IDEAS home Printed from https://ideas.repec.org/a/bla/joares/v55y2017i1p115-152.html
   My bibliography  Save this article

The Informational Role of the Media in Private Lending

Author

Listed:
  • ROBERT M. BUSHMAN
  • CHRISTOPHER D. WILLIAMS
  • REGINA WITTENBERG‐MOERMAN

Abstract

We investigate whether a borrower's media coverage influences the syndicated loan origination and participation decisions of informationally disadvantaged lenders, loan syndicate structures, and interest spreads. In syndicated loan deals, information asymmetries can exist between lenders that have a relationship with a borrower and less informed, nonrelationship lenders competing to serve as lead arranger on a syndicated loan, and also between lead arrangers and less informed syndicate participants. Theory suggests that the aggressiveness with which less informed lenders compete for a loan deal increases in the sentiment of public information signals about a borrower. We extend this theory to syndicated loans and hypothesize that the likelihood of less informed lenders serving as the lead arranger or joining a loan syndicate is increasing in the sentiment of media‐initiated, borrower‐specific articles published prior to loan origination. We find that as media sentiment increases (1) outside, nonrelationship lenders have a higher probability of originating loans; (2) syndicate participants are less likely to have a previous relationship with the borrower or lead bank; (3) lead banks retain a lower percentage of loans; and (4) loan spreads decrease.

Suggested Citation

  • 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.
  • Handle: RePEc:bla:joares:v:55:y:2017:i:1:p:115-152
    DOI: 10.1111/1475-679X.12131
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/1475-679X.12131
    Download Restriction: no

    File URL: https://libkey.io/10.1111/1475-679X.12131?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
    ---><---

