IDEAS home Printed from https://ideas.repec.org/p/lui/casmef/1303.html
   My bibliography  Save this paper

Do Banks Price Discriminate Spatially? Evidence from Small Business Lending in Local Credit Markets

Author

Listed:
  • Andrea Bellucci

    (University of Naples Federico II)

  • Alexander Borisov

    (University of Cincinnati)

  • Alberto Zazzaro

    (Polytechnic University of Marche, Money and Finance Research group (MoFiR, Ancona) and CASMEF (Rome))

Abstract

In this paper we explore the effects of bank-borrower physical proximity on price and non-price aspects of small business lending in local credit markets. Along the price dimension, our analysis reveals that interest rates increase with bank-borrower distance and decrease with the distance between borrower and other competing banks. Along the quantity dimension, we observe that more distant borrowers are more likely to experience binding credit limits. We also show that the quantity effects of bank-borrower distance are concentrated among less transparent firms. Our findings are consistent with pricing based on marginal costs that reflect information-based factors, and are in contrast to the established paradigm, where banks adopt spatial discriminatory pricing rules when lending to small-sized enterprises.

Suggested Citation

  • Andrea Bellucci & Alexander Borisov & Alberto Zazzaro, 2013. "Do Banks Price Discriminate Spatially? Evidence from Small Business Lending in Local Credit Markets," Working Papers CASMEF 1303, Dipartimento di Economia e Finanza, LUISS Guido Carli.
  • Handle: RePEc:lui:casmef:1303
    as

