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Follow the money: Investor trading around investor-paid credit rating changes

Author

Listed:
  • Bhattacharya, Utpal
  • Wei, Kelsey D.
  • Xia, Han
Abstract
Using institutional equity trading data, we find that a set of small institutional investors consistently follow credit ratings issued by an investor-paid rating agency in their trading decisions. Although rating information is credit related, we find that these followers often respond more strongly to investor-paid ratings than to influential trading signals, such as earnings announcements, analysts' earnings forecast revisions, and recommendation changes. Followers outperform non-followers, and show improved trading performance after becoming followers. We conclude that investor-paid rating agencies offer small institutional investors a cost-effective alternative to in-house research.

Suggested Citation

  • 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.
  • Handle: RePEc:eee:corfin:v:58:y:2019:i:c:p:68-91
    DOI: 10.1016/j.jcorpfin.2019.04.008
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    References listed on IDEAS

    as
    1. Womack, Kent L, 1996. "Do Brokerage Analysts' Recommendations Have Investment Value?," Journal of Finance, American Finance Association, vol. 51(1), pages 137-167, March.
    2. Nerissa C. Brown & Kelsey D. Wei & Russ Wermers, 2014. "Analyst Recommendations, Mutual Fund Herding, and Overreaction in Stock Prices," Management Science, INFORMS, vol. 60(1), pages 1-20, January.
    3. Patrick Bolton & Xavier Freixas & Joel Shapiro, 2012. "The Credit Ratings Game," Journal of Finance, American Finance Association, vol. 67(1), pages 85-112, February.
    4. 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.
    5. Ellul, Andrew & Jotikasthira, Chotibhak & Lundblad, Christian T., 2011. "Regulatory pressure and fire sales in the corporate bond market," Journal of Financial Economics, Elsevier, vol. 101(3), pages 596-620, September.
    6. Daniel, Kent, et al, 1997. "Measuring Mutual Fund Performance with Characteristic-Based Benchmarks," Journal of Finance, American Finance Association, vol. 52(3), pages 1035-1058, July.
    7. Roger K. Loh & René M. Stulz, 2011. "When Are Analyst Recommendation Changes Influential?," The Review of Financial Studies, Society for Financial Studies, vol. 24(2), pages 593-627.
    8. 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.
    9. Tang, Tony T., 2009. "Information asymmetry and firms' credit market access: Evidence from Moody's credit rating format refinement," Journal of Financial Economics, Elsevier, vol. 93(2), pages 325-351, August.
    10. Barber, Brad M. & Lehavy, Reuven & Trueman, Brett, 2007. "Comparing the stock recommendation performance of investment banks and independent research firms," Journal of Financial Economics, Elsevier, vol. 85(2), pages 490-517, August.
    11. Jonathan B. Berk & Richard C. Green, 2004. "Mutual Fund Flows and Performance in Rational Markets," Journal of Political Economy, University of Chicago Press, vol. 112(6), pages 1269-1295, December.
    12. Umit G. Gurun & Rick Johnston & Stanimir Markov, 2016. "Sell-Side Debt Analysts and Debt Market Efficiency," Management Science, INFORMS, vol. 62(3), pages 682-703, March.
    13. Andy Puckett & Xuemin (Sterling) Yan, 2011. "The Interim Trading Skills of Institutional Investors," Journal of Finance, American Finance Association, vol. 66(2), pages 601-633, April.
    14. Darren J. Kisgen & Philip E. Strahan, 2010. "Do Regulations Based on Credit Ratings Affect a Firm's Cost of Capital?," The Review of Financial Studies, Society for Financial Studies, vol. 23(12), pages 4324-4347, December.
    15. John M. Griffin & Jordan Nickerson & Dragon Yongjun Tang, 2013. "Rating Shopping or Catering? An Examination of the Response to Competitive Pressure for CDO Credit Ratings," The Review of Financial Studies, Society for Financial Studies, vol. 26(9), pages 2270-2310.
    16. Becker, Bo & Milbourn, Todd, 2011. "How did increased competition affect credit ratings?," Journal of Financial Economics, Elsevier, vol. 101(3), pages 493-514, September.
    17. Ball, R & Brown, P, 1968. "Empirical Evaluation Of Accounting Income Numbers," Journal of Accounting Research, Wiley Blackwell, vol. 6(2), pages 159-178.
    18. Johnston, Rick & Markov, Stanimir & Ramnath, Sundaresh, 2009. "Sell-side debt analysts," Journal of Accounting and Economics, Elsevier, vol. 47(1-2), pages 91-107, March.
    19. Amber Anand & Paul Irvine & Andy Puckett & Kumar Venkataraman, 2012. "Performance of Institutional Trading Desks: An Analysis of Persistence in Trading Costs," The Review of Financial Studies, Society for Financial Studies, vol. 25(2), pages 557-598.
