IDEAS home Printed from https://ideas.repec.org/a/spr/reaccs/v28y2023i3d10.1007_s11142-022-09670-8.html
   My bibliography  Save this article

Analyst coverage and syndicated lending

Author

Listed:
  • Nicholas Hallman

    (University of Texas at Austin)

  • John S. Howe

    (University of Missouri-Columbia)

  • Wei Wang

    (Temple University)

Abstract

We study the effects of analyst coverage on syndicated lending. We hypothesize that analyst research alleviates information asymmetries between lead arrangers and participant lenders within a syndicate, increasing the participants’ credit supply and reducing the required loan interest spread. Using exogenous shocks to firms’ analyst coverage, we find that firms pay higher loan interest spreads and that participant lenders fund smaller fractions of the loans after firms experience a reduction in analyst coverage. Participants are more likely to be nonbank institutional investors and to transact with familiar lead arrangers after the coverage shocks.

Suggested Citation

  • Nicholas Hallman & John S. Howe & Wei Wang, 2023. "Analyst coverage and syndicated lending," Review of Accounting Studies, Springer, vol. 28(3), pages 1531-1569, September.
    • Handle: RePEc:spr:reaccs:v:28:y:2023:i:3:d:10.1007_s11142-022-09670-8
    DOI: 10.1007/s11142-022-09670-8
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11142-022-09670-8
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s11142-022-09670-8?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. Graham, John R. & Li, Si & Qiu, Jiaping, 2008. "Corporate misreporting and bank loan contracting," Journal of Financial Economics, Elsevier, vol. 89(1), pages 44-61, July.
    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. Baylis, Richard M. & Burnap, Peter & Clatworthy, Mark A. & Gad, Mahmoud A. & Pong, Christopher K.M., 2017. "Private lenders’ demand for audit," Journal of Accounting and Economics, Elsevier, vol. 64(1), pages 78-97.
    4. Wittenberg-Moerman, Regina, 2008. "The role of information asymmetry and financial reporting quality in debt trading: Evidence from the secondary loan market," Journal of Accounting and Economics, Elsevier, vol. 46(2-3), pages 240-260, December.
    5. Demerjian, Peter R. & Owens, Edward L., 2016. "Measuring the probability of financial covenant violation in private debt contracts," Journal of Accounting and Economics, Elsevier, vol. 61(2), pages 433-447.
    6. Daphne Lui & Stanimir Markov & Ane Tamayo, 2012. "Equity Analysts and the Market's Assessment of Risk," Journal of Accounting Research, Wiley Blackwell, vol. 50(5), pages 1287-1317, December.
    7. Benjamin C. Esty, 2001. "Structuring Loan Syndicates: A Case Study Of The Hong Kong Disneyland Project Loan," Journal of Applied Corporate Finance, Morgan Stanley, vol. 14(3), pages 80-95, September.
    8. Li, Kevin K. & You, Haifeng, 2015. "What is the value of sell-side analysts? Evidence from coverage initiations and terminations," Journal of Accounting and Economics, Elsevier, vol. 60(2), pages 141-160.
    9. Joshua Coyne & Derrald Stice, 2018. "Do banks care about analysts' forecasts when designing loan contracts?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 45(5-6), pages 625-650, May.
    10. Amir Sufi, 2007. "Information Asymmetry and Financing Arrangements: Evidence from Syndicated Loans," Journal of Finance, American Finance Association, vol. 62(2), pages 629-668, April.
    11. Robert M. Bushman & Christopher D. Williams & Regina Wittenberg‐Moerman, 2017. "The Informational Role of the Media in Private Lending," Journal of Accounting Research, Wiley Blackwell, vol. 55(1), pages 115-152, March.
    12. Beyer, Anne & Cohen, Daniel A. & Lys, Thomas Z. & Walther, Beverly R., 2010. "The financial reporting environment: Review of the recent literature," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 296-343, December.
    13. Robert M. Bushman & Abbie J. Smith & Regina Wittenberg‐Moerman, 2010. "Price Discovery and Dissemination of Private Information by Loan Syndicate Participants," Journal of Accounting Research, Wiley Blackwell, vol. 48(5), pages 921-972, December.
    14. Lim, Jongha & Minton, Bernadette A. & Weisbach, Michael S., 2014. "Syndicated loan spreads and the composition of the syndicate," Journal of Financial Economics, Elsevier, vol. 111(1), pages 45-69.
    15. Gatev, Evan & Strahan, Philip E., 2009. "Liquidity risk and syndicate structure," Journal of Financial Economics, Elsevier, vol. 93(3), pages 490-504, September.
    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. 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.
    18. 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.
    19. John S. Howe & Emre Unlu & Xuemin (Sterling) Yan, 2009. "The Predictive Content of Aggregate Analyst Recommendations," Journal of Accounting Research, Wiley Blackwell, vol. 47(3), pages 799-821, June.
