IDEAS home Printed from https://ideas.repec.org/p/wap/wpaper/1703.html
   My bibliography  Save this paper

Product Network Connectivity and Information for Loan Pricing

Author

Listed:
  • Jiangtao Fu

    (Graduate School of Economics, Waseda University)

  • Yoshiaki Ogura

    (School of Political Science and Economics, Waseda University)

Abstract

A theory predicts that loan pricing is less sensitive to public information, such as a credit score provided by a credit information vendor, if the lender obtains more accurate private information about the credit quality of borrowers. We find that loan pricing is less sensitive to public information when a borrower is more connected with other borrowers of the lender through a supply network by using a unique database of inter-firm relationships and bank-firm relationships. This effect is significant statistically and economically after controlling for the bank-firm or inter-firm relationship characteristics and other firm characteristics. This finding provides evidence that banks make use of private information observed from their borrowers' network in their loan pricing.Length: 32 pages

Suggested Citation

  • Jiangtao Fu & Yoshiaki Ogura, 2017. "Product Network Connectivity and Information for Loan Pricing," Working Papers 1703, Waseda University, Faculty of Political Science and Economics.
    • Handle: RePEc:wap:wpaper:1703
    as

    Download full text from publisher

    File URL: https://www.waseda.jp/fpse/winpec/assets/uploads/2014/05/No.E1703_ogura-.pdf
    File Function: First version,
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Dinc, I Serdar, 2000. "Bank Reputation, Bank Commitment, and the Effects of Competition in Credit Markets," The Review of Financial Studies, Society for Financial Studies, vol. 13(3), pages 781-812.
    3. Arnoud W. A. Boot & Anjan V. Thakor, 2000. "Can Relationship Banking Survive Competition?," Journal of Finance, American Finance Association, vol. 55(2), pages 679-713, April.
    4. Loretta J. Mester & Leonard I. Nakamura & Micheline Renault, 2007. "Transactions Accounts and Loan Monitoring," The Review of Financial Studies, Society for Financial Studies, vol. 20(3), pages 529-556.
    5. Degryse, Hans & Van Cayseele, Patrick, 2000. "Relationship Lending within a Bank-Based System: Evidence from European Small Business Data," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 90-109, January.
    6. OGURA Yoshiaki & OKUI Ryo & SAITO Yukiko, 2015. "Network-motivated Lending Decisions," Discussion papers 15057, Research Institute of Economy, Trade and Industry (RIETI).
    7. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    8. Berger, Allen N & Udell, Gregory F, 1995. "Relationship Lending and Lines of Credit in Small Firm Finance," The Journal of Business, University of Chicago Press, vol. 68(3), pages 351-381, July.
    9. Chemmanur, Thomas J & Fulghieri, Paolo, 1994. "Reputation, Renegotiation, and the Choice between Bank Loans and Publicly Traded Debt," The Review of Financial Studies, Society for Financial Studies, vol. 7(3), pages 475-506.
    10. Fabio Panetta & Fabiano Schivardi & Matthew Shum, 2009. "Do Mergers Improve Information? Evidence from the Loan Market," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 41(4), pages 673-709, June.
    11. Campello, Murillo & Gao, Janet, 2017. "Customer concentration and loan contract terms," Journal of Financial Economics, Elsevier, vol. 123(1), pages 108-136.
    12. Engelbrecht-Wiggans, Richard & Milgrom, Paul R. & Weber, Robert J., 1983. "Competitive bidding and proprietary information," Journal of Mathematical Economics, Elsevier, vol. 11(2), pages 161-169, April.
    13. Sumit Agarwal, 2010. "Distance and Private Information in Lending," The Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    14. 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.
    15. 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.
    16. Tadanobu Nemoto & Yoshiaki Ogura & Wako Watanabe, 2013. "The Decision-Making Mechanism of Regional Financial Institutions and the Utilization of Soft Information," Public Policy Review, Policy Research Institute, Ministry of Finance Japan, vol. 9(1), pages 87-116, January.
    17. Nemoto, Tadanobu & Ogura, Yoshiaki & Watanabe, Wako, 2016. "Inside bank premiums as liquidity insurance," Journal of the Japanese and International Economies, Elsevier, vol. 42(C), pages 61-76.
    18. Emilia Bonaccorsi Di Patti & Giorgio Gobbi, 2007. "Winners or Losers? The Effects of Banking Consolidation on Corporate Borrowers," Journal of Finance, American Finance Association, vol. 62(2), pages 669-695, April.
    19. Santikian, Lori, 2014. "The ties that bind: Bank relationships and small business lending," Journal of Financial Intermediation, Elsevier, vol. 23(2), pages 177-213.
    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. MIYAKAWA Daisuke, 2019. "Shocks to Supply Chain Networks and Firm Dynamics: An Application of Double Machine Learning," Discussion papers 19100, Research Institute of Economy, Trade and Industry (RIETI).
    2. MIYAKAWA Daisuke & MIYAUCHI Yuhei & Christian PEREZ, 2017. "Forecasting Firm Performance with Machine Learning: Evidence from Japanese firm-level data," Discussion papers 17068, Research Institute of Economy, Trade and Industry (RIETI).

