IDEAS home Printed from https://ideas.repec.org/a/eee/corfin/v94y2025ics0929119925001087.html

Networks and information in credit markets

Author

Listed:
  • Gupta, Abhimanyu
  • Kokas, Sotirios
  • Michaelides, Alexander
  • Minetti, Raoul

Abstract

A large literature emphasizes financial networks, but understanding how these networks influence lending decisions over the business cycle remains challenging. We exploit the overlapping bank portfolio structure of US syndicated loans to construct a financial network. Using techniques from spatial econometrics, we document large spillovers in lending conditions during good times, driven by commonality in banks’ loan portfolio exposures. A standard deviation increase in peers’ lending rates is associated with an increase in a bank’s lending rate of 17 basis points. However, these spillovers vanish in a large recession. We interpret these findings through a syndicate lending model where information spillovers driven by loan portfolio commonality dilute banks’ incentives to produce private information on borrowers during good times.

Suggested Citation

  • Gupta, Abhimanyu & Kokas, Sotirios & Michaelides, Alexander & Minetti, Raoul, 2025. "Networks and information in credit markets," Journal of Corporate Finance, Elsevier, vol. 94(C).
  • Handle: RePEc:eee:corfin:v:94:y:2025:i:c:s0929119925001087
    DOI: 10.1016/j.jcorpfin.2025.102840
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0929119925001087
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jcorpfin.2025.102840?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Margherita Comola & Silvia Prina, 2021. "Treatment Effect Accounting for Network Changes," The Review of Economics and Statistics, MIT Press, vol. 103(3), pages 597-604, July.
    2. Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014. "Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?," Econometrica, Econometric Society, vol. 82(2), pages 463-505, March.
    3. Ana Babus & Péter Kondor, 2018. "Trading and Information Diffusion in Over‐the‐Counter Markets," Econometrica, Econometric Society, vol. 86(5), pages 1727-1769, September.
    4. Adams, Renée B. & Ferreira, Daniel, 2009. "Women in the boardroom and their impact on governance and performance," Journal of Financial Economics, Elsevier, vol. 94(2), pages 291-309, November.
    5. Hanushek, Eric A & Rivkin, Steven G & Taylor, Lori L, 1996. "Aggregation and the Estimated Effects of School Resources," The Review of Economics and Statistics, MIT Press, vol. 78(4), pages 611-627, November.
    6. Nicolas Debarsy & James P. LeSage, 2022. "Bayesian Model Averaging for Spatial Autoregressive Models Based on Convex Combinations of Different Types of Connectivity Matrices," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 40(2), pages 547-558, April.
    7. Jose-Alberto Guerra & Myra Mohnen, 2022. "Multinomial Choice with Social Interactions: Occupations in Victorian London," The Review of Economics and Statistics, MIT Press, vol. 104(4), pages 736-747, October.
    8. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    9. Guido M. Kuersteiner & Ingmar R. Prucha, 2020. "Dynamic Spatial Panel Models: Networks, Common Shocks, and Sequential Exogeneity," Econometrica, Econometric Society, vol. 88(5), pages 2109-2146, September.
    10. Case, Anne C, 1991. "Spatial Patterns in Household Demand," Econometrica, Econometric Society, vol. 59(4), pages 953-965, July.
    11. Daron Acemoglu & Asuman Ozdaglar & Alireza Tahbaz-Salehi, 2015. "Systemic Risk and Stability in Financial Networks," American Economic Review, American Economic Association, vol. 105(2), pages 564-608, February.
    12. Christian Helmers & Manasa Patnam, 2014. "Does the rotten child spoil his companion? Spatial peer effects among children in rural India," Quantitative Economics, Econometric Society, vol. 5, pages 67-121, March.
    13. Iyer, Rajkamal & Peydró, José-Luis, 2011. "Interbank contagion at work: Evidence from a natural experiment," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 24(4), pages 1337-1377.
    14. Alberto Alesina & Filipe R. Campante & Guido Tabellini, 2008. "Why is Fiscal Policy Often Procyclical?," Journal of the European Economic Association, MIT Press, vol. 6(5), pages 1006-1036, September.
