bank loan availability uses data of Chinese listed firms from 2014 to 2022, and employs models with multiple regression analyses and fixed effects. We find that greater ESG rating disagreement leads to a decrease in newly obtained bank loans. The mechanism analysis confirms that ESG rating disagreement amplifies information asymmetry and increases operational uncertainty, thereby raising the information and credit risks faced by banks, leading to a decrease in bank loan availability. Heterogeneity analysis reveals that the negative effect of ESG rating disagreement on bank loan availability is more pronounced in firms with poor financing capabilities, poor information environments, and fierce competitive macro environments. Our findings contribute to the literature on ESG rating disagreement from credit markets, which are important for a more comprehensive and objective understanding of ESG rating disagreement.

Suggested Citation

  • Jidong Qin & Meijia Wang, 2025. "ESG rating disagreement and bank loan availability: Evidence from China," PLOS ONE, Public Library of Science, vol. 20(1), pages 1-18, January.
  • Handle: RePEc:plo:pone00:0317191
    DOI: 10.1371/journal.pone.0317191
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0317191
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0317191&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0317191?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
    ---><---

    References listed on IDEAS

    as
    1. Guangyu Huang & Fei Ye & Yina Li & Lujie Chen & Minhao Zhang, 2023. "Corporate social responsibility and bank credit loans: Exploring the moderating effect of the institutional environment in China," Asia Pacific Journal of Management, Springer, vol. 40(2), pages 707-742, June.
    2. Iftekhar Hasan & Liang Song, 2014. "Public disclosure and bank loan contracting: evidence from emerging markets," Asian Review of Accounting, Emerald Group Publishing Limited, vol. 22(1), pages 2-19, April.
    3. Liang, Qingwen & Yin, Yugang & Liu, Yahui & Zhao, Qicheng, 2024. "Narrative R&D disclosure and bank loans: Evidence from China," Finance Research Letters, Elsevier, vol. 62(PB).
    4. Chen, Zhao & Poncet, Sandra & Xiong, Ruixiang, 2020. "Local financial development and constraints on domestic private-firm exports: Evidence from city commercial banks in China," Journal of Comparative Economics, Elsevier, vol. 48(1), pages 56-75.
    5. Abdelmajid Hmaittane & Jean-Pierre Gueyie & Mohamed Mnasri & Hayat El Guengue, 2023. "Do Lenders Value a Corporate Sustainability Structure?—Evidence from the Cost of Bank Loans," Sustainability, MDPI, vol. 15(6), pages 1-18, March.
    6. George Serafeim & Aaron Yoon, 2023. "Stock price reactions to ESG news: the role of ESG ratings and disagreement," Review of Accounting Studies, Springer, vol. 28(3), pages 1500-1530, September.
    7. Michael D. Kimbrough & Xu (Frank) Wang & Sijing Wei & Jiarui (Iris) Zhang, 2024. "Does Voluntary ESG Reporting Resolve Disagreement among ESG Rating Agencies?," European Accounting Review, Taylor & Francis Journals, vol. 33(1), pages 15-47, January.
    8. Ruoyu He & Xueli Chen & Cheng Chen & Jianqiao Zhai & Lixin Cui, 2021. "Environmental, Social, and Governance Incidents and Bank Loan Contracts," Sustainability, MDPI, vol. 13(4), pages 1-19, February.
    9. Chen, Peter F. & He, Shaohua & Ma, Zhiming & Stice, Derrald, 2016. "The information role of audit opinions in debt contracting," Journal of Accounting and Economics, Elsevier, vol. 61(1), pages 121-144.
    10. Li, Li & Zhang, Du & Li, Rongrong, 2024. "ESG rating disagreement and corporate innovation: Evidence from China," Finance Research Letters, Elsevier, vol. 62(PA).
    11. Graham, John R. & Li, Si & Qiu, Jiaping, 2008. "Corporate misreporting and bank loan contracting," Journal of Financial Economics, Elsevier, vol. 89(1), pages 44-61, July.
    12. Iftekhar Hasan & Liang Song, 2014. "Public disclosure and bank loan contracting: evidence from emerging markets," Asian Review of Accounting, Emerald Group Publishing Limited, vol. 22(1), pages 2-19, April.
    13. Douglas A. Bosse & Robert A. Phillips & Jeffrey S. Harrison, 2009. "Stakeholders, reciprocity, and firm performance," Strategic Management Journal, Wiley Blackwell, vol. 30(4), pages 447-456, April.
    14. Limei Che & Ole-Kristian Hope & John Christian Langli, 2020. "How Big-4 Firms Improve Audit Quality," Management Science, INFORMS, vol. 66(10), pages 4552-4572, October.
    15. 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.
