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The impact of non-punitive regulation on credit rating: Evidence from China

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  • Li, Mingming
  • Fu, Xiaolei
  • Liu, Haiming

Abstract

This study investigates the impact of non-punitive regulation on credit ratings using China’s context. The results show that when credit rating agencies (CRAs) are subject to non-punitive regulation, they issue higher credit ratings, indicating that non-punitive regulation aggravates conflicts of interest and rating inflation. Furthermore, the impact of non-punitive regulation on credit ratings is more evident when CRAs face higher levels of conflict of interest. Clients of CRAs subject to non-punitive regulation are also less likely to switch to other CRAs for follow-up ratings. Heterogeneity tests reveal that the impact of non-punitive regulation on credit ratings is greater when competition in the rating industry is fiercer or rating agencies are smaller. And the impact is also greater for firms with higher financial risk, tighter financing constraints, or non-state ownership. Finally, non-punitive regulation reduces the information content of credit ratings. The results indicate that non-punitive regulation induces CRAs to cater to clients rather than improve credit rating quality. These findings also have implications for the regulatory practices of other countries.

Suggested Citation

  • Li, Mingming & Fu, Xiaolei & Liu, Haiming, 2025. "The impact of non-punitive regulation on credit rating: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 2414-2436.
    • Handle: RePEc:eee:ecanpo:v:87:y:2025:i:c:p:2414-2436
    DOI: 10.1016/j.eap.2025.08.036
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    as
    1. Beck, Thorsten & Demirguc-Kunt, Asli, 2006. "Small and medium-size enterprises: Access to finance as a growth constraint," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2931-2943, November.
    2. Mathis, Jérôme & McAndrews, James & Rochet, Jean-Charles, 2009. "Rating the raters: Are reputation concerns powerful enough to discipline rating agencies?," Journal of Monetary Economics, Elsevier, vol. 56(5), pages 657-674, July.
    3. Jie He & Jun Qian & Philip E. Strahan, 2011. "Credit Ratings and the Evolution of the Mortgage-Backed Securities Market," American Economic Review, American Economic Association, vol. 101(3), pages 131-135, May.
    4. Patrick Bolton & Xavier Freixas & Joel Shapiro, 2012. "The Credit Ratings Game," Journal of Finance, American Finance Association, vol. 67(1), pages 85-112, February.
    5. Imad A Moosa, 2017. "The regulation of credit rating agencies: A realistic view," Journal of Banking Regulation, Palgrave Macmillan, vol. 18(2), pages 180-200, April.
    6. Rainer Jankowitsch & Giorgio Ottonello & Marti G Subrahmanyam, 2023. "Regulation, Asset Complexity, and the Informativeness of Credit Ratings," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 12(3), pages 581-612.
    7. Livingston, Miles & Poon, Winnie P.H. & Zhou, Lei, 2018. "Are Chinese credit ratings relevant? A study of the Chinese bond market and credit rating industry," Journal of Banking & Finance, Elsevier, vol. 87(C), pages 216-232.
    8. repec:mth:ijafr8:v:9:y:2019:i:1:p:209-228 is not listed on IDEAS
    9. Sharma, Bina & Adhikari, Binay K. & Agrawal, Anup & Arthur, Bruno R. & Rabarison, Monika K., 2022. "Unintended Consequences of the Dodd–Frank Act on Credit Rating Risk and Corporate Finance," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 57(6), pages 2286-2323, September.
    10. Park, Gitae & Lee, Ho-Young, 2018. "Opportunistic behaviors of credit rating agencies and bond issuers," Pacific-Basin Finance Journal, Elsevier, vol. 47(C), pages 39-59.
    11. Skreta, Vasiliki & Veldkamp, Laura, 2009. "Ratings shopping and asset complexity: A theory of ratings inflation," Journal of Monetary Economics, Elsevier, vol. 56(5), pages 678-695, July.
    12. Nelson Camanho & Pragyan Deb & Zijun Liu, 2022. "Credit rating and competition," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(3), pages 2873-2897, July.
    13. Becker, Bo & Milbourn, Todd, 2011. "How did increased competition affect credit ratings?," Journal of Financial Economics, Elsevier, vol. 101(3), pages 493-514, September.
    14. Jiang, Xianfeng & Packer, Frank, 2019. "Credit ratings of Chinese firms by domestic and global agencies: Assessing the determinants and impact," Journal of Banking & Finance, Elsevier, vol. 105(C), pages 178-193.
    15. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    16. Steffen Hundt & Björn Sprungk & Andreas Horsch, 2017. "The information content of credit ratings: evidence from European convertible bond markets," The European Journal of Finance, Taylor & Francis Journals, vol. 23(14), pages 1414-1445, November.
    17. Morkoetter, Stefan & Stebler, Roman & Westerfeld, Simone, 2017. "Competition in the credit rating Industry: Benefits for investors and issuers," Journal of Banking & Finance, Elsevier, vol. 75(C), pages 235-257.
    18. Toscano, Francesca, 2020. "Does the Dodd-Frank Act reduce the conflict of interests of credit rating agencies?," Journal of Corporate Finance, Elsevier, vol. 62(C).