    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. Jiangtao FU & OGURA Yoshiaki, 2017. "Product Network Connectivity and Information for Loan Pricing," Discussion papers 17028, Research Institute of Economy, Trade and Industry (RIETI).
    2. Nemoto, Tadanobu & Ogura, Yoshiaki & Watanabe, Wako, 2016. "Inside bank premiums as liquidity insurance," Journal of the Japanese and International Economies, Elsevier, vol. 42(C), pages 61-76.
    3. Allen N. Berger & Christa H. S. Bouwman & Lars Norden & Raluca A. Roman & Gregory F. Udell & Teng Wang, 2021. "Piercing Through Opacity: Relationships and Credit Card Lending to Consumers and Small Businesses During Normal Times and the COVID-19 Crisis," Working Papers 21-19, Federal Reserve Bank of Philadelphia.
    4. Gropp, R. & Grundl, C. & Guttler, A., 2012. "Does Discretion in Lending Increase Bank Risk? Borrower Self-Selection and Loan Officer Capture Effects," Discussion Paper 2012-030, Tilburg University, Center for Economic Research.
    5. Botsch, Matthew & Vanasco, Victoria, 2019. "Learning by lending," Journal of Financial Intermediation, Elsevier, vol. 37(C), pages 1-14.
    6. NEMOTO Tadanobu & OGURA Yoshiaki & WATANABE Wako, 2011. "An Estimation of the Inside Bank Premium," Discussion papers 11067, Research Institute of Economy, Trade and Industry (RIETI).
    7. Cerqueiro, Geraldo & Degryse, Hans & Ongena, Steven, 2011. "Rules versus discretion in loan rate setting," Journal of Financial Intermediation, Elsevier, vol. 20(4), pages 503-529, October.
    8. Gropp, Reint & Guettler, Andre, 2018. "Hidden gems and borrowers with dirty little secrets: Investment in soft information, borrower self-selection and competition," Journal of Banking & Finance, Elsevier, vol. 87(C), pages 26-39.
    9. Ogura, Yoshiaki, 2018. "The objective function of government-controlled banks in a financial crisis," Journal of Banking & Finance, Elsevier, vol. 89(C), pages 78-93.
    10. Ogura, Yoshiaki, 2010. "Interbank competition and information production: Evidence from the interest rate difference," Journal of Financial Intermediation, Elsevier, vol. 19(2), pages 279-304, April.
    11. Kirsch, Steffen & Burghof, Hans-Peter, 2018. "The efficiency of savings-linked relationship lending for housing finance," Journal of Housing Economics, Elsevier, vol. 42(C), pages 55-68.
    12. Hibbeln, Martin & Norden, Lars & Usselmann, Piet & Gürtler, Marc, 2020. "Informational synergies in consumer credit," Journal of Financial Intermediation, Elsevier, vol. 44(C).
    13. Ferri, Giovanni & Murro, Pierluigi, 2015. "Do firm–bank ‘odd couples’ exacerbate credit rationing?," Journal of Financial Intermediation, Elsevier, vol. 24(2), pages 231-251.
    14. Lončarski, Igor & Marinč, Matej, 2020. "The political economy of relationship banking," Research in International Business and Finance, Elsevier, vol. 51(C).
    15. Adam, Tim R. & Streitz, Daniel, 2016. "Hold-up and the use of performance-sensitive debt," Journal of Financial Intermediation, Elsevier, vol. 26(C), pages 47-67.
    16. Durguner, Sena, 2017. "Do borrower-lender relationships still matter for small business loans?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 50(C), pages 98-118.
    17. Salvatore Capasso & Stefano Monferrà & Gabriele Sampagnaro, 2015. "The Shadow Economy and Banks’ Lending Technology," CSEF Working Papers 422, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    18. J.-P. Niinimäki, 2022. "Relationship Lending and Switching Costs under Asymmetric Information about Bank Types," Journal of Financial Services Research, Springer;Western Finance Association, vol. 61(1), pages 111-149, February.
    19. Ogura, Yoshiaki, 2012. "Lending competition and credit availability for new firms: Empirical study with the price cost margin in regional loan markets," Journal of Banking & Finance, Elsevier, vol. 36(6), pages 1822-1838.
    20. Song Zhang & Liang Han & Konstantinos Kallias & Antonios Kallias, 2021. "The value of in-person banking: evidence from U.S. small businesses," Review of Quantitative Finance and Accounting, Springer, vol. 57(4), pages 1393-1435, November.

    More about this item

    Keywords

    inter-firm network; loan pricing; information production; relationship banking;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • L14 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Transactional Relationships; Contracts and Reputation

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:wap:wpaper:1703. 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: Haruko Noguchi (email available below). General contact details of provider: https://edirc.repec.org/data/spwasjp.html .

    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.