IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v106y2019icp132-152.html
   My bibliography  Save this article

Information asymmetry and credit rating: A quasi-natural experiment from China

Author

Listed:
  • Hu, Xiaolu
  • Huang, Haozhi
  • Pan, Zheyao
  • Shi, Jing

Abstract

We examine how the issuer-paid incumbent credit rating agencies (CRAs) in China adjust their rating strategies in response to the 2010 entry of an independent credit rating agency, China Bond Rating (CBR) between 2006 and 2015. The business model that CBR employs is a combination of the public utility model and the investor-paid model. We find that the CBR's ratings coverage effectively reduced the information asymmetry in the Chinese corporate bond market. The evidence shows decreased ratings inflation and increased informativeness of rating change announcements by incumbent issuer-paid CRAs after CBR entered the market. The findings suggest that a firm's credibility is an important channel driving issuer-paid incumbent CRAs’ strategic ratings. Our paper provides new information and insight into the debate of whether CRAs with alternative business models can alleviate the information asymmetry problem.

Suggested Citation

  • 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.
  • Handle: RePEc:eee:jbfina:v:106:y:2019:i:c:p:132-152
    DOI: 10.1016/j.jbankfin.2019.06.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378426619301384
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbankfin.2019.06.003?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. 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.
    2. Ryan T. Ball & Luzi Hail & Florin P. Vasvari, 2018. "Equity cross-listings in the U.S. and the price of debt," Review of Accounting Studies, Springer, vol. 23(2), pages 385-421, June.
    3. Kleibergen, Frank & Paap, Richard, 2006. "Generalized reduced rank tests using the singular value decomposition," Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
    4. Wei Jiang, 2017. "Have Instrumental Variables Brought Us Closer to the Truth," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 6(2), pages 127-140.
    5. 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.
    6. 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.
    7. Patrick Bolton & Xavier Freixas & Joel Shapiro, 2012. "The Credit Ratings Game," Journal of Finance, American Finance Association, vol. 67(1), pages 85-112, February.
    8. Jia Liu & Saeed Akbar & Syed Zulfiqar Ali Shah & Dayong Zhang & Dong Pang, 2016. "Market Reaction to Seasoned Offerings in China," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 43(5-6), pages 597-653, May.
    9. Valentina Bruno & Jess Cornaggia & Kimberly J. Cornaggia, 2016. "Does Regulatory Certification Affect the Information Content of Credit Ratings?," Management Science, INFORMS, vol. 62(6), pages 1578-1597, June.
    10. Ferri, Giovanni & Lacitignola, Punziana & Lee, Jeong Yeon, 2013. "Foreign ownership and the credibility of national rating agencies: Evidence from Korea," Journal of Comparative Economics, Elsevier, vol. 41(3), pages 762-776.
    11. Bo Becker & Marcus Opp, 2013. "Regulatory reform and risk-taking: replacing ratings," NBER Working Papers 19257, National Bureau of Economic Research, Inc.
    12. Cinquegrana, Piero, 2009. "The Reform of the Credit Rating Agencies: A Comparative Perspective," ECMI Papers 1619, Centre for European Policy Studies.
    13. G.M. Constantinides & M. Harris & R. M. Stulz (ed.), 2013. "Handbook of the Economics of Finance," Handbook of the Economics of Finance, Elsevier, volume 2, number 2-b.
    14. G.M. Constantinides & M. Harris & R. M. Stulz (ed.), 2013. "Handbook of the Economics of Finance," Handbook of the Economics of Finance, Elsevier, volume 2, number 2-a.
    15. Ge, Wenxia & Kim, Jeong-Bon, 2014. "Real earnings management and the cost of new corporate bonds," Journal of Business Research, Elsevier, vol. 67(4), pages 641-647.
    16. 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.
    17. Darren J. Kisgen & Philip E. Strahan, 2010. "Do Regulations Based on Credit Ratings Affect a Firm's Cost of Capital?," Review of Financial Studies, Society for Financial Studies, vol. 23(12), pages 4324-4347, December.
    18. Puhani, Patrick A., 2012. "The treatment effect, the cross difference, and the interaction term in nonlinear “difference-in-differences” models," Economics Letters, Elsevier, vol. 115(1), pages 85-87.
    19. Diomande M. Ahmed & Heintz James S. & Pollin Robert N., 2009. "Why U.S. Financial Markets Need a Public Credit Rating Agency," The Economists' Voice, De Gruyter, vol. 6(6), pages 1-4, June.
    20. Marlene Amstad & Zhiguo He, 2019. "Chinese Bond Market and Interbank Market," NBER Working Papers 25549, National Bureau of Economic Research, Inc.
