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Analyst coverage and default risk

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  • Fiorillo, Paolo
  • Meles, Antonio
  • Salerno, Dario
  • Verdoliva, Vincenzo

Abstract

This study explores the causal effect of analyst coverage on corporate default risk. Using the exogenous drop of analyst coverage due to brokerage mergers and closuresas a natural experiment, we observe an increase in the probability of default following the coverage termination. This result is driven by firms having large asymmetric information problems (few analysts following and intangible-intensive firms), higher financing constraints, lower stock liquidity and firms operating in countries with a larger domestic stock market size. We explore agency costs and stock liquidity as potentialchannels, finding empirical support only for this latter. Finally, we observe that firms react to the analyst loss by adopting conservative investment and financing policies in the aim to mitigate the increase in default risk.

Suggested Citation

  • Fiorillo, Paolo & Meles, Antonio & Salerno, Dario & Verdoliva, Vincenzo, 2024. "Analyst coverage and default risk," International Review of Economics & Finance, Elsevier, vol. 94(C).
    • Handle: RePEc:eee:reveco:v:94:y:2024:i:c:s1059056024004040
    DOI: 10.1016/j.iref.2024.103412
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    as
    1. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    2. Kirk, Marcus, 2011. "Research for sale: Determinants and consequences of paid-for analyst research," Journal of Financial Economics, Elsevier, vol. 100(1), pages 182-200, April.
    3. François Derrien & Ambrus Kecskés, 2013. "The Real Effects of Financial Shocks: Evidence from Exogenous Changes in Analyst Coverage," Journal of Finance, American Finance Association, vol. 68(4), pages 1407-1440, August.
    4. Brogaard, Jonathan & Li, Dan & Xia, Ying, 2017. "Stock liquidity and default risk," Journal of Financial Economics, Elsevier, vol. 124(3), pages 486-502.
    5. Joos, Peter & Piotroski, Joseph D. & Srinivasan, Suraj, 2016. "Can analysts assess fundamental risk and valuation uncertainty? An empirical analysis of scenario-based value estimates," Journal of Financial Economics, Elsevier, vol. 121(3), pages 645-663.
    6. Daphne Lui & Stanimir Markov & Ane Tamayo, 2012. "Equity Analysts and the Market's Assessment of Risk," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 50(5), pages 1287-1317, December.
    7. Joon Chae, 2005. "Trading Volume, Information Asymmetry, and Timing Information," Journal of Finance, American Finance Association, vol. 60(1), pages 413-442, February.
    8. Xin Chang & Sudipto Dasgupta & Gilles Hilary, 2006. "Analyst Coverage and Financing Decisions," Journal of Finance, American Finance Association, vol. 61(6), pages 3009-3048, December.
    9. Kalok Chan & Albert J. Menkveld & Zhishu Yang, 2008. "Information Asymmetry and Asset Prices: Evidence from the China Foreign Share Discount," Journal of Finance, American Finance Association, vol. 63(1), pages 159-196, February.
    10. Malmendier, Ulrike & Shanthikumar, Devin, 2007. "Are small investors naive about incentives?," Journal of Financial Economics, Elsevier, vol. 85(2), pages 457-489, August.
    11. Derrien, François & Kecskés, Ambrus & Mansi, Sattar A., 2016. "Information asymmetry, the cost of debt, and credit events: Evidence from quasi-random analyst disappearances," Journal of Corporate Finance, Elsevier, vol. 39(C), pages 295-311.
    12. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    13. Guo, Bing & Pérez-Castrillo, David & Toldrà-Simats, Anna, 2019. "Firms’ innovation strategy under the shadow of analyst coverage," Journal of Financial Economics, Elsevier, vol. 131(2), pages 456-483.
    14. Xu Li & Chen Lin & Xintong Zhan, 2019. "Does Change in the Information Environment Affect Financing Choices?," Management Science, INFORMS, vol. 65(12), pages 5676-5696, December.
    15. James S. Ang & Rebel A. Cole & James Wuh Lin, 2000. "Agency Costs and Ownership Structure," Journal of Finance, American Finance Association, vol. 55(1), pages 81-106, February.
    16. Bryan Kelly & Alexander Ljungqvist, 2012. "Testing Asymmetric-Information Asset Pricing Models," The Review of Financial Studies, Society for Financial Studies, vol. 25(5), pages 1366-1413.
    17. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    18. Matthew Gentzkow & Jesse M. Shapiro, 2006. "Media Bias and Reputation," Journal of Political Economy, University of Chicago Press, vol. 114(2), pages 280-316, April.
    19. Karthik Balakrishnan & Mary Brooke Billings & Bryan Kelly & Alexander Ljungqvist, 2014. "Shaping Liquidity: On the Causal Effects of Voluntary Disclosure," Journal of Finance, American Finance Association, vol. 69(5), pages 2237-2278, October.
    20. Lamont, Owen & Polk, Christopher & Saa-Requejo, Jesus, 2001. "Financial Constraints and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 14(2), pages 529-554.
    21. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    22. Demirguc-Kunt, Asli & Maksimovic, Vojislav, 2002. "Funding growth in bank-based and market-based financial systems: evidence from firm-level data," Journal of Financial Economics, Elsevier, vol. 65(3), pages 337-363, September.
    23. Hines, James R, Jr, 1996. "Dividends and Profits: Some Unsubtle Foreign Influences," Journal of Finance, American Finance Association, vol. 51(2), pages 661-689, June.
    24. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
    25. Sreedhar T. Bharath & Paolo Pasquariello & Guojun Wu, 2009. "Does Asymmetric Information Drive Capital Structure Decisions?," The Review of Financial Studies, Society for Financial Studies, vol. 22(8), pages 3211-3243, August.