    15. Tobias Berg & Anthony Saunders & Sascha Steffen, 2016. "The Total Cost of Corporate Borrowing in the Loan Market: Don't Ignore the Fees," Journal of Finance, American Finance Association, vol. 71(3), pages 1357-1392, June.
    16. Liu, Shew Fan & Yang, Zhenlin, 2015. "Modified QML estimation of spatial autoregressive models with unknown heteroskedasticity and nonnormality," Regional Science and Urban Economics, Elsevier, vol. 52(C), pages 50-70.
    17. Joris Pinkse & Margaret E. Slade & Craig Brett, 2002. "Spatial Price Competition: A Semiparametric Approach," Econometrica, Econometric Society, vol. 70(3), pages 1111-1153, May.
    18. Wagner, Wolf, 2010. "Diversification at financial institutions and systemic crises," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 373-386, July.
    19. Daron Acemoglu & Vasco M. Carvalho & Asuman Ozdaglar & Alireza Tahbaz‐Salehi, 2012. "The Network Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 80(5), pages 1977-2016, September.
    20. Freixas, Xavier & Parigi, Bruno M & Rochet, Jean-Charles, 2000. "Systemic Risk, Interbank Relations, and Liquidity Provision by the Central Bank," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 32(3), pages 611-638, August.
    21. Gabriel Jiménez & Steven Ongena & José-Luis Peydró & Jesús Saurina, 2017. "Macroprudential Policy, Countercyclical Bank Capital Buffers, and Credit Supply: Evidence from the Spanish Dynamic Provisioning Experiments," Journal of Political Economy, University of Chicago Press, vol. 125(6), pages 2126-2177.
    22. Acharya, Viral V. & Yorulmazer, Tanju, 2007. "Too many to fail--An analysis of time-inconsistency in bank closure policies," Journal of Financial Intermediation, Elsevier, vol. 16(1), pages 1-31, January.
    23. Cai, Jian & Eidam, Frederik & Saunders, Anthony & Steffen, Sascha, 2018. "Syndication, interconnectedness, and systemic risk," Journal of Financial Stability, Elsevier, vol. 34(C), pages 105-120.
    24. Daron Acemoglu & Asuman Ozdaglar & Alireza Tahbaz-Salehi, 2015. "Networks, Shocks, and Systemic Risk," NBER Working Papers 20931, National Bureau of Economic Research, Inc.
    25. Kelejian, Harry H. & Prucha, Ingmar R., 2007. "HAC estimation in a spatial framework," Journal of Econometrics, Elsevier, vol. 140(1), pages 131-154, September.
    26. David Gaddis Ross, 2010. "The "Dominant Bank Effect:" How High Lender Reputation Affects the Information Content and Terms of Bank Loans," The Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2730-2756, July.
    27. Emmanuel Farhi & Jean Tirole, 2012. "Collective Moral Hazard, Maturity Mismatch, and Systemic Bailouts," American Economic Review, American Economic Association, vol. 102(1), pages 60-93, February.
    28. Mark Carey & Greg Nini, 2007. "Is the Corporate Loan Market Globally Integrated? A Pricing Puzzle," Journal of Finance, American Finance Association, vol. 62(6), pages 2969-3007, December.
    29. Ivashina, Victoria, 2009. "Asymmetric information effects on loan spreads," Journal of Financial Economics, Elsevier, vol. 92(2), pages 300-319, May.
    30. Bramoullé, Yann & Djebbari, Habiba & Fortin, Bernard, 2009. "Identification of peer effects through social networks," Journal of Econometrics, Elsevier, vol. 150(1), pages 41-55, May.
    31. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    32. Clifford Lam & Pedro C.L. Souza, 2020. "Estimation and Selection of Spatial Weight Matrix in a Spatial Lag Model," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(3), pages 693-710, July.
    33. 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.
    34. 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.
    35. Tri Vi Dang & Gary Gorton & Bengt Holmström, 2020. "The Information View of Financial Crises," Annual Review of Financial Economics, Annual Reviews, vol. 12(1), pages 39-65, December.
    36. Timothy G. Conley & Bill Dupor, 2003. "A Spatial Analysis of Sectoral Complementarity," Journal of Political Economy, University of Chicago Press, vol. 111(2), pages 311-352, April.