    21. Poon, Winnie P.H. & Chan, Kam C. & Firth, Michael A., 2013. "Does having a credit rating leave less money on the table when raising capital? A study of credit ratings and seasoned equity offerings in China," Pacific-Basin Finance Journal, Elsevier, vol. 22(C), pages 88-106.
    22. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    23. Korkeamäki, Timo & Pöyry, Salla & Suo, Maiju, 2014. "Credit ratings and information asymmetry on the Chinese syndicated loan market," China Economic Review, Elsevier, vol. 31(C), pages 1-16.
    24. Anil K. Kashyap & Natalia Kovrijnykh, 2016. "Who Should Pay for Credit Ratings and How?," The Review of Financial Studies, Society for Financial Studies, vol. 29(2), pages 420-456.
    25. 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.
    26. Jorion, Philippe & Liu, Zhu & Shi, Charles, 2005. "Informational effects of regulation FD: evidence from rating agencies," Journal of Financial Economics, Elsevier, vol. 76(2), pages 309-330, May.
    27. Hand, John R M & Holthausen, Robert W & Leftwich, Richard W, 1992. "The Effect of Bond Rating Agency Announcements on Bond and Stock Prices," Journal of Finance, American Finance Association, vol. 47(2), pages 733-752, June.
    28. Bar-Isaac, Heski & Shapiro, Joel, 2013. "Ratings quality over the business cycle," Journal of Financial Economics, Elsevier, vol. 108(1), pages 62-78.
    29. Deb, Pragyan & Manning, Mark & Murphy, Gareth & Penalver, Adrian & Toth, Aron, 2011. "Financial Stability Paper No 9: Whither the Credit Ratings Industry?," Bank of England Financial Stability Papers 9, Bank of England.
    30. Andrews,Donald W. K. & Stock,James H. (ed.), 2005. "Identification and Inference for Econometric Models," Cambridge Books, Cambridge University Press, number 9780521844413.
    31. Kedia, Simi & Rajgopal, Shivaram & Zhou, Xing, 2014. "Did going public impair Moody׳s credit ratings?," Journal of Financial Economics, Elsevier, vol. 114(2), pages 293-315.
    32. 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.
    33. Kuhnert, Petra M. & Do, Kim-Anh & McClure, Rod, 2000. "Combining non-parametric models with logistic regression: an application to motor vehicle injury data," Computational Statistics & Data Analysis, Elsevier, vol. 34(3), pages 371-386, September.
    34. Lee, Tian-Shyug & Chiu, Chih-Chou & Chou, Yu-Chao & Lu, Chi-Jie, 2006. "Mining the customer credit using classification and regression tree and multivariate adaptive regression splines," Computational Statistics & Data Analysis, Elsevier, vol. 50(4), pages 1113-1130, February.
    35. 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.
    36. Jiang, John (Xuefeng) & Harris Stanford, Mary & Xie, Yuan, 2012. "Does it matter who pays for bond ratings? Historical evidence," Journal of Financial Economics, Elsevier, vol. 105(3), pages 607-621.
    37. Li, Joanne & Shin, Yoon S. & Moore, William T., 2006. "Reactions of Japanese markets to changes in credit ratings by global and local agencies," Journal of Banking & Finance, Elsevier, vol. 30(3), pages 1007-1021, March.
    38. Lawrence J. White, 2010. "Markets: The Credit Rating Agencies," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 211-226, Spring.
    39. Beaver, William H. & Shakespeare, Catherine & Soliman, Mark T., 2006. "Differential properties in the ratings of certified versus non-certified bond-rating agencies," Journal of Accounting and Economics, Elsevier, vol. 42(3), pages 303-334, December.
    40. Amadou N.R. Sy, 2009. "The Systemic Regulation of Credit Rating Agencies and Rated Markets," World Economics, World Economics, 1 Ivory Square, Plantation Wharf, London, United Kingdom, SW11 3UE, vol. 10(4), pages 69-108, October.
    41. Jess Cornaggia & Kimberly J. Cornaggia, 2013. "Estimating the Costs of Issuer-Paid Credit Ratings," Review of Financial Studies, Society for Financial Studies, vol. 26(9), pages 2229-2269.
    42. 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.
    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. Ruiz-Buforn, Alba & Camacho-Cuena, Eva & Morone, Andrea & Alfarano, Simone, 2021. "Overweighting of public information in financial markets: A lesson from the lab," Journal of Banking & Finance, Elsevier, vol. 133(C).
    7. Wang, Jiazhen & Chen, Xin & Li, Xiaoxia & Yu, Jing & Zhong, Rui, 2020. "The market reaction to green bond issuance: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 60(C).
    8. Wang, Tong & Zhao, Sheng & Zhou, Mengqiu, 2022. "Does soft information in expert ratings curb information asymmetry? Evidence from crowdfunding and early transaction phases of Initial Coin offerings," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 81(C).
    9. 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.
    10. 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).
    11. 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.
    12. Wang, Guojun & Wang, Yuetang & Yang, Dan & Cheng, Linyin, 2022. "Dividend commitment and bond yields: An examination of wealth transfer effects," Finance Research Letters, Elsevier, vol. 47(PB).