    20. Leland, Hayne E & Pyle, David H, 1977. "Informational Asymmetries, Financial Structure, and Financial Intermediation," Journal of Finance, American Finance Association, vol. 32(2), pages 371-387, May.
    21. Nikolaev, Valeri V., 2018. "Scope for renegotiation in private debt contracts," Journal of Accounting and Economics, Elsevier, vol. 65(2), pages 270-301.
    22. Peter R. Demerjian, 2017. "Uncertainty and debt covenants," Review of Accounting Studies, Springer, vol. 22(3), pages 1156-1197, September.
    23. 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.
    24. Frank Ecker & Jennifer Francis & Per Olsson & Katherine Schipper, 2021. "Non-random sampling and association tests on realized returns and risk proxies," Review of Accounting Studies, Springer, vol. 26(2), pages 772-814, June.
    25. Merton, Robert C, 1987. "A Simple Model of Capital Market Equilibrium with Incomplete Information," Journal of Finance, American Finance Association, vol. 42(3), pages 483-510, July.
    26. Irani, Rustom M. & Oesch, David, 2013. "Monitoring and corporate disclosure: Evidence from a natural experiment," Journal of Financial Economics, Elsevier, vol. 109(2), pages 398-418.
    27. Sudheer Chava & Michael R. Roberts, 2008. "How Does Financing Impact Investment? The Role of Debt Covenants," Journal of Finance, American Finance Association, vol. 63(5), pages 2085-2121, October.
    28. Altınkılıç, Oya & Balashov, Vadim S. & Hansen, Robert S., 2019. "Investment bank monitoring and bonding of security analysts’ research," Journal of Accounting and Economics, Elsevier, vol. 67(1), pages 98-119.
    29. repec:bla:jfinan:v:43:y:1988:i:2:p:375-96 is not listed on IDEAS
    30. Ryan Ball & Robert M. Bushman & Florin P. Vasvari, 2008. "The Debt‐Contracting Value of Accounting Information and Loan Syndicate Structure," Journal of Accounting Research, Wiley Blackwell, vol. 46(2), pages 247-287, May.
    31. 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.
    32. 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.
    33. Ivashina, Victoria, 2009. "Asymmetric information effects on loan spreads," Journal of Financial Economics, Elsevier, vol. 92(2), pages 300-319, May.
    34. Frankel, Richard & Kothari, S.P. & Weber, Joseph, 2006. "Determinants of the informativeness of analyst research," Journal of Accounting and Economics, Elsevier, vol. 41(1-2), pages 29-54, April.
    35. Jeremy C. Stein, 2002. "Information Production and Capital Allocation: Decentralized versus Hierarchical Firms," Journal of Finance, American Finance Association, vol. 57(5), pages 1891-1921, October.
    36. 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.
    37. Ivashina, Victoria & Sun, Zheng, 2011. "Institutional stock trading on loan market information," Journal of Financial Economics, Elsevier, vol. 100(2), pages 284-303, May.
    38. Clement, Michael B., 1999. "Analyst forecast accuracy: Do ability, resources, and portfolio complexity matter?," Journal of Accounting and Economics, Elsevier, vol. 27(3), pages 285-303, July.
    39. Cassar, Gavin & Ittner, Christopher D. & Cavalluzzo, Ken S., 2015. "Alternative information sources and information asymmetry reduction: Evidence from small business debt," Journal of Accounting and Economics, Elsevier, vol. 59(2), pages 242-263.
    40. LiuLing Liu, 2015. "Analyst coverage, syndicate structure, and loan contracts," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 5(1), pages 1-21, June.
    41. Carrizosa, Richard & Ryan, Stephen G., 2017. "Borrower private information covenants and loan contract monitoring," Journal of Accounting and Economics, Elsevier, vol. 64(2), pages 313-339.
    42. Pascal François & Franck Missonier‐Piera, 2007. "The Agency Structure of Loan Syndicates," The Financial Review, Eastern Finance Association, vol. 42(2), pages 227-245, May.
    43. Harrison Hong & Jeffrey D. Kubik, 2003. "Analyzing the Analysts: Career Concerns and Biased Earnings Forecasts," Journal of Finance, American Finance Association, vol. 58(1), pages 313-351, February.
    44. Ray Ball & Lakshmanan Shivakumar, 2008. "How Much New Information Is There in Earnings?," Journal of Accounting Research, Wiley Blackwell, vol. 46(5), pages 975-1016, December.
    45. Ivashina, Victoria & Sun, Zheng, 2011. "Institutional demand pressure and the cost of corporate loans," Journal of Financial Economics, Elsevier, vol. 99(3), pages 500-522, March.
    46. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    47. Lakshmanan Shivakumar, 2013. "The role of financial reporting in debt contracting and in stewardship," Accounting and Business Research, Taylor & Francis Journals, vol. 43(4), pages 362-383, August.
    Full references (including those not matched with items on IDEAS)

