IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v105y2019icp178-193.html
   My bibliography  Save this article

Credit ratings of Chinese firms by domestic and global agencies: Assessing the determinants and impact

Author

Listed:
  • Jiang, Xianfeng
  • Packer, Frank

Abstract

The market for the credit ratings of Chinese firms is large and growing. We analyse Chinese firms that have ratings from both domestic and global agencies. Despite the similar symbols, the rating scales of the domestic and global agencies clearly differ – as any single company's global agency and domestic agency ratings differ by 6–7 notches on average. Focusing on the comparable rank ordering of domestic and global credit ratings, we test general hypotheses about the impact of the ratings industry structure on ratings outcomes. While potential ownership-related conflicts of interest and growth of the business are not consistently associated with higher ratings, ratings industry competition is related to inflated ratings. There is also weak evidence that the downgrade of the Chinese sovereign rating by foreign rating agencies has impacted the global ratings of corporations, particularly when they are state owned. While factors relating to rating industry structure do not significantly impact bond yields, both domestic and global ratings are significant factors in yield spread multivariate regressions, and thus appear to add value beyond financial variables.

Suggested Citation

  • 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.
  • Handle: RePEc:eee:jbfina:v:105:y:2019:i:c:p:178-193
    DOI: 10.1016/j.jbankfin.2019.05.011
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378426619301086
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbankfin.2019.05.011?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Thompson, Samuel B., 2011. "Simple formulas for standard errors that cluster by both firm and time," Journal of Financial Economics, Elsevier, vol. 99(1), pages 1-10, January.
    2. Raghav Dhawan & Fan Yu, 2015. "Are Credit Ratings Relevant in China’s Corporate Bond Market?," Chinese Economy, Taylor & Francis Journals, vol. 48(3), pages 235-250, May.
    3. Allen, Franklin & Qian, Jun & Qian, Meijun, 2005. "Law, finance, and economic growth in China," Journal of Financial Economics, Elsevier, vol. 77(1), pages 57-116, July.
    4. 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.
    5. Patrick Bolton & Xavier Freixas & Joel Shapiro, 2012. "The Credit Ratings Game," Journal of Finance, American Finance Association, vol. 67(1), pages 85-112, February.
    6. Mark Dilly & Thomas Mählmann, 2016. "Is There a "Boom Bias" in Agency Ratings?," Review of Finance, European Finance Association, vol. 20(3), pages 979-1011.
    7. Jiménez, Gabriel & Ongena, Steven & Peydró, José-Luis & Saurina, Jesús, 2012. "Credit Supply and Monetary Policy: Identifying the Bank Balance-Sheet Channel with Loan Applications," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 102(5), pages 2301-2326.
    8. Kedia, Simi & Rajgopal, Shivaram & Zhou, Xing (Alex), 2017. "Large shareholders and credit ratings," Journal of Financial Economics, Elsevier, vol. 124(3), pages 632-653.
    9. Richard Cantor & Frank Packer, 1994. "The credit rating industry," Quarterly Review, Federal Reserve Bank of New York, vol. 19(Sum), pages 1-26.
    10. Li, Kai & Yue, Heng & Zhao, Longkai, 2009. "Ownership, institutions, and capital structure: Evidence from China," Journal of Comparative Economics, Elsevier, vol. 37(3), pages 471-490, September.
    11. Becker, Bo & Milbourn, Todd, 2011. "How did increased competition affect credit ratings?," Journal of Financial Economics, Elsevier, vol. 101(3), pages 493-514, September.
    12. Zeileis, Achim, 2006. "Object-oriented Computation of Sandwich Estimators," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 16(i09).
    13. Heitor Almeida & Igor Cunha & Miguel A. Ferreira & Felipe Restrepo, 2017. "The Real Effects of Credit Ratings: The Sovereign Ceiling Channel," Journal of Finance, American Finance Association, vol. 72(1), pages 249-290, February.
    14. Greene, William H, 1981. "Sample Selection Bias as a Specification Error: Comment," Econometrica, Econometric Society, vol. 49(3), pages 795-798, May.
    15. Miles Livingston & Andy Naranjo & Lei Zhou, 2007. "Asset Opaqueness and Split Bond Ratings," Financial Management, Financial Management Association International, vol. 36(3), pages 49-62, September.
    16. Yee, Thomas W., 2010. "The VGAM Package for Categorical Data Analysis," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 32(i10).
    17. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    18. 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.
    19. Cull, Robert & Xu, Lixin Colin, 2005. "Institutions, ownership, and finance: the determinants of profit reinvestment among Chinese firms," Journal of Financial Economics, Elsevier, vol. 77(1), pages 117-146, July.