    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. 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.
    2. 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.
    3. Berwart, Erik & Guidolin, Massimo & Milidonis, Andreas, 2019. "An empirical analysis of changes in the relative timeliness of issuer-paid vs. investor-paid ratings," Journal of Corporate Finance, Elsevier, vol. 59(C), pages 88-118.
    4. Hung, Mingyi & Kraft, Pepa & Wang, Shiheng & Yu, Gwen, 2022. "Market power and credit rating standards: Global evidence," Journal of Accounting and Economics, Elsevier, vol. 73(2).
    5. Valentina Bruno & Jess Cornaggia & Kimberly J. Cornaggia, 2016. "Does Regulatory Certification Affect the Information Content of Credit Ratings?," Management Science, INFORMS, vol. 62(6), pages 1578-1597, June.
    6. 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.
    7. 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).
    8. Bhattacharya, Utpal & Wei, Kelsey D. & Xia, Han, 2019. "Follow the money: Investor trading around investor-paid credit rating changes," Journal of Corporate Finance, Elsevier, vol. 58(C), pages 68-91.
    9. 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.
    10. 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.
    11. 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).
    12. Sumit Agarwal & Vincent Y. S. Chen & Weina Zhang, 2016. "The Information Value of Credit Rating Action Reports: A Textual Analysis," Management Science, INFORMS, vol. 62(8), pages 2218-2240, August.
    13. Lawrence J. White, 2013. "Credit Rating Agencies: An Overview," Annual Review of Financial Economics, Annual Reviews, vol. 5(1), pages 93-122, November.
    14. Luitel, Prabesh & Vanpée, Rosanne & De Moor, Lieven, 2016. "Pernicious effects: How the credit rating agencies disadvantage emerging markets," Research in International Business and Finance, Elsevier, vol. 38(C), pages 286-298.
    15. Abad, Pilar & Ferreras, Rodrigo & Robles, M-Dolores, 2019. "Informational role of rating revisions after reputational events and regulation reforms," International Review of Financial Analysis, Elsevier, vol. 62(C), pages 91-103.
    16. Ormazabal, Gaizka, 2018. "The Role of Stakeholders in Corporate Governance: A View from Accounting Research," CEPR Discussion Papers 12775, C.E.P.R. Discussion Papers.
    17. Gerald J. Lobo & Luc Paugam & Hervé Stolowy & Pierre Astolfi, 2017. "The Effect of Business and Financial Market Cycles on Credit Ratings: Evidence from the Last Two Decades," Abacus, Accounting Foundation, University of Sydney, vol. 53(1), pages 59-93, March.
    18. Samuel B. Bonsall & Kevin Koharki & Pepa Kraft & Karl A. Muller & Anywhere Sikochi, 2023. "Do Rating Agencies Behave Defensively for Higher Risk Issuers?," Management Science, INFORMS, vol. 69(8), pages 4864-4887, August.
    19. Marandola, Ginevra, 2021. "Local Credit Rating Agencies: Is their economic role underrated?," The Quarterly Review of Economics and Finance, Elsevier, vol. 81(C), pages 143-156.
    20. Kraft, Pepa & Xie, Yuan & Zhou, Ling, 2020. "The intraday timing of rating changes," Journal of Corporate Finance, Elsevier, vol. 60(C).

    More about this item

    Keywords

    Credit ratings; Information asymmetry; Ratings quality; Investor-paid model; Public utility model;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

    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:106:y:2019:i:c:p:132-152. 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.