    References listed on IDEAS

    as
    1. Mitchell A. Petersen & Raghuram G. Rajan, 1995. "The Effect of Credit Market Competition on Lending Relationships," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 407-443.
    2. Gopalan, Radhakrishnan & Udell, Gregory F. & Yerramilli, Vijay, 2011. "Why Do Firms Form New Banking Relationships?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(5), pages 1335-1365, October.
    3. Ayako Yasuda, 2005. "Do Bank Relationships Affect the Firm's Underwriter Choice in the Corporate‐Bond Underwriting Market?," Journal of Finance, American Finance Association, vol. 60(3), pages 1259-1292, June.
    4. Paul, Jonathan M, 1992. "On the Efficiency of Stock-Based Compensation," The Review of Financial Studies, Society for Financial Studies, vol. 5(3), pages 471-502.
    5. Sang Whi Lee & Donald J. Mullineaux, 2004. "Monitoring, Financial Distress, and the Structure of Commercial Lending Syndicates," Financial Management, Financial Management Association, vol. 33(3), Fall.
    6. 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.
    7. Sharpe, Steven A, 1990. "Asymmetric Information, Bank Lending, and Implicit Contracts: A Stylized Model of Customer Relationships," Journal of Finance, American Finance Association, vol. 45(4), pages 1069-1087, September.
    8. Tuomo Vuolteenaho, 2002. "What Drives Firm‐Level Stock Returns?," Journal of Finance, American Finance Association, vol. 57(1), pages 233-264, February.
    9. Paul C. Tetlock & Maytal Saar‐Tsechansky & Sofus Macskassy, 2008. "More Than Words: Quantifying Language to Measure Firms' Fundamentals," Journal of Finance, American Finance Association, vol. 63(3), pages 1437-1467, June.
    10. Angela K. Davis & Isho Tama†Sweet, 2012. "Managers’ Use of Language Across Alternative Disclosure Outlets: Earnings Press Releases versus MD&A," Contemporary Accounting Research, John Wiley & Sons, vol. 29(3), pages 804-837, September.
    11. Alexander Dyck & Luigi Zingales, 2002. "The Corporate Governance Role of the Media," NBER Working Papers 9309, National Bureau of Economic Research, Inc.
    12. 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.
    13. Gregory S. Miller, 2006. "The Press as a Watchdog for Accounting Fraud," Journal of Accounting Research, Wiley Blackwell, vol. 44(5), pages 1001-1033, December.
    14. Booth, James R., 1992. "Contract costs, bank loans, and the cross-monitoring hypothesis," Journal of Financial Economics, Elsevier, vol. 31(1), pages 25-41.
    15. Dennis, Steven A. & Mullineaux, Donald J., 2000. "Syndicated Loans," Journal of Financial Intermediation, Elsevier, vol. 9(4), pages 404-426, October.
    16. 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.
    17. 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.
    18. Güntay, Levent & Hackbarth, Dirk, 2010. "Corporate bond credit spreads and forecast dispersion," Journal of Banking & Finance, Elsevier, vol. 34(10), pages 2328-2345, October.
    19. Hale, Galina & Santos, João A.C., 2009. "Do banks price their informational monopoly?," Journal of Financial Economics, Elsevier, vol. 93(2), pages 185-206, August.
    20. 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.
    21. 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.
    22. 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.
    23. Lily Fang & Joel Peress, 2009. "Media Coverage and the Cross‐section of Stock Returns," Journal of Finance, American Finance Association, vol. 64(5), pages 2023-2052, October.
    24. Patrick Bolton & Xavier Freixas & Leonardo Gambacorta & Paolo Emilio Mistrulli, 2016. "Relationship and Transaction Lending in a Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2643-2676.
    25. Steven Drucker & Manju Puri, 2009. "On Loan Sales, Loan Contracting, and Lending Relationships," The Review of Financial Studies, Society for Financial Studies, vol. 22(7), pages 2635-2672, July.
    26. Nada Mora, 2015. "Lender Exposure and Effort in the Syndicated Loan Market," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 82(1), pages 205-252, March.
    27. Camelia M. Kuhnen & Alexandra Niessen, 2012. "Public Opinion and Executive Compensation," Management Science, INFORMS, vol. 58(7), pages 1249-1272, July.
    28. Sreedhar T. Bharath & Sandeep Dahiya & Anthony Saunders & Anand Srinivasan, 2009. "Lending Relationships and Loan Contract Terms," The Review of Financial Studies, Society for Financial Studies, vol. 24(4), pages 1141-1203.
    29. Champagne, Claudia & Kryzanowski, Lawrence, 2007. "Are current syndicated loan alliances related to past alliances?," Journal of Banking & Finance, Elsevier, vol. 31(10), pages 3145-3161, October.
    30. Solomon, David H. & Soltes, Eugene & Sosyura, Denis, 2014. "Winners in the spotlight: Media coverage of fund holdings as a driver of flows," Journal of Financial Economics, Elsevier, vol. 113(1), pages 53-72.
    31. Carola Schenone, 2010. "Lending Relationships and Information Rents: Do Banks Exploit Their Information Advantages?," The Review of Financial Studies, Society for Financial Studies, vol. 23(3), pages 1149-1199, March.
    32. Anna M. Costello & Regina Wittenberg‐Moerman*, 2011. "The Impact of Financial Reporting Quality on Debt Contracting: Evidence from Internal Control Weakness Reports," Journal of Accounting Research, Wiley Blackwell, vol. 49(1), pages 97-136, March.
    33. Joseph E. Engelberg & Christopher A. Parsons, 2011. "The Causal Impact of Media in Financial Markets," Journal of Finance, American Finance Association, vol. 66(1), pages 67-97, February.
    34. Boot, Arnoud W. A., 2000. "Relationship Banking: What Do We Know?," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 7-25, January.
    35. 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.
    36. 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.
    37. Zhang, Jieying, 2008. "The contracting benefits of accounting conservatism to lenders and borrowers," Journal of Accounting and Economics, Elsevier, vol. 45(1), pages 27-54, March.
    38. Fama, Eugene F., 1985. "What's different about banks?," Journal of Monetary Economics, Elsevier, vol. 15(1), pages 29-39, January.
    39. 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.
    40. 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.
    41. William Greene, 2004. "The behaviour of the maximum likelihood estimator of limited dependent variable models in the presence of fixed effects," Econometrics Journal, Royal Economic Society, vol. 7(1), pages 98-119, June.
    42. Greenbaum, Stuart I. & Kanatas, George & Venezia, Itzhak, 1989. "Equilibrium loan pricing under the bank-client relationship," Journal of Banking & Finance, Elsevier, vol. 13(2), pages 221-235, May.