    20. Heski Bar-Isaac & Joel Shapiro, 2011. "Credit Ratings Accuracy and Analyst Incentives," American Economic Review, American Economic Association, vol. 101(3), pages 120-124, May.
    21. Xianfeng Jiang & Frank Packer, 2017. "Credit ratings of domestic and global agencies: What drives the differences in China and how are they priced?," BIS Working Papers 648, Bank for International Settlements.
    22. 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.
    23. Lu, Zhengfei & Zhu, Jigao & Zhang, Weining, 2012. "Bank discrimination, holding bank ownership, and economic consequences: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 36(2), pages 341-354.
    24. Denis Yongmin Joe & Frederick Dongchuhl Oh, 2017. "Did Foreign Ownership Of Korean Credit Rating Agencies Improve Their Ratings?," Contemporary Economic Policy, Western Economic Association International, vol. 35(1), pages 193-200, January.
    25. Ismail, Ashraf & Oh, Seunghack & Arsyad, Nuruzzaman, 2015. "Split ratings and debt-signaling in bond markets: A note," Review of Financial Economics, Elsevier, vol. 24(C), pages 36-41.
    26. Sean Flynn & Andra Ghent, 2018. "Competition and Credit Ratings After the Fall," Management Science, INFORMS, vol. 64(4), pages 1672-1692, April.
    27. Richard Cantor & Frank Packer, 1996. "Determinants and impact of sovereign credit ratings," Economic Policy Review, Federal Reserve Bank of New York, vol. 2(Oct), pages 37-53.
    28. Cantor, Richard & Packer, Frank, 1997. "Differences of opinion and selection bias in the credit rating industry," Journal of Banking & Finance, Elsevier, vol. 21(10), pages 1395-1417, October.
    29. Fan, Joseph P.H. & Huang, Jun & Zhu, Ning, 2013. "Institutions, ownership structures, and distress resolution in China," Journal of Corporate Finance, Elsevier, vol. 23(C), pages 71-87.
    30. Donald P. Morgan, 2002. "Rating Banks: Risk and Uncertainty in an Opaque Industry," American Economic Review, American Economic Association, vol. 92(4), pages 874-888, September.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Hu, Xiaolu & Shi, Jing & Wang, Lafang & Yu, Jing, 2020. "Foreign ownership in Chinese credit ratings industry: Information revelation or certification?," Journal of Banking & Finance, Elsevier, vol. 118(C).
    2. He, Ni & Yongqiao, Wang & Tao, Jiang & Zhaoyu, Chen, 2022. "Self-Adaptive bagging approach to credit rating," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    3. Li, Tangrong & Sun, Xuchu, 2023. "Is controlling shareholders' credit risk contagious to firms? — Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 77(C).
    4. Liu, Yan, 2023. "Essays on credit rating agencies in China," Other publications TiSEM b54b3315-1185-48b8-aaf8-8, Tilburg University, School of Economics and Management.
    5. 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.
    6. Papadimitri, Panagiota & Pasiouras, Fotios & Tasiou, Menelaos & Ventouri, Alexia, 2020. "The effects of board of directors’ education on firms’ credit ratings," Journal of Business Research, Elsevier, vol. 116(C), pages 294-313.
    7. Cuadros-Solas, Pedro J. & Salvador, Carlos & Suárez, Nuria, 2021. "Am I riskier if I rescue my banks? Beyond the effects of bailouts," Journal of Financial Stability, Elsevier, vol. 56(C).
    8. Zhang, Ran & Li, Yifei & Tian, Yuan, 2022. "Corporate bonds with implicit government guarantees," Pacific-Basin Finance Journal, Elsevier, vol. 71(C).
    9. 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.
    10. To, Thomas Y. & Wu, Eliza & Zhang, Lambert, 2022. "Mind the sovereign ceiling on corporate performance," Journal of Corporate Finance, Elsevier, vol. 75(C).
    11. Dong, Yi & Hou, Qiannan & Ni, Chenkai, 2021. "Implicit government guarantees and credit ratings," Journal of Corporate Finance, Elsevier, vol. 69(C).
    12. Ke Sun, 2022. "Do Rating Change Announcements Transfer Effective Information? Test on the Effectiveness and Sustainability of Credit Rating in China," Sustainability, MDPI, vol. 14(21), pages 1-15, October.
    13. Mo, Guiqing & Gao, Zhi & Zhou, Lei, 2021. "China's no-bailout reform: Impact on bond yields and rating standards," Journal of Banking & Finance, Elsevier, vol. 133(C).
    14. Wang, Yuyue & Fang, Hongyan & Luo, Ronghua, 2022. "Does state ownership affect rating quality? Evidence from China's corporate bond market," Economic Modelling, Elsevier, vol. 111(C).
    15. Xiaolu Hu & Haoyi Luo & Zijin Xu & Jiang Li, 2021. "Intra‐industry spill‐over effect of default: Evidence from the Chinese bond market," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(3), pages 4703-4740, September.
    16. Chandan Sharma & Archana Singh & Rajan Yadav, 2023. "Impact of Competition in Credit Rating Industry: Evidence From India," SAGE Open, , vol. 13(1), pages 21582440221, January.
    17. Deng, Kaihua & Qiao, Guannan, 2022. "Triple A default," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).