    37. Paravisini, Daniel & Rappoport, Veronica & Schnabl, Philipp, 2023. "Specialization in bank lending: evidence from exporting firms," LSE Research Online Documents on Economics 119458, London School of Economics and Political Science, LSE Library.
    38. Lung-Fei Lee, 2004. "Asymptotic Distributions of Quasi-Maximum Likelihood Estimators for Spatial Autoregressive Models," Econometrica, Econometric Society, vol. 72(6), pages 1899-1925, November.
    39. Margherita Comola & Silvia Prina, 2021. "Treatment Effect Accounting for Network Changes," Post-Print hal-04233235, HAL.
    40. 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.
    41. Cocco, João F. & Gomes, Francisco J. & Martins, Nuno C., 2009. "Lending relationships in the interbank market," Journal of Financial Intermediation, Elsevier, vol. 18(1), pages 24-48, January.
    42. Mariassunta Giannetti & Farzad Saidi, 2019. "Shock Propagation and Banking Structure," The Review of Financial Studies, Society for Financial Studies, vol. 32(7), pages 2499-2540.
    43. 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.
    44. Viral V Acharya & Tim Eisert & Christian Eufinger & Christian Hirsch, 2018. "Real Effects of the Sovereign Debt Crisis in Europe: Evidence from Syndicated Loans," The Review of Financial Studies, Society for Financial Studies, vol. 31(8), pages 2855-2896.
    45. Lawrence E. Blume & William A. Brock & Steven N. Durlauf & Rajshri Jayaraman, 2015. "Linear Social Interactions Models," Journal of Political Economy, University of Chicago Press, vol. 123(2), pages 444-496.
    46. Michael D. König & Xiaodong Liu & Yves Zenou, 2019. "R&D Networks: Theory, Empirics, and Policy Implications," The Review of Economics and Statistics, MIT Press, vol. 101(3), pages 476-491, July.
    47. Franklin Allen & Douglas Gale, 2000. "Financial Contagion," Journal of Political Economy, University of Chicago Press, vol. 108(1), pages 1-33, February.
    48. Asim Ijaz Khwaja & Atif Mian, 2008. "Tracing the Impact of Bank Liquidity Shocks: Evidence from an Emerging Market," American Economic Review, American Economic Association, vol. 98(4), pages 1413-1442, September.
    49. Kelejian, Harry H & Prucha, Ingmar R, 1998. "A Generalized Spatial Two-Stage Least Squares Procedure for Estimating a Spatial Autoregressive Model with Autoregressive Disturbances," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 99-121, July.
    50. Gupta, Abhimanyu, 2019. "Estimation Of Spatial Autoregressions With Stochastic Weight Matrices," Econometric Theory, Cambridge University Press, vol. 35(2), pages 417-463, April.
    51. Chih‐Sheng Hsieh & Hans van Kippersluis, 2018. "Smoking initiation: Peers and personality," Quantitative Economics, Econometric Society, vol. 9(2), pages 825-863, July.
    52. Lee, Lung-fei, 2007. "Identification and estimation of econometric models with group interactions, contextual factors and fixed effects," Journal of Econometrics, Elsevier, vol. 140(2), pages 333-374, October.
    53. Joris Pinkse & Margaret E. Slade, 2010. "The Future Of Spatial Econometrics," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 103-117, February.
    54. Manthos D. Delis & Sotirios Kokas & Steven Ongena, 2017. "Bank Market Power and Firm Performance," Review of Finance, European Finance Association, vol. 21(1), pages 299-326.
    55. Craig, Ben & Ma, Yiming, 2022. "Intermediation in the interbank lending market," Journal of Financial Economics, Elsevier, vol. 145(2), pages 179-207.
    56. Michael D. König & Dominic Rohner & Mathias Thoenig & Fabrizio Zilibotti, 2017. "Networks in Conflict: Theory and Evidence From the Great War of Africa," Econometrica, Econometric Society, vol. 85, pages 1093-1132, July.
    57. 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.
    58. 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.
    59. Justin Murfin & Ryan Pratt, 2019. "Comparables Pricing," The Review of Financial Studies, Society for Financial Studies, vol. 32(2), pages 688-737.
    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. Michaelides, Alexander & Kokas, Sotirios & Gupta, Abhimanyu, 2017. "Credit Market Spillovers: Evidence from a Syndicated Loan Market Network," CEPR Discussion Papers 12424, C.E.P.R. Discussion Papers.
