IDEAS home Printed from https://ideas.repec.org/a/eee/jaecon/v71y2021i2s0165410120300859.html
   My bibliography  Save this article

The role of bankers in the U.S. syndicated loan market

Author

Listed:
  • Herpfer, Christoph

Abstract

I construct a novel dataset of individual bankers in the U.S. syndicated loan market to analyze the impact of bankers for the largest, most transparent borrowers. Bankers exhibit time-invariant preferences for specific loan characteristics, or styles. In addition, exploiting within-borrower variation in personal relationship strength from banker turnover, I find that stronger relationships lead to significantly lower interest rates. This effect is stronger if borrowers lack a credit rating or issue less frequent and shorter horizon management reports. Relationship loans are associated with fewer bankruptcies and fewer favorable modifications in renegotiations.

Suggested Citation

  • Herpfer, Christoph, 2021. "The role of bankers in the U.S. syndicated loan market," Journal of Accounting and Economics, Elsevier, vol. 71(2).
  • Handle: RePEc:eee:jaecon:v:71:y:2021:i:2:s0165410120300859
    DOI: 10.1016/j.jacceco.2020.101383
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0165410120300859
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jacceco.2020.101383?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. Thomas Cornelissen, 2008. "The Stata command felsdvreg to fit a linear model with two high-dimensional fixed effects," Stata Journal, StataCorp LP, vol. 8(2), pages 170-189, June.
    2. Roberts, Michael R., 2015. "The role of dynamic renegotiation and asymmetric information in financial contracting," Journal of Financial Economics, Elsevier, vol. 116(1), pages 61-81.
    3. 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.
    4. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    5. Engelberg, Joseph & Gao, Pengjie & Parsons, Christopher A., 2012. "Friends with money," Journal of Financial Economics, Elsevier, vol. 103(1), pages 169-188.
    6. Berger, Allen N. & Udell, Gregory F., 2006. "A more complete conceptual framework for SME finance," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2945-2966, November.
    7. Marianne Bertrand & Antoinette Schoar, 2003. "Managing with Style: The Effect of Managers on Firm Policies," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1169-1208.
    8. 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.
    9. C. Edward Fee & Charles J. Hadlock & Joshua R. Pierce, 2013. "Managers with and without Style: Evidence Using Exogenous Variation," The Review of Financial Studies, Society for Financial Studies, vol. 26(3), pages 567-601.
    10. 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.
    11. 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.
    12. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    13. Campbell, Dennis & Loumioti, Maria & Wittenberg-Moerman, Regina, 2019. "Making sense of soft information: interpretation bias and loan quality," Journal of Accounting and Economics, Elsevier, vol. 68(2).
    14. Rainer Haselmann & David Schoenherr & Vikrant Vig, 2018. "Rent Seeking in Elite Networks," Journal of Political Economy, University of Chicago Press, vol. 126(4), pages 1638-1690.
    15. Gabriel Chodorow-Reich, 2014. "The Employment Effects of Credit Market Disruptions: Firm-level Evidence from the 2008-9 Financial Crisis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 1-59.
    16. Nini, Greg & Smith, David C. & Sufi, Amir, 2009. "Creditor control rights and firm investment policy," Journal of Financial Economics, Elsevier, vol. 92(3), pages 400-420, June.
    17. Joel F. Houston & Liangliang Jiang & Chen Lin & Yue Ma, 2014. "Political Connections and the Cost of Bank Loans," Journal of Accounting Research, Wiley Blackwell, vol. 52(1), pages 193-243, March.
    18. Sutherland, Andrew, 2018. "Does credit reporting lead to a decline in relationship lending? Evidence from information sharing technology," Journal of Accounting and Economics, Elsevier, vol. 66(1), pages 123-141.
    19. Alvis K. Lo, 2014. "Do Declines in Bank Health Affect Borrowers’ Voluntary Disclosures? Evidence from International Propagation of Banking Shocks," Journal of Accounting Research, Wiley Blackwell, vol. 52(2), pages 541-581, May.
    20. Vasso Ioannidou & Steven Ongena, 2010. "“Time for a Change”: Loan Conditions and Bank Behavior when Firms Switch Banks," Journal of Finance, American Finance Association, vol. 65(5), pages 1847-1877, October.
    21. Marc Frattaroli & Christoph Herpfer, 2018. "Information Intermediaries: How Commercial Bankers Facilitate Strategic Alliances," Swiss Finance Institute Research Paper Series 18-53, Swiss Finance Institute, revised Dec 2018.
    22. 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.