    19. Lauren M. Cunningham & Bret A. Johnson & E. Scott Johnson & Ling Lei Lisic, 2020. "The Switch‐Up: An Examination of Changes in Earnings Management after Receiving SEC Comment Letters†," Contemporary Accounting Research, John Wiley & Sons, vol. 37(2), pages 917-944, June.
    20. Cull, Robert & Li, Wei & Sun, Bo & Xu, Lixin Colin, 2015. "Government connections and financial constraints: Evidence from a large representative sample of Chinese firms," Journal of Corporate Finance, Elsevier, vol. 32(C), pages 271-294.
    21. Lawrence J. White, 2010. "Markets: The Credit Rating Agencies," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 211-226, Spring.
    22. Mathias Kronlund, 2020. "Do Bond Issuers Shop for Favorable Credit Ratings?," Management Science, INFORMS, vol. 66(12), pages 5944-5968, December.
    23. Josephson, Jens & Shapiro, Joel, 2020. "Credit ratings and structured finance," Journal of Financial Intermediation, Elsevier, vol. 41(C).
    24. Stephen V. Brown & Xiaoli (Shaolee) Tian & Jennifer Wu Tucker, 2018. "The Spillover Effect of SEC Comment Letters on Qualitative Corporate Disclosure: Evidence from the Risk Factor Disclosure," Contemporary Accounting Research, John Wiley & Sons, vol. 35(2), pages 622-656, June.
    25. Andrea Gamba & Alexander Triantis, 2008. "The Value of Financial Flexibility," Journal of Finance, American Finance Association, vol. 63(5), pages 2263-2296, October.
    26. Zhang Chang & Xiaolu Hu & Zheyao Pan & Jing Shi, 2021. "Rating shopping: evidence from the Chinese corporate debt security market," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(S1), pages 2173-2200, April.
    27. Goel, Anand M. & Thakor, Anjan V., 2015. "Information reliability and welfare: A theory of coarse credit ratings," Journal of Financial Economics, Elsevier, vol. 115(3), pages 541-557.
    28. Drienko, Jozef & Sault, Stephen J. & von Reibnitz, Anna H., 2017. "Company responses to exchange queries in real time," Pacific-Basin Finance Journal, Elsevier, vol. 45(C), pages 116-141.
    29. Dimitrov, Valentin & Palia, Darius & Tang, Leo, 2015. "Impact of the Dodd-Frank act on credit ratings," Journal of Financial Economics, Elsevier, vol. 115(3), pages 505-520.
    30. Bar-Isaac, Heski & Shapiro, Joel, 2013. "Ratings quality over the business cycle," Journal of Financial Economics, Elsevier, vol. 108(1), pages 62-78.
    31. Richard Cantor & Frank Packer, 1994. "The credit rating industry," Quarterly Review, Federal Reserve Bank of New York, vol. 19(Sum), pages 1-26.
    32. Stefano Lugo & Annalisa Croce & Robert Faff, 2015. "Herding Behavior and Rating Convergence among Credit Rating Agencies: Evidence from the Subprime Crisis," Review of Finance, European Finance Association, vol. 19(4), pages 1703-1731.
    33. Matthieu Bouvard & Raphaël Levy, 2018. "Two-Sided Reputation in Certification Markets," Management Science, INFORMS, vol. 64(10), pages 4755-4774, October.
    34. Wenming Xu & Yan Liu, 2021. "Does reputational capital affect credit rating agencies?: empirical evidence from a natural experiment in China," European Journal of Law and Economics, Springer, vol. 51(3), pages 433-468, June.
    35. Baghai, Ramin P. & Becker, Bo, 2018. "Non-rating revenue and conflicts of interest," Journal of Financial Economics, Elsevier, vol. 127(1), pages 94-112.
    36. Bonsall, Samuel B. & Gillette, Jacquelyn R. & Pundrich, Gabriel & So, Eric, 2024. "Conflicts of interest in subscriber-paid credit ratings," Journal of Accounting and Economics, Elsevier, vol. 77(1).
    37. Hu, Xiaolu & Huang, Haozhi & Pan, Zheyao & Shi, Jing, 2019. "Information asymmetry and credit rating: A quasi-natural experiment from China," Journal of Banking & Finance, Elsevier, vol. 106(C), pages 132-152.
    38. Lu, Jing & Qiu, Yuhang, 2023. "Does non-punitive regulation diminish stock price crash risk?," Journal of Banking & Finance, Elsevier, vol. 148(C).
    39. Miles B. Gietzmann & Angela K. Pettinicchio, 2014. "External Auditor Reassessment of Client Business Risk Following the Issuance of a Comment Letter by the SEC," European Accounting Review, Taylor & Francis Journals, vol. 23(1), pages 57-85, May.
    40. Huang, Yu-Li & Shen, Chung-Hua, 2019. "What role does the investor-paid rating agency play in China? Competitor or information provider," International Review of Economics & Finance, Elsevier, vol. 63(C), pages 253-272.
    41. Poon, Winnie P.H. & Chan, Kam C., 2008. "An empirical examination of the informational content of credit ratings in China," Journal of Business Research, Elsevier, vol. 61(7), pages 790-797, July.
    42. Xia, Han, 2014. "Can investor-paid credit rating agencies improve the information quality of issuer-paid rating agencies?," Journal of Financial Economics, Elsevier, vol. 111(2), pages 450-468.
    43. Patrick Behr & Darren J. Kisgen & Jérôme P. Taillard, 2018. "Did Government Regulations Lead to Inflated Credit Ratings?," Management Science, INFORMS, vol. 64(3), pages 1034-1054, March.
    44. Baghai, Ramin P. & Becker, Bo, 2020. "Reputations and credit ratings: Evidence from commercial mortgage-backed securities," Journal of Financial Economics, Elsevier, vol. 135(2), pages 425-444.
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