    2. Galina Hale & Tümer Kapan & Camelia Minoiu & Philip Strahan, 2020. "Shock Transmission Through Cross-Border Bank Lending: Credit and Real Effects," The Review of Financial Studies, Society for Financial Studies, vol. 33(10), pages 4839-4882.
    3. Karavitis, Panagiotis & Kokas, Sotirios & Tsoukas, Serafeim, 2021. "Gender board diversity and the cost of bank loans," Journal of Corporate Finance, Elsevier, vol. 71(C).
    4. Gupta, Abhimanyu, 2023. "Efficient closed-form estimation of large spatial autoregressions," Journal of Econometrics, Elsevier, vol. 232(1), pages 148-167.
    5. Abhimanyu Gupta & Xi Qu, 2021. "Consistent specification testing under spatial dependence," Papers 2101.10255, arXiv.org, revised Aug 2022.
    6. Peydró, José-Luis & Jiménez, Gabriel & Kenan, Huremovic & Moral-Benito, Enrique & Vega-Redondo, Fernando, 2020. "Production and financial networks in interplay: Crisis evidence from supplier-customer and credit registers," CEPR Discussion Papers 15277, C.E.P.R. Discussion Papers.
    7. Rainone, Edoardo, 2020. "The network nature of over-the-counter interest rates," Journal of Financial Markets, Elsevier, vol. 47(C).
    8. Viral V Acharya & Lea Borchert & Maximilian Jager & Sascha Steffen, 2021. "Kicking the Can Down the Road: Government Interventions in the European Banking Sector," The Review of Financial Studies, Society for Financial Studies, vol. 34(9), pages 4090-4131.
    9. A. Burietz & L. Ureche-Rangau, 2020. "Better the devil you know: Home and sectoral biases in bank lending," International Economics, CEPII research center, issue 164, pages 69-85.
    10. Tiziano Arduini & Edoardo Rainone, 2024. "Partial identification of treatment response under complementarity and substitutability," Temi di discussione (Economic working papers) 1473, Bank of Italy, Economic Research and International Relations Area.
    11. Biswas, Swarnava S. & Gómez, Fabiana, 2018. "Contagion through common borrowers," Journal of Financial Stability, Elsevier, vol. 39(C), pages 125-132.
    12. Segev, Nimrod, 2020. "Identifying the risk-Taking channel of monetary transmission and the connection to economic activity," Journal of Banking & Finance, Elsevier, vol. 116(C).
    13. Kwok, Hon Ho, 2019. "Identification and estimation of linear social interaction models," Journal of Econometrics, Elsevier, vol. 210(2), pages 434-458.
    14. Sina, A. & Billio, M. & Dufour, A. & Rocciolo, F. & Varotto, S., 2025. "The systemic risk of leveraged and covenant-lite loan syndications," International Review of Financial Analysis, Elsevier, vol. 97(C).
    15. Debarsy, Nicolas & Dossougoin, Cyrille & Ertur, Cem & Gnabo, Jean-Yves, 2018. "Measuring sovereign risk spillovers and assessing the role of transmission channels: A spatial econometrics approach," Journal of Economic Dynamics and Control, Elsevier, vol. 87(C), pages 21-45.
    16. Aurore Burietz & Kim Oosterlinck & Ariane Szafarz, 2025. "Hold-up in Syndicated Lending: Why Do Bank Relationships Lead to Higher Costs for High-Quality Firms?," Working Papers CEB 25-005, ULB -- Universite Libre de Bruxelles.
    17. Bermpei, Theodora & Degl’Innocenti, Marta & Kalyvas, Antonios Nikolaos & Zhou, Si, 2023. "Lender individualism and monitoring: Evidence from syndicated loans," Journal of Financial Stability, Elsevier, vol. 66(C).
    18. Bai, Jushan & Li, Kunpeng, 2021. "Dynamic spatial panel data models with common shocks," Journal of Econometrics, Elsevier, vol. 224(1), pages 134-160.
    19. Kosenko, Konstantin & Michelson, Noam, 2022. "It takes more than two to tango: Multiple bank lending, asset commonality and risk," Journal of Financial Stability, Elsevier, vol. 61(C).
    20. Apergis, Nicholas & Christou, Christina & Kynigakis, Iason, 2019. "Contagion across US and European financial markets: Evidence from the CDS markets," Journal of International Money and Finance, Elsevier, vol. 96(C), pages 1-12.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models

    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:eee:corfin:v:94:y:2025:i:c:s0929119925001087. 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/jcorpfin .

    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.