    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. Xianfeng Jiang & Frank Packer, 2017. "Credit ratings of domestic and global agencies: What drives the differences in China and how are they priced?," BIS Working Papers 648, Bank for International Settlements.
    2. Chen, Zhongfei & Matousek, Roman & Stewart, Chris & Webb, Rob, 2019. "Do rating agencies exhibit herding behaviour? Evidence from sovereign ratings," International Review of Financial Analysis, Elsevier, vol. 64(C), pages 57-70.
    3. 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.
    4. Doherty, Neil A. & Kartasheva, Anastasia V. & Phillips, Richard D., 2012. "Information effect of entry into credit ratings market: The case of insurers' ratings," Journal of Financial Economics, Elsevier, vol. 106(2), pages 308-330.
    5. Liu, Yan, 2023. "Essays on credit rating agencies in China," Other publications TiSEM b54b3315-1185-48b8-aaf8-8, Tilburg University, School of Economics and Management.
    6. Hu, Xiaolu & Shi, Jing & Wang, Lafang & Yu, Jing, 2020. "Foreign ownership in Chinese credit ratings industry: Information revelation or certification?," Journal of Banking & Finance, Elsevier, vol. 118(C).
    7. Ke Sun, 2022. "Do Rating Change Announcements Transfer Effective Information? Test on the Effectiveness and Sustainability of Credit Rating in China," Sustainability, MDPI, vol. 14(21), pages 1-15, October.
    8. Vink, Dennis & Nawas, Mike & van Breemen, Vivian, 2021. "Security design and credit rating risk in the CLO market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 72(C).
    9. Jess N. Cornaggia & Kimberly J. Cornaggia & John E. Hund, 2017. "Credit Ratings Across Asset Classes: A Long-Term Perspective," Review of Finance, European Finance Association, vol. 21(2), pages 465-509.
    10. Vu, Huong & Alsakka, Rasha & ap Gwilym, Owain, 2022. "Does competition improve sovereign credit rating quality?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 76(C).
    11. Harald Hau & Sam Langfield & David Marques-Ibanez, 2013. "Bank ratings: what determines their quality? [Bank risk during the financial crisis: do business models matter?]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 28(74), pages 289-333.
    12. 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.
    13. Jones, Laurence & Alsakka, Rasha & ap Gwilym, Owain & Mantovan, Noemi, 2022. "Regulating rating agencies: A conservative behavioural change," Journal of Financial Stability, Elsevier, vol. 60(C).
    14. Goergen, Marc & Gounopoulos, Dimitrios & Koutroumpis, Panagiotis, 2021. "Do multiple credit ratings reduce money left on the table? Evidence from U.S. IPOs," Journal of Corporate Finance, Elsevier, vol. 67(C).
    15. Wang, Yuyue & Fang, Hongyan & Luo, Ronghua, 2022. "Does state ownership affect rating quality? Evidence from China's corporate bond market," Economic Modelling, Elsevier, vol. 111(C).
    16. Jess N. Cornaggia & Kimberly J. Cornaggia & Ryan D. Israelsen, 2020. "Where the Heart Is: Information Production and the Home Bias," Management Science, INFORMS, vol. 66(12), pages 5532-5557, December.
    17. Federica Salvadè, 2018. "Is less information better information? Evidence from the credit rating withdrawal," Review of Quantitative Finance and Accounting, Springer, vol. 51(1), pages 139-157, July.
    18. Cornaggia, Jess & Cornaggia, Kimberly J. & Xia, Han, 2016. "Revolving doors on Wall Street," Journal of Financial Economics, Elsevier, vol. 120(2), pages 400-419.
    19. Deng, Kaihua & Qiao, Guannan, 2022. "Triple A default," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    20. 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.

    More about this item

    Keywords

    Credit ratings; Split ratings; State-owned firms; Chinese bond markets;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage

    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:jbfina:v:105:y:2019:i:c:p:178-193. 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/jbf .

    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.