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An empirical analysis of changes in the relative timeliness of issuer-paid vs. investor-paid ratings

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  • Berwart, Erik
  • Guidolin, Massimo
  • Milidonis, Andreas

Abstract

We investigate the lead-lag relationships between issuer-paid and investor-paid credit rating agencies (CRAs), after the regulatory reforms in the U.S. (2002–2006) also including outlooks. Over our sample period, ratings (but not outlooks) issued by issuer-paid agencies were certified by the SEC while investor-paid agencies were not certified at all. First, in the wake of the reforms, we find a weaker lead effect of investor-paid over issuer-paid CRAs: after 2002, causality turned bi-directional. Second, after the overhaul of the rating business, issuer-paid CRAs behave less conservatively when dealing with outlook changes than with rating changes, which is consistent with a more conservative approach to ratings than to outlooks, because of the effects of the SEC's certification. Third, investor-paid downgrades become associated with more negative, statistically significant abnormal stock returns, than issuer-paid downgrades are. These results support the hypothesis that issuer-paid CRAs improved the timeliness of their ratings because of the recently implemented, tighter regulations. However, differences in abnormal returns imply that investor-paid rating actions still carry superior information. Adding data from the post NRSRO status acquisition by Egan Jones Ratings, the investor-paid agency studied in our paper, does not radically affect our results and confirms that some of the previously observed differences in timeliness and market impact have been fading over time.

Suggested Citation

  • 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.
  • Handle: RePEc:eee:corfin:v:59:y:2019:i:c:p:88-118
    DOI: 10.1016/j.jcorpfin.2016.10.011
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    1. Ederington, Louis H, 1985. "Classification Models and Bond Ratings," The Financial Review, Eastern Finance Association, vol. 20(4), pages 237-262, November.
    2. H. Kent Baker & Sattar A. Mansi, 2002. "Assessing Credit Rating Agencies by Bond Issuers and Institutional Investors," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 29(9&10), pages 1367-1398.
    3. Milidonis, Andreas, 2013. "Compensation incentives of credit rating agencies and predictability of changes in bond ratings and financial strength ratings," Journal of Banking & Finance, Elsevier, vol. 37(9), pages 3716-3732.
    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. Bae, Kee-Hong & Kang, Jun-Koo & Wang, Jin, 2015. "Does Increased Competition Affect Credit Ratings? A Reexamination of the Effect of Fitch’s Market Share on Credit Ratings in the Corporate Bond Market," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 50(5), pages 1011-1035, October.
    6. Martin Halek & David L. Eckles, 2010. "Effects of Analysts’ Ratings on Insurer Stock Returns: Evidence of Asymmetric Responses," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 77(4), pages 801-827, December.
    7. Pinches, George E & Singleton, J Clay, 1978. "The Adjustment of Stock Prices to Bond Rating Changes," Journal of Finance, American Finance Association, vol. 33(1), pages 29-44, March.
    8. Marshall E. Blume & Felix Lim & A. Craig Mackinlay, 1998. "The Declining Credit Quality of U.S. Corporate Debt: Myth or Reality?," Journal of Finance, American Finance Association, vol. 53(4), pages 1389-1413, August.
    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. Asquith, Paul & Beatty, Anne & Weber, Joseph, 2005. "Performance pricing in bank debt contracts," Journal of Accounting and Economics, Elsevier, vol. 40(1-3), pages 101-128, December.
    11. Christina E. Bannier & Patrick Behr & Andre Güttler, 2010. "Rating opaque borrowers: why are unsolicited ratings lower?," Review of Finance, European Finance Association, vol. 14(2), pages 263-294.
    12. Javed I. Ahmed, 2014. "Competition in lending and credit ratings," Finance and Economics Discussion Series 2014-23, Board of Governors of the Federal Reserve System (U.S.).
    13. Marshall E. Blume & Felix Lim & A. Craig MacKinlay, "undated". "The Declining Credit Quality of US Corporate Debt: Myth or Reality?," Rodney L. White Center for Financial Research Working Papers 03-98, Wharton School Rodney L. White Center for Financial Research.
    14. 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.
    15. Miles Livingston & Jie (Diana) Wei & Lei Zhou, 2010. "Moody's and S&P Ratings: Are They Equivalent? Conservative Ratings and Split Rated Bond Yields," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(7), pages 1267-1293, October.
    16. 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.
    17. Griffin, Paul A & Sanvicente, Antonio Z, 1982. "Common Stock Returns and Rating Changes: A Methodological Comparison," Journal of Finance, American Finance Association, vol. 37(1), pages 103-119, March.
    18. Becker, Bo & Milbourn, Todd, 2011. "How did increased competition affect credit ratings?," Journal of Financial Economics, Elsevier, vol. 101(3), pages 493-514, September.
    19. Gande, Amar & Parsley, David C., 2005. "News spillovers in the sovereign debt market," Journal of Financial Economics, Elsevier, vol. 75(3), pages 691-734, March.
    20. Cheng, Mei & Neamtiu, Monica, 2009. "An empirical analysis of changes in credit rating properties: Timeliness, accuracy and volatility," Journal of Accounting and Economics, Elsevier, vol. 47(1-2), pages 108-130, March.
    21. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    22. H. Kent Baker & Sattar A. Mansi, 2002. "Assessing Credit Rating Agencies by Bond Issuers and Institutional Investors," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 29(9‐10), pages 1367-1398.
    23. repec:fth:pennfi:67 is not listed on IDEAS
    24. May, Anthony D., 2010. "The impact of bond rating changes on corporate bond prices: New evidence from the over-the-counter market," Journal of Banking & Finance, Elsevier, vol. 34(11), pages 2822-2836, November.
    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. Marshall E. Blume & Felix Lim & A. Craig MacKinlay, "undated". "The Declining Credit Quality of US Corporate Debt: Myth or Reality?," Rodney L. White Center for Financial Research Working Papers 3-98, Wharton School Rodney L. White Center for Financial Research.
    28. 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.
    29. Bar-Isaac, Heski & Shapiro, Joel, 2013. "Ratings quality over the business cycle," Journal of Financial Economics, Elsevier, vol. 108(1), pages 62-78.
    30. Aysun Alp, 2013. "Structural Shifts in Credit Rating Standards," Journal of Finance, American Finance Association, vol. 68(6), pages 2435-2470, December.
    31. Holthausen, Robert W. & Leftwich, Richard W., 1986. "The effect of bond rating changes on common stock prices," Journal of Financial Economics, Elsevier, vol. 17(1), pages 57-89, September.
    32. Stickel, Scott E., 1986. "The effect of preferred stock rating changes on preferred and common stock prices," Journal of Accounting and Economics, Elsevier, vol. 8(3), pages 197-215, October.
    33. Ilia D. Dichev & Joseph D. Piotroski, 2001. "The Long‐Run Stock Returns Following Bond Ratings Changes," Journal of Finance, American Finance Association, vol. 56(1), pages 173-203, February.
    34. Armitage, Seth, 1995. "Event Study Methods and Evidence on Their Performance," Journal of Economic Surveys, Wiley Blackwell, vol. 9(1), pages 25-52, March.
    35. Guttler, Andre & Wahrenburg, Mark, 2007. "The adjustment of credit ratings in advance of defaults," Journal of Banking & Finance, Elsevier, vol. 31(3), pages 751-767, March.
    36. Ramin P. Baghai & Henri Servaes & Ane Tamayo, 2014. "Have Rating Agencies Become More Conservative? Implications for Capital Structure and Debt Pricing," Journal of Finance, American Finance Association, vol. 69(5), pages 1961-2005, October.
    37. Edith S. Hotchkiss & Tavy Ronen, 2002. "The Informational Efficiency of the Corporate Bond Market: An Intraday Analysis," Review of Financial Studies, Society for Financial Studies, vol. 15(5), pages 1325-1354.
    38. 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.
    39. Jonathan Katz & Emanuel Salinas & Constantinos Stephanou, 2009. "Credit Rating Agencies," World Bank Publications - Reports 10227, The World Bank Group.
    40. Altman, Edward I. & Rijken, Herbert A., 2004. "How rating agencies achieve rating stability," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2679-2714, November.
    41. Alsakka, Rasha & ap Gwilym, Owain, 2010. "Leads and lags in sovereign credit ratings," Journal of Banking & Finance, Elsevier, vol. 34(11), pages 2614-2626, November.
    42. Ederington, Louis H. & Goh, Jeremy C., 1998. "Bond Rating Agencies and Stock Analysts: Who Knows What When?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 33(4), pages 569-585, December.
    43. Lawrence J. White, 2010. "Markets: The Credit Rating Agencies," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 211-226, Spring.
    44. 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.
    45. 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.
    46. Opp, Christian C. & Opp, Marcus M. & Harris, Milton, 2013. "Rating agencies in the face of regulation," Journal of Financial Economics, Elsevier, vol. 108(1), pages 46-61.
    47. 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.
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    Cited by:

    1. Michaelides, Alexander & Milidonis, Andreas & Nishiotis, George P. & Papakyriakou, Panayiotis, 2015. "The adverse effects of systematic leakage ahead of official sovereign debt rating announcements," Journal of Financial Economics, Elsevier, vol. 116(3), pages 526-547.
    2. 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.
    3. Wai Choi Lee & Jianfu Shen & Tsun Se Cheong & Michal Wojewodzki, 2021. "Detecting conflicts of interest in credit rating changes: a distribution dynamics approach," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-23, December.
    4. Milidonis, Andreas, 2013. "Compensation incentives of credit rating agencies and predictability of changes in bond ratings and financial strength ratings," Journal of Banking & Finance, Elsevier, vol. 37(9), pages 3716-3732.
    5. Florian Kiesel, 2021. "It's the tone, stupid! Soft information in credit rating reports and financial markets," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 44(3), pages 553-585, September.
    6. Michaelides, Alexander & Milidonis, Andreas & Nishiotis, George P., 2019. "Private information in currency markets," Journal of Financial Economics, Elsevier, vol. 131(3), pages 643-665.
    7. Kraemer, Moritz & Klusak, Patrycja & Vu, Huong, 2020. "First-mover disadvantage - The sovereign ratings mousetrap," CEPS Papers 26352, Centre for European Policy Studies.

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    More about this item

    Keywords

    Rating agencies; Timeliness; Issuer-paid agencies; Investor-paid business model; NRSRO;
    All these keywords.

    JEL classification:

    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

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