    16. Apergis, Nicholas & Poufinas, Thomas & Antonopoulos, Alexandros, 2022. "ESG scores and cost of debt," Energy Economics, Elsevier, vol. 112(C).
    17. 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.
    18. Fan, Joseph P. H. & Titman, Sheridan & Twite, Garry, 2012. "An International Comparison of Capital Structure and Debt Maturity Choices," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(1), pages 23-56, February.
    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. Yin, Libo & Zhu, Xiaoye & Su, Zhi & Guo, Hongliang, 2025. "Is disagreement beneficial for market efficiency? Evidence from ESG ratings," Journal of International Money and Finance, Elsevier, vol. 154(C).
    2. Zhang, Fan & Lai, Xiaobing & Guo, Chong, 2024. "ESG disclosure and investment-financing maturity mismatch: Evidence from China," Research in International Business and Finance, Elsevier, vol. 70(PA).
    3. Kangqi Jiang & Jie Zhang & Mengling Zhou & Zhongfei Chen, 2025. "ESG disagreement and corporate debt maturity: evidence from China," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-39, December.
    4. Sun, Guanglin & Yan, Zian & Gong, Zejun & Li, Mengding, 2025. "The impact of ESG rating divergence on stock price crash risk," International Review of Financial Analysis, Elsevier, vol. 102(C).
    5. Muck, Matthias & Schmidl, Thomas, 2024. "Comparing ESG score weighting approaches and stock performance differentiation," Finance Research Letters, Elsevier, vol. 67(PB).
    6. Michele Azzone & Emilio Barucci & Davide Stocco, 2024. "Asset management with an ESG mandate," Papers 2403.11622, arXiv.org, revised Dec 2024.
    7. Bai, Xiao & Zhao, Wenyao & Tian, Geran, 2024. "ESG certification, green innovation, and firm value: A quasi-natural experiment based on SynTao Green Finance's ESG ratings: A pre-registered report," Pacific-Basin Finance Journal, Elsevier, vol. 86(C).
    8. Li, Yunzhong & Zhao, Yu & Ye, Chengfang & Li, Xiaofan & Tao, Yunqing, 2024. "ESG ratings and the cost of equity capital in China," Energy Economics, Elsevier, vol. 136(C).
    9. Liu, Xiangqiang & Peng, Yuling & Li, Qinyang & Wu, Chu-Hua, 2025. "CEO pay structure and ESG rating disagreement," International Review of Financial Analysis, Elsevier, vol. 102(C).
    10. Ju, Chunhua & Fang, Xusheng & Shen, Zhonghua, 2025. "ESG rating divergence and stock price crash risk," The North American Journal of Economics and Finance, Elsevier, vol. 76(C).
    11. Ling, Shixian & Xia, Hui & Liu, Zhangxin (Frank), 2024. "ESG rating divergence and audit fees: Evidence from China," Finance Research Letters, Elsevier, vol. 67(PA).
    12. Wang, Junkai & Qi, Baolei & Li, Yan & Hossain, Muhammad Istiaque & Tian, Haowen, 2024. "Does institutional commitment affect ESG performance of firms? Evidence from the United Nations principles for responsible investment," Energy Economics, Elsevier, vol. 130(C).
    13. Ruan, Lei & Li, Jianing & Huang, Siqi, 2025. "ESG rating adjustment and capital market pricing efficiency: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 98(C).
    14. Chen, Tianyu & Yin, Ding & Li, Xinghua & Xu, Xuegao, 2025. "Media attention, information asymmetry and agribusiness ESG rating divergence," Finance Research Letters, Elsevier, vol. 74(C).
    15. Wang, Haijun & Jiao, Shuaipeng & Ge, Chen & Sun, Guanglin, 2024. "Corporate ESG rating divergence and excess stock returns," Energy Economics, Elsevier, vol. 129(C).
    16. Zhou, Mengling & Huang, Zizhen & Jiang, Kangqi, 2024. "Environmental, social, and governance performance and corporate debt maturity in China," International Review of Financial Analysis, Elsevier, vol. 95(PA).
    17. Chibane, Messaoud & Joubrel, Mathieu, 2024. "The ESG-efficient frontier under ESG rating uncertainty," Finance Research Letters, Elsevier, vol. 67(PB).
    18. Duan, Mingli, 2025. "The signaling effect of tone: The influence of key audit matters’ tone on bank lending decisions," Finance Research Letters, Elsevier, vol. 76(C).
    19. Wang, Lu & Su, Zhong-qin & Fung, Hung-Gay & Jin, Hong-min & Xiao, Zuoping, 2021. "Do CEOs with academic experience add value to firms? Evidence on bank loans from Chinese firms," Pacific-Basin Finance Journal, Elsevier, vol. 67(C).
    20. Li, Jingxin & Ye, Yong & Li, Jingxuan, 2024. "Performance feedback and corporate maturity mismatch: Evidence from China," Research in International Business and Finance, Elsevier, vol. 67(PB).

    More about this item

    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:plo:pone00:0317191. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.