    23. 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.
    24. Khieu, Hinh D. & Mullineaux, Donald J. & Yi, Ha-Chin, 2012. "The determinants of bank loan recovery rates," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 923-933.
    25. Agarwal, Sumit & Ben-David, Itzhak, 2018. "Loan prospecting and the loss of soft information," Journal of Financial Economics, Elsevier, vol. 129(3), pages 608-628.
    26. Radhakrishnan Gopalan & Vikram Nanda & Vijay Yerramilli, 2011. "Does Poor Performance Damage the Reputation of Financial Intermediaries? Evidence from the Loan Syndication Market," Journal of Finance, American Finance Association, vol. 66(6), pages 2083-2120, December.
    27. Michael Ewens & Matthew Rhodes-Kropf, 2015. "Is a VC Partnership Greater Than the Sum of Its Partners?," Journal of Finance, American Finance Association, vol. 70(3), pages 1081-1113, June.
    28. 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.
    29. Steven Drucker & Manju Puri, 2005. "On the Benefits of Concurrent Lending and Underwriting," Journal of Finance, American Finance Association, vol. 60(6), pages 2763-2799, December.
    30. Andrew Hertzberg & Jose Maria Liberti & Daniel Paravisini, 2010. "Information and Incentives Inside the Firm: Evidence from Loan Officer Rotation," Journal of Finance, American Finance Association, vol. 65(3), pages 795-828, June.
    31. Lars Norden & Martin Weber, 2010. "Credit Line Usage, Checking Account Activity, and Default Risk of Bank Borrowers," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3665-3699, October.
    32. Ivashina, Victoria, 2009. "Asymmetric information effects on loan spreads," Journal of Financial Economics, Elsevier, vol. 92(2), pages 300-319, May.
    33. John R. Graham & Si Li & Jiaping Qiu, 2012. "Managerial Attributes and Executive Compensation," The Review of Financial Studies, Society for Financial Studies, vol. 25(1), pages 144-186.
    34. Stephen Adam Karolyi, 2018. "Personal Lending Relationships," Journal of Finance, American Finance Association, vol. 73(1), pages 5-49, February.
    35. Jun (Qj) Qian & Philip E. Strahan & Zhishu Yang, 2015. "The Impact of Incentives and Communication Costs on Information Production and Use: Evidence from Bank Lending," Journal of Finance, American Finance Association, vol. 70(4), pages 1457-1493, August.
    36. Ivashina, Victoria & Scharfstein, David, 2010. "Bank lending during the financial crisis of 2008," Journal of Financial Economics, Elsevier, vol. 97(3), pages 319-338, September.
    37. 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.
    38. 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.
    39. Neuhann, Daniel & Saidi, Farzad, 2018. "Do universal banks finance riskier but more productive firms?," Journal of Financial Economics, Elsevier, vol. 128(1), pages 66-85.
    40. 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.
    41. Berger, Philip G. & Minnis, Michael & Sutherland, Andrew, 2017. "Commercial lending concentration and bank expertise: Evidence from borrower financial statements," Journal of Accounting and Economics, Elsevier, vol. 64(2), pages 253-277.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Bertrand, Jérémie & Burietz, Aurore, 2023. "(Loan) price and (loan officer) prejudice," Journal of Economic Behavior & Organization, Elsevier, vol. 210(C), pages 26-42.
    2. Dagostino, Ramona & Gao, Janet & Ma, Pengfei, 2023. "Partisanship in loan pricing," Journal of Financial Economics, Elsevier, vol. 150(3).
    3. Gareth Anderson & Saleem Bahaj & Matthieu Chavaz & Angus Foulis & Gabor Pinter, 2023. "Lending Relationships and the Collateral Channel," Review of Finance, European Finance Association, vol. 27(3), pages 851-887.
    4. Johannes Carow, 2024. "A critical assessment of the two-way fixed-effects model for firm-level dependent variables," Working Papers 2405, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz.
    5. Carvalho, Daniel & Gao, Janet & Ma, Pengfei, 2023. "Loan spreads and credit cycles: The role of lenders’ personal economic experiences," Journal of Financial Economics, Elsevier, vol. 148(2), pages 118-149.
    6. Lyu, Huaili & Wang, Wenming & Xu, Si & Zhou, Jingting, 2022. "Individual investment bankers’ reputation concerns and bond yield spreads: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 140(C).
    7. Chava, Sudheer & Ganduri, Rohan & Paradkar, Nikhil & Zhang, Yafei, 2021. "Impact of marketplace lending on consumers’ future borrowing capacities and borrowing outcomes," Journal of Financial Economics, Elsevier, vol. 142(3), pages 1186-1208.
    8. Burietz, Aurore & Picault, Matthieu, 2023. "To lend or not to lend? The ECB as the ‘intermediary of last resort’," Economic Modelling, Elsevier, vol. 122(C).

