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It's the tone, stupid! Soft information in credit rating reports and financial markets

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  • Florian Kiesel

Abstract

Using a unique, comprehensive data set of 6110 Moody's rating reports from 2004 to 2019, I find that the textual tone of credit rating reports has a significant effect on the credit default swap (CDS) and stock markets. This effect is driven by negative watchlist reports. The results show that the negative tone of these watchlist reports, in particular, leads to a widening in CDS spreads and lower abnormal stock returns. It also indicates that the rating is likely to be downgraded. These findings show the importance of credit rating agencies as information sources for financial markets.

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  • 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.
    • Handle: RePEc:bla:jfnres:v:44:y:2021:i:3:p:553-585
    DOI: 10.1111/jfir.12250
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    1. 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.
    2. 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.
    3. Bedendo, Mascia & Cathcart, Lara & El-Jahel, Lina, 2018. "Reputational shocks and the information content of credit ratings," Journal of Financial Stability, Elsevier, vol. 34(C), pages 44-60.
    4. 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.
    5. Sascha Kolaric & Florian Kiesel & Steven Ongena, 2021. "Market Discipline through Credit Ratings and Too‐Big‐to‐Fail in Banking," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 53(2-3), pages 367-400, March.
    6. Martin Oehmke & Adam Zawadowski, 2017. "The Anatomy of the CDS Market," The Review of Financial Studies, Society for Financial Studies, vol. 30(1), pages 80-119.
    7. Tim Loughran & Bill Mcdonald, 2016. "Textual Analysis in Accounting and Finance: A Survey," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1187-1230, September.
    8. Oehmke, Martin & Zawadowski, Adam, 2016. "The anatomy of the CDS market," LSE Research Online Documents on Economics 118964, London School of Economics and Political Science, LSE Library.
    9. Goh, Jeremy C. & Ederington, Louis H., 1999. "Cross-sectional variation in the stock market reaction to bond rating changes," The Quarterly Review of Economics and Finance, Elsevier, vol. 39(1), pages 101-112.
    10. Aysun Alp, 2013. "Structural Shifts in Credit Rating Standards," Journal of Finance, American Finance Association, vol. 68(6), pages 2435-2470, December.
    11. Lee, Jongsub & Naranjo, Andy & Velioglu, Guner, 2018. "When do CDS spreads lead? Rating events, private entities, and firm-specific information flows," Journal of Financial Economics, Elsevier, vol. 130(3), pages 556-578.
    12. Arnoud W. A. Boot & Todd T. Milbourn & Anjolein Schmeits, 2006. "Credit Ratings as Coordination Mechanisms," The Review of Financial Studies, Society for Financial Studies, vol. 19(1), pages 81-118.
    13. Galil, Koresh & Soffer, Gil, 2011. "Good news, bad news and rating announcements: An empirical investigation," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 3101-3119, November.
    14. Kee H. Chung & Carol Ann Frost & Myungsun Kim, 2012. "Characteristics and Information Value of Credit Watches," Financial Management, Financial Management Association International, vol. 41(1), pages 119-158, March.
    15. Arslan-Ayaydin, Özgür & Boudt, Kris & Thewissen, James, 2016. "Managers set the tone: Equity incentives and the tone of earnings press releases," Journal of Banking & Finance, Elsevier, vol. 72(S), pages 132-147.
    16. James W. Wansley & Terrence M. Clauretie, 1985. "The Impact Of Creditwatch Placement On Equity Returns And Bond Prices," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 8(1), pages 31-42, March.
    17. Norden, Lars, 2017. "Information in CDS spreads," Journal of Banking & Finance, Elsevier, vol. 75(C), pages 118-135.
    18. 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.
    19. 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.
    20. Kisgen, Darren J., 2009. "Do Firms Target Credit Ratings or Leverage Levels?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(6), pages 1323-1344, December.
    21. Norden, Lars & Weber, Martin, 2004. "Informational efficiency of credit default swap and stock markets: The impact of credit rating announcements," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2813-2843, November.
    22. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    23. Hull, John & Predescu, Mirela & White, Alan, 2004. "The relationship between credit default swap spreads, bond yields, and credit rating announcements," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2789-2811, November.
    24. 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.
    25. Ivashina, Victoria & Sun, Zheng, 2011. "Institutional stock trading on loan market information," Journal of Financial Economics, Elsevier, vol. 100(2), pages 284-303, May.
    26. Kiesel, F. & Kolaric, S. & Norden, L. & Schiereck, D., 2021. "To change or not to change? The CDS market response of firms on credit watch," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 125502, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    27. Bannier, Christina E. & Hirsch, Christian W., 2010. "The economic function of credit rating agencies - What does the watchlist tell us?," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 3037-3049, December.
    28. Jorion, Philippe & Zhang, Gaiyan, 2007. "Good and bad credit contagion: Evidence from credit default swaps," Journal of Financial Economics, Elsevier, vol. 84(3), pages 860-883, June.
    29. Miles Livingston & Lei Zhou, 2016. "Information Opacity And Fitch Bond Ratings," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 39(4), pages 329-358, December.
    30. Kiesel, Florian & Kolaric, Sascha & Norden, Lars & Schiereck, Dirk, 2021. "To change or not to change? The CDS market response of firms on credit watch," Journal of Banking & Finance, Elsevier, vol. 125(C).
    31. Mascia Bedendo & Lara Cathcart & Lina El-Jahel, 2018. "Reputational shocks and the information content of credit ratings," Post-Print hal-01706032, HAL.
    32. S. P. Kothari & Susan Shu & Peter D. Wysocki, 2009. "Do Managers Withhold Bad News?," Journal of Accounting Research, Wiley Blackwell, vol. 47(1), pages 241-276, March.
    33. Acharya, Viral V. & Johnson, Timothy C., 2007. "Insider trading in credit derivatives," Journal of Financial Economics, Elsevier, vol. 84(1), pages 110-141, April.
    34. Gu, Xian & Kadiyala, Padma & Mahaney-Walter, Xin Wu, 2018. "How creditor rights affect the issuance of public debt: The role of credit ratings," Journal of Financial Stability, Elsevier, vol. 39(C), pages 133-143.
    35. 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.
    36. 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.
    37. Matthieu Bouvard & Raphaël Levy, 2018. "Two-Sided Reputation in Certification Markets," Management Science, INFORMS, vol. 64(10), pages 4755-4774, October.
    38. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    39. Li, Feng, 2008. "Annual report readability, current earnings, and earnings persistence," Journal of Accounting and Economics, Elsevier, vol. 45(2-3), pages 221-247, August.
    40. Darren J. Kisgen, 2006. "Credit Ratings and Capital Structure," Journal of Finance, American Finance Association, vol. 61(3), pages 1035-1072, June.
    41. Arash Amoozegar & Dave Berger & Xueli Cao & Kuntara Pukthuanthong, 2020. "Earnings Conference Calls And Institutional Monitoring: Evidence From Textual Analysis," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 43(1), pages 5-36, March.
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