    26. David Aboody & Baruch Lev, 2000. "Information Asymmetry, R&D, and Insider Gains," Journal of Finance, American Finance Association, vol. 55(6), pages 2747-2766, December.
    27. Asquith, Paul & Mikhail, Michael B. & Au, Andrea S., 2005. "Information content of equity analyst reports," Journal of Financial Economics, Elsevier, vol. 75(2), pages 245-282, February.
    28. Goyal, Vidhan K. & Wang, Wei, 2013. "Debt Maturity and Asymmetric Information: Evidence from Default Risk Changes," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(3), pages 789-817, June.
    29. 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.
    30. David Hirshleifer & Po-Hsuan Hsu & Dongmei Li, 2018. "Innovative Originality, Profitability, and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 31(7), pages 2553-2605.
    31. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 18(1), pages 109-131.
    32. He, Jie (Jack) & Tian, Xuan, 2013. "The dark side of analyst coverage: The case of innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 856-878.
    33. Duarte, Jefferson & Han, Xi & Harford, Jarrad & Young, Lance, 2008. "Information asymmetry, information dissemination and the effect of regulation FD on the cost of capital," Journal of Financial Economics, Elsevier, vol. 87(1), pages 24-44, January.
    34. Ron Kasznik & Maureen F. McNichols, 2002. "Does Meeting Earnings Expectations Matter? Evidence from Analyst Forecast Revisions and Share Prices," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 40(3), pages 727-759, June.
    35. Alvis K. Lo, 2014. "Do Declines in Bank Health Affect Borrowers’ Voluntary Disclosures? Evidence from International Propagation of Banking Shocks," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 52(2), pages 541-581, May.
    36. Franklin Allen & Antonio E. Bernardo & Ivo Welch, 2000. "A Theory of Dividends Based on Tax Clienteles," Journal of Finance, American Finance Association, vol. 55(6), pages 2499-2536, December.
    37. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    38. Harrison Hong & Marcin Kacperczyk, 2010. "Competition and Bias," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(4), pages 1683-1725.
    39. Denis, David J & Denis, Diane K & Sarin, Atulya, 1997. "Agency Problems, Equity Ownership, and Corporate Diversification," Journal of Finance, American Finance Association, vol. 52(1), pages 135-160, March.
    40. Chen, Tao & Harford, Jarrad & Lin, Chen, 2015. "Do analysts matter for governance? Evidence from natural experiments," Journal of Financial Economics, Elsevier, vol. 115(2), pages 383-410.
    41. René M. Stulz, 2007. "The Limits of Financial Globalization," Journal of Applied Corporate Finance, Morgan Stanley, vol. 19(1), pages 8-15, January.
    42. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    43. Hanselaar, Rogier M. & Stulz, René M. & van Dijk, Mathijs A., 2019. "Do firms issue more equity when markets become more liquid?," Journal of Financial Economics, Elsevier, vol. 133(1), pages 64-82.
    44. John A. Doukas & Chansog (Francis) Kim & Christos Pantzalis, 2008. "Do Analysts Influence Corporate Financing and Investment?," Financial Management, Financial Management Association International, vol. 37(2), pages 303-339, June.
    45. Michaely, Roni & Womack, Kent L, 1999. "Conflict of Interest and the Credibility of Underwriter Analyst Recommendations," The Review of Financial Studies, Society for Financial Studies, vol. 12(4), pages 653-686.
    46. Yaniv Grinstein & Roni Michaely, 2005. "Institutional Holdings and Payout Policy," Journal of Finance, American Finance Association, vol. 60(3), pages 1389-1426, June.
    47. S. P. Kothari & Susan Shu & Peter D. Wysocki, 2009. "Do Managers Withhold Bad News?," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 47(1), pages 241-276, March.
    48. McNichols, M & O'Brien, PC, 1997. "Self-selection and analyst coverage," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 35, pages 167-199.
    49. Adhikari, Binay K., 2016. "Causal effect of analyst following on corporate social responsibility," Journal of Corporate Finance, Elsevier, vol. 41(C), pages 201-216.
    50. Yu, Fang (Frank), 2008. "Analyst coverage and earnings management," Journal of Financial Economics, Elsevier, vol. 88(2), pages 245-271, May.
    51. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," The Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
    52. Beck, Thorsten & Levine, Ross, 2002. "Industry growth and capital allocation:*1: does having a market- or bank-based system matter?," Journal of Financial Economics, Elsevier, vol. 64(2), pages 147-180, May.
    53. Allen H. Huang & Reuven Lehavy & Amy Y. Zang & Rong Zheng, 2018. "Analyst Information Discovery and Interpretation Roles: A Topic Modeling Approach," Management Science, INFORMS, vol. 64(6), pages 2833-2855, June.
    54. Nadarajah, Sivathaasan & Duong, Huu Nhan & Ali, Searat & Liu, Benjamin & Huang, Allen, 2021. "Stock liquidity and default risk around the world," Journal of Financial Markets, Elsevier, vol. 55(C).
    55. Mary E. Barth & Ron Kasznik & Maureen F. McNichols, 2001. "Analyst Coverage and Intangible Assets," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 39(1), pages 1-34, June.
    56. Steven N. Kaplan & Luigi Zingales, 1997. "Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 169-215.
    57. Ellul, Andrew & Panayides, Marios, 2018. "Do Financial Analysts Restrain Insiders’ Informational Advantage?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(1), pages 203-241, February.
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