    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. Bushman, Robert & Gao, Janet & Martin, Xiumin & Pacelli, Joseph, 2021. "The influence of loan officers on loan contract design and performance," Journal of Accounting and Economics, Elsevier, vol. 71(2).
    2. Keil, Jan, 2023. "Lending relationships when creditors are in control," Journal of Corporate Finance, Elsevier, vol. 79(C).
    3. Botsch, Matthew & Vanasco, Victoria, 2019. "Learning by lending," Journal of Financial Intermediation, Elsevier, vol. 37(C), pages 1-14.
    4. 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).
    5. Jae B. Kim & Pervin Shroff & Dushyantkumar Vyas & Regina Wittenberg‐Moerman, 2018. "Credit Default Swaps and Managers’ Voluntary Disclosure," Journal of Accounting Research, Wiley Blackwell, vol. 56(3), pages 953-988, June.
    6. Papoutsi, Melina, 2021. "Lending relationships in loan renegotiation: evidence from corporate loans," Working Paper Series 2553, European Central Bank.
    7. Goedde-Menke, Michael & Ingermann, Peter-Hendrik, 2024. "Loan officer specialization and credit defaults," Journal of Banking & Finance, Elsevier, vol. 161(C).
    8. 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.
    9. Zhiming Ma & Derrald Stice & Christopher Williams, 2022. "What's my style? Supply‐side determinants of debt covenant inclusion," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 49(3-4), pages 461-490, March.
    10. Shu Feng & Chang Liu & Xiaoling Pu, 2022. "Connected Lending in Bank Lines of Credit," Journal of Financial Services Research, Springer;Western Finance Association, vol. 61(2), pages 187-216, April.
    11. Miao Liu, 2022. "Assessing Human Information Processing in Lending Decisions: A Machine Learning Approach," Journal of Accounting Research, Wiley Blackwell, vol. 60(2), pages 607-651, May.
    12. Sutherland, Andrew G., 2020. "Technology is changing lending: Implications for research," Journal of Accounting and Economics, Elsevier, vol. 70(2).
    13. Sutherland, Andrew, 2018. "Does credit reporting lead to a decline in relationship lending? Evidence from information sharing technology," Journal of Accounting and Economics, Elsevier, vol. 66(1), pages 123-141.
    14. Nagar, Venky & Schoenfeld, Jordan, 2021. "Shareholder monitoring and discretionary disclosure," Journal of Accounting and Economics, Elsevier, vol. 72(1).
    15. Wenlian Gao & Feifei Zhu & Kai Chen, 2023. "The role of bank lenders in firm leverage adjustments," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 46(1), pages 63-97, February.
    16. 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.
    17. Acharya, Viral V. & Imbierowicz, Björn & Steffen, Sascha & Teichmann, Daniel, 2020. "Does the lack of financial stability impair the transmission of monetary policy?," Journal of Financial Economics, Elsevier, vol. 138(2), pages 342-365.
    18. John Gallemore & Brandon Gipper & Edward Maydew, 2019. "Banks as Tax Planning Intermediaries," Journal of Accounting Research, Wiley Blackwell, vol. 57(1), pages 169-209, March.
    19. Daniel Saavedra, 2023. "Do firms follow the SEC’s confidential treatment protocols? Evidence from credit agreements," Review of Accounting Studies, Springer, vol. 28(3), pages 1388-1412, September.
    20. Marko Jakšič & Matej Marinč, 2019. "Relationship banking and information technology: the role of artificial intelligence and FinTech," Risk Management, Palgrave Macmillan, vol. 21(1), pages 1-18, March.

    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:eee:jaecon:v:71:y:2021:i:2:s0165410120300859. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jae .

    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.