    43. Alma Cohen & Peter Siegelman, 2010. "Testing for Adverse Selection in Insurance Markets," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 77(1), pages 39-84, March.
    44. 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.
    45. Gregory S. Miller & Douglas J. Skinner, 2015. "The Evolving Disclosure Landscape: How Changes in Technology, the Media, and Capital Markets Are Affecting Disclosure," Journal of Accounting Research, Wiley Blackwell, vol. 53(2), pages 221-239, May.
    46. Rajan, Raghuram G, 1992. "Insiders and Outsiders: The Choice between Informed and Arm's-Length Debt," Journal of Finance, American Finance Association, vol. 47(4), pages 1367-1400, September.
    47. Edward J. Kane & Burton G. Malkiel, 1965. "Bank Portfolio Allocation, Deposit Variability, and the Availability Doctrine," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 79(1), pages 113-134.
    48. Robert Hauswald & Robert Marquez, 2006. "Competition and Strategic Information Acquisition in Credit Markets," The Review of Financial Studies, Society for Financial Studies, vol. 19(3), pages 967-1000.
    49. Verrecchia, Robert E., 2001. "Essays on disclosure," Journal of Accounting and Economics, Elsevier, vol. 32(1-3), pages 97-180, December.
    50. Smith, Clifford Jr. & Warner, Jerold B., 1979. "On financial contracting : An analysis of bond covenants," Journal of Financial Economics, Elsevier, vol. 7(2), pages 117-161, June.
    51. Kenneth R. Ahern & Denis Sosyura, 2014. "Who Writes the News? Corporate Press Releases during Merger Negotiations," Journal of Finance, American Finance Association, vol. 69(1), pages 241-291, February.
    52. Joe, Jennifer R. & Louis, Henock & Robinson, Dahlia, 2009. "Managers’ and Investors’ Responses to Media Exposure of Board Ineffectiveness," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(3), pages 579-605, June.
    53. Berger, Allen N. & Udell, Gregory F., 1990. "Collateral, loan quality and bank risk," Journal of Monetary Economics, Elsevier, vol. 25(1), pages 21-42, January.
    54. Frankel, Richard & Li, Xu, 2004. "Characteristics of a firm's information environment and the information asymmetry between insiders and outsiders," Journal of Accounting and Economics, Elsevier, vol. 37(2), pages 229-259, June.
    55. Unknown, 2014. "Media Coverage 2014," 2014: Ethics, Efficiency and Food Security: Feeding the 9 Billion, Well, 26-28 August 2014 225573, Crawford Fund.
    56. Jonathan D. Jones & William W. Lang & Peter J. Nigro, 2005. "Agent Bank Behavior In Bank Loan Syndications," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 28(3), pages 385-402, September.
    57. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    58. Brian J. Bushee & John E. Core & Wayne Guay & Sophia J.W. Hamm, 2010. "The Role of the Business Press as an Information Intermediary," Journal of Accounting Research, Wiley Blackwell, vol. 48(1), pages 1-19, March.
    59. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    60. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    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. Ghosh, Chinmoy & He, Fan, 2023. "The impact of laws and institutions on financial contracts: Evidence from relationship lending across the world," Journal of Banking & Finance, Elsevier, vol. 148(C).
    2. Isin, Adnan Anil, 2018. "Tax avoidance and cost of debt: The case for loan-specific risk mitigation and public debt financing," Journal of Corporate Finance, Elsevier, vol. 49(C), pages 344-378.
    3. 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.
    4. 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.
    5. Anna M. Costello & Regina Wittenberg‐Moerman*, 2011. "The Impact of Financial Reporting Quality on Debt Contracting: Evidence from Internal Control Weakness Reports," Journal of Accounting Research, Wiley Blackwell, vol. 49(1), pages 97-136, March.
    6. Dang, Tung Lam & Dang, Viet Anh & Moshirian, Fariborz & Nguyen, Lily & Zhang, Bohui, 2019. "News media coverage and corporate leverage adjustments," Journal of Banking & Finance, Elsevier, vol. 109(C).
    7. Kamphol Panyagometh & Gordon S. Roberts, 2010. "Do Lead Banks Exploit Syndicate Participants? Evidence from Ex Post Risk," Financial Management, Financial Management Association International, vol. 39(1), pages 273-299, March.
    8. 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.
    9. Botsch, Matthew & Vanasco, Victoria, 2019. "Learning by lending," Journal of Financial Intermediation, Elsevier, vol. 37(C), pages 1-14.
    10. Anna Bergman Brown, 2016. "Institutional Differences and International Private Debt Markets: A Test Using Mandatory IFRS Adoption," Journal of Accounting Research, Wiley Blackwell, vol. 54(3), pages 679-723, June.
    11. Kim, Young Sang & Kim, Yura & Yi, Ha-Chin, 2021. "Vice or virtue? The impact of earnings management on bank loan agreements," International Review of Economics & Finance, Elsevier, vol. 73(C), pages 303-324.
    12. Armstrong, Christopher S. & Guay, Wayne R. & Weber, Joseph P., 2010. "The role of information and financial reporting in corporate governance and debt contracting," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 179-234, December.
    13. Ma, Zhiming & Stice, Derrald & Williams, Christopher, 2019. "The effect of bank monitoring on public bond terms," Journal of Financial Economics, Elsevier, vol. 133(2), pages 379-396.
    14. Keil, Jan, 2023. "Lending relationships when creditors are in control," Journal of Corporate Finance, Elsevier, vol. 79(C).
    15. 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.
    16. Xu, Yuqian & Saunders, Anthony & Xiao, Binqing & Li, Xindan, 2020. "Bank relationship loss: The moderating effect of information opacity," Journal of Banking & Finance, Elsevier, vol. 118(C).
    17. Kang, Di & Zhuang, Zhuang, 2019. "Should companies care who their lender is? Evidence from loan covenants," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).
    18. Balasubramanyan, Lakshmi & Berger, Allen N. & Koepke, Matthew M., 2019. "How do lead banks use their private information about loan quality in the syndicated loan market?," Journal of Financial Stability, Elsevier, vol. 43(C), pages 53-78.
    19. Dina El-Mahdy & Myung Park, 2014. "Internal control quality and information asymmetry in the secondary loan market," Review of Quantitative Finance and Accounting, Springer, vol. 43(4), pages 683-720, November.
    20. 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.

    More about this item

    Statistics

    Access and download statistics

    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:bla:joares:v:55:y:2017:i:1:p:115-152. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=0021-8456 .

    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.