    Download full text from publisher

    File URL: http://static.luiss.it/RePEc/pdf/casmef/1303.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    2. Chakraborty, Atreya & Hu, Charles X., 2006. "Lending relationships in line-of-credit and nonline-of-credit loans: Evidence from collateral use in small business," Journal of Financial Intermediation, Elsevier, vol. 15(1), pages 86-107, January.
    3. Kenneth P. Brevoort & Timothy H. Hannan, 2004. "Commercial lending and distance: evidence from Community Reinvestment Act data," Finance and Economics Discussion Series 2004-24, Board of Governors of the Federal Reserve System (U.S.).
    4. Arito Ono & Iichiro Uesugi, 2005. "The Role of Collateral and Personal Guarantees in Relationship Lending: Evidence from Japan's Small Business Loan Market," Discussion papers 05027, Research Institute of Economy, Trade and Industry (RIETI).
    5. Pietro Alessandrini & Michele Fratianni & Alberto Zazzaro, 2009. "The Changing Geography of Banking and Finance: The Main Issues," Springer Books, in: Alberto Zazzaro & Michele Fratianni & Pietro Alessandrini (ed.), The Changing Geography of Banking and Finance, edition 1, chapter 0, pages 1-11, Springer.
    6. Knyazeva, Anzhela & Knyazeva, Diana, 2012. "Does being your bank’s neighbor matter?," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1194-1209.
    7. Ted Mallett & Anindya Sen, 2001. "Does Local Competition Impact Interest Rates Charged on Small Business Loans? Empirical Evidence from Canada," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 19(4), pages 435-450, December.
    8. Hans Degryse & Luc Laeven & Steven Ongena, 2009. "The Impact of Organizational Structure and Lending Technology on Banking Competition," Review of Finance, European Finance Association, vol. 13(2), pages 225-259.
    9. Sakai, Koji & Uesugi, Iichiro & Watanabe, Tsutomu, 2010. "Firm age and the evolution of borrowing costs: Evidence from Japanese small firms," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1970-1981, August.
    10. Mitchell A. Petersen & Raghuram G. Rajan, 2002. "Does Distance Still Matter? The Information Revolution in Small Business Lending," Journal of Finance, American Finance Association, vol. 57(6), pages 2533-2570, December.
    11. Angelini, P. & Di Salvo, R. & Ferri, G., 1998. "Availability and cost of credit for small businesses: Customer relationships and credit cooperatives," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 925-954, August.
    12. Sumit Agarwal, 2010. "Distance and Private Information in Lending," Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    13. Alessandro Gambini & Alberto Zazzaro, 2013. "Long-lasting bank relationships and growth of firms," Small Business Economics, Springer, vol. 40(4), pages 977-1007, May.
    14. Robert Hauswald & Robert Marquez, 2006. "Competition and Strategic Information Acquisition in Credit Markets," Review of Financial Studies, Society for Financial Studies, vol. 19(3), pages 967-1000.
    15. Harvey, A C, 1976. "Estimating Regression Models with Multiplicative Heteroscedasticity," Econometrica, Econometric Society, vol. 44(3), pages 461-465, May.
    16. International Monetary Fund, 2007. "Italy—Assessing Competition and Efficiency in the Banking System," IMF Working Papers 2007/026, International Monetary Fund.
    17. 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.
    18. Jose M. Liberti & Atif R. Mian, 2009. "Estimating the Effect of Hierarchies on Information Use," Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 4057-4090, October.
    19. Almazan, Andres, 2002. "A Model of Competition in Banking: Bank Capital vs Expertise," Journal of Financial Intermediation, Elsevier, vol. 11(1), pages 87-121, January.
    20. 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.
    21. Pietro Alessandrini & Andrea F. Presbitero & Alberto Zazzaro, 2009. "Global banking and local markets: a national perspective," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 2(2), pages 173-192.
    22. Giovanni Dell'Ariccia & Ezra Friedman & Robert Marquez, 1999. "Adverse Selection as a Barrier to Entry in the Banking Industry," RAND Journal of Economics, The RAND Corporation, vol. 30(3), pages 515-534, Autumn.
    23. Berger, Allen N & Frame, W Scott & Miller, Nathan H, 2005. "Credit Scoring and the Availability, Price, and Risk of Small Business Credit," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(2), pages 191-222, April.
    24. Kenneth P. Brevoort & John D. Wolken, 2009. "Does Distance Matter in Banking?," Springer Books, in: Alberto Zazzaro & Michele Fratianni & Pietro Alessandrini (ed.), The Changing Geography of Banking and Finance, edition 1, chapter 0, pages 27-56, Springer.
    25. Robert Hauswald & Robert Marquez, 2003. "Information Technology and Financial Services Competition," Review of Financial Studies, Society for Financial Studies, vol. 16(3), pages 921-948, July.
    26. Mariassunta Giannetti & Yishay Yafeh, 2012. "Do Cultural Differences Between Contracting Parties Matter? Evidence from Syndicated Bank Loans," Management Science, INFORMS, vol. 58(2), pages 365-383, February.
    27. Lederer, Phillip J & Hurter, Arthur P, Jr, 1986. "Competition of Firms: Discriminatory Pricing and Location," Econometrica, Econometric Society, vol. 54(3), pages 623-640, May.
    28. Alberto Zazzaro & Michele Fratianni & Pietro Alessandrini (ed.), 2009. "The Changing Geography of Banking and Finance," Springer Books, Springer, edition 1, number 978-0-387-98078-2, June.
    29. Kenneth P. Brevoort & John D. Wolken, 2008. "Does distance matter in banking?," Finance and Economics Discussion Series 2008-34, Board of Governors of the Federal Reserve System (U.S.).
    30. 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.
    31. Barone, Guglielmo & Felici, Roberto & Pagnini, Marcello, 2011. "Switching costs in local credit markets," International Journal of Industrial Organization, Elsevier, vol. 29(6), pages 694-704.
    32. 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.
    33. Ogawa, Kazuo & Sterken, Elmer & Tokutsu, Ichiro, 2007. "Why do Japanese firms prefer multiple bank relationship? Some evidence from firm-level data," Economic Systems, Elsevier, vol. 31(1), pages 49-70, March.
    34. Chiappori, Pierre-Andre & Perez-Castrillo, David & Verdier, Thierry, 1995. "Spatial competition in the banking system: Localization, cross subsidies and the regulation of deposit rates," European Economic Review, Elsevier, vol. 39(5), pages 889-918, May.
    35. Besanko, David & Thakor, Anjan V, 1987. "Collateral and Rationing: Sorting Equilibria in Monopolistic and Competitive Credit Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 28(3), pages 671-689, October.
    36. Bellucci, Andrea & Borisov, Alexander & Zazzaro, Alberto, 2010. "Does gender matter in bank-firm relationships? Evidence from small business lending," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 2968-2984, December.
    37. Lehmann, Erik & Neuberger, Doris, 2001. "Do lending relationships matter?: Evidence from bank survey data in Germany," Journal of Economic Behavior & Organization, Elsevier, vol. 45(4), pages 339-359, August.
    38. Gehrig, Thomas, 1998. "Screening, cross-border banking, and the allocation of credit," Research in Economics, Elsevier, vol. 52(4), pages 387-407, December.
    39. Carling, Kenneth & Lundberg, Sofia, 2005. "Asymmetric information and distance: an empirical assessment of geographical credit rationing," Journal of Economics and Business, Elsevier, vol. 57(1), pages 39-59.
    40. Sussman, Oren & Zeira, Joseph, 1995. "Banking and Development," CEPR Discussion Papers 1127, C.E.P.R. Discussion Papers.
    41. Brick, Ivan E. & Palia, Darius, 2007. "Evidence of jointness in the terms of relationship lending," Journal of Financial Intermediation, Elsevier