    20. 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.
    21. Paolo Fulghieri & Günter Strobl & Han Xia, 2014. "The Economics of Solicited and Unsolicited Credit Ratings," The Review of Financial Studies, Society for Financial Studies, vol. 27(2), pages 484-518.
    22. Chan, Louis K C & Jegadeesh, Narasimhan & Lakonishok, Josef, 1996. "Momentum Strategies," Journal of Finance, American Finance Association, vol. 51(5), pages 1681-1713, December.
    23. Khatami, Seyed Hossein & Marchica, Maria-Teresa & Mura, Roberto, 2016. "Rating friends: The effect of personal connections on credit ratings," Journal of Corporate Finance, Elsevier, vol. 39(C), pages 222-241.
    24. 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.
    25. 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.
    26. Fama, Eugene F., 1998. "Market efficiency, long-term returns, and behavioral finance," Journal of Financial Economics, Elsevier, vol. 49(3), pages 283-306, September.
    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. Bernard, Vl & Thomas, Jk, 1989. "Post-Earnings-Announcement Drift - Delayed Price Response Or Risk Premium," Journal of Accounting Research, Wiley Blackwell, vol. 27, pages 1-36.
    29. 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.
    30. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    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. Anand, Amber & Irvine, Paul & Puckett, Andy & Venkataraman, Kumar, 2013. "Institutional trading and stock resiliency: Evidence from the 2007–2009 financial crisis," Journal of Financial Economics, Elsevier, vol. 108(3), pages 773-797.
    33. John M. Griffin & Dragon Yongjun Tang, 2012. "Did Subjectivity Play a Role in CDO Credit Ratings?," Journal of Finance, American Finance Association, vol. 67(4), pages 1293-1328, August.
    34. Michael A. Goldstein & Paul Irvine & Eugene Kandel & Zvi Wiener, 2009. "Brokerage Commissions and Institutional Trading Patterns," The Review of Financial Studies, Society for Financial Studies, vol. 22(12), pages 5175-5212, December.
    35. Hu, Gang, 2009. "Measures of implicit trading costs and buy-sell asymmetry," Journal of Financial Markets, Elsevier, vol. 12(3), pages 418-437, August.
    36. Darren J. Kisgen, 2006. "Credit Ratings and Capital Structure," Journal of Finance, American Finance Association, vol. 61(3), pages 1035-1072, June.
    37. Thomas J. Chemmanur & Gang Hu & Jiekun Huang, 2010. "The Role of Institutional Investors in Initial Public Offerings," The Review of Financial Studies, Society for Financial Studies, vol. 23(12), pages 4496-4540, December.
    38. Joseph Chen & Harrison Hong & Ming Huang & Jeffrey D. Kubik, 2004. "Does Fund Size Erode Mutual Fund Performance? The Role of Liquidity and Organization," American Economic Review, American Economic Association, vol. 94(5), pages 1276-1302, December.
    39. 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.
    40. Chemmanur, Thomas J. & He, Shan & Hu, Gang, 2009. "The role of institutional investors in seasoned equity offerings," Journal of Financial Economics, Elsevier, vol. 94(3), pages 384-411, December.
    41. 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.
    42. Francesco Sangiorgi & Chester Spatt, 2017. "Opacity, Credit Rating Shopping, and Bias," Management Science, INFORMS, vol. 63(12), pages 4016-4036, December.
    43. Gang Hu & R. David McLean & Jeffrey Pontiff & Qinghai Wang, 2014. "The Year-End Trading Activities of Institutional Investors: Evidence from Daily Trades," The Review of Financial Studies, Society for Financial Studies, vol. 27(5), pages 1593-1614.
    44. Harford, Jarrad & Uysal, Vahap B., 2014. "Bond market access and investment," Journal of Financial Economics, Elsevier, vol. 112(2), pages 147-163.
    45. repec:bla:jfinan:v:59:y:2004:i:3:p:1083-1124 is not listed on IDEAS
    46. 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.
    47. Jess Cornaggia & Kimberly J. Cornaggia, 2013. "Estimating the Costs of Issuer-Paid Credit Ratings," The Review of Financial Studies, Society for Financial Studies, vol. 26(9), pages 2229-2269.
    48. 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.
    49. Manuel Adelino & Miguel A. Ferreira, 2016. "Bank Ratings and Lending Supply: Evidence from Sovereign Downgrades," The Review of Financial Studies, Society for Financial Studies, vol. 29(7), pages 1709-1746.
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    Cited by:

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    More about this item

    Keywords

    Investor-paid credit rating agencies; Credit ratings; Capital market regulation;
    All these keywords.

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • 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

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