    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. 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.
    2. Amiraslani, Hami & Donovan, John & Phillips, Matthew A. & Wittenberg-Moerman, Regina, 2023. "Contracting in the Dark: The rise of public-side lenders in the syndicated loan market," Journal of Accounting and Economics, Elsevier, vol. 76(1).
    3. Pappas, Kostas & Walsh, Eamonn & Xu, Alice Liang, 2019. "Real earnings management and loan contract terms," The British Accounting Review, Elsevier, vol. 51(4), pages 373-401.
    4. Robert M. Bushman & Christopher D. Williams & Regina Wittenberg‐Moerman, 2017. "The Informational Role of the Media in Private Lending," Journal of Accounting Research, Wiley Blackwell, vol. 55(1), pages 115-152, March.
    5. Yiwei Dou, 2020. "The Debt-Contracting Value of Accounting Numbers and Financial Covenant Renegotiation," Management Science, INFORMS, vol. 66(3), pages 1124-1148, March.
    6. Altınkılıç, Oya & Balashov, Vadim S. & Hansen, Robert S., 2019. "Investment bank monitoring and bonding of security analysts’ research," Journal of Accounting and Economics, Elsevier, vol. 67(1), pages 98-119.
    7. 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.
    8. Ting Chen & Xiumin Martin, 2011. "Do Bank‐Affiliated Analysts Benefit from Lending Relationships?," Journal of Accounting Research, Wiley Blackwell, vol. 49(3), pages 633-675, June.
    9. Jung Koo Kang & Christopher D. Williams & Regina Wittenberg-Moerman, 2021. "CDS trading and nonrelationship lending dynamics," Review of Accounting Studies, Springer, vol. 26(1), pages 258-292, March.
    10. Francis, Bill & Hasan, Iftekhar & Liu, Liuling & Wu, Qiang & Zhao, Yijiang, 2021. "Financial analysts' career concerns and the cost of private debt," Journal of Corporate Finance, Elsevier, vol. 67(C).
    11. Li, Xi & Lou, Yun, 2024. "Foreign institutional ownership and cross-border lending," LSE Research Online Documents on Economics 124422, London School of Economics and Political Science, LSE Library.
    12. Herpfer, Christoph, 2021. "The role of bankers in the U.S. syndicated loan market," Journal of Accounting and Economics, Elsevier, vol. 71(2).
    13. Jin Kyung Choi & Rebecca N. Hann & Musa Subasi & Yue Zheng, 2020. "An Empirical Analysis of Analysts' Capital Expenditure Forecasts: Evidence from Corporate Investment Efficiency," Contemporary Accounting Research, John Wiley & Sons, vol. 37(4), pages 2615-2648, December.
    14. Botsch, Matthew & Vanasco, Victoria, 2019. "Learning by lending," Journal of Financial Intermediation, Elsevier, vol. 37(C), pages 1-14.
    15. Akyol, Ali C. & Qian, Yiming & Yu, Frank, 2023. "How do experienced analysts improve price efficiency?," Journal of Banking & Finance, Elsevier, vol. 149(C).
    16. Jere R. Francis & Wei Wang, 2021. "Common Auditors and Private Bank Loans," Contemporary Accounting Research, John Wiley & Sons, vol. 38(1), pages 793-832, March.
    17. Chan, Konan & Guo, Re-Jin J. & Wang, Yanzhi A. & Yang, Hsiao-Lin, 2022. "Organization capital and analyst coverage," Journal of Empirical Finance, Elsevier, vol. 69(C), pages 81-105.
    18. Tim Martens & Christoph J. Sextroh, 2021. "Analyst Coverage Overlaps and Interfirm Information Spillovers," Journal of Accounting Research, Wiley Blackwell, vol. 59(4), pages 1425-1480, September.
    19. Allen, Arthur & Francis, Bill B. & Wu, Qiang & Zhao, Yijiang, 2016. "Analyst coverage and corporate tax aggressiveness," Journal of Banking & Finance, Elsevier, vol. 73(C), pages 84-98.
    20. Yanyi Ye & Yun Wang & Xiaoguang Yang, 2022. "Bank loan information and information asymmetry in the stock market: evidence from China," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-28, December.

    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:spr:reaccs:v:28:y:2023:i:3:d:10.1007_s11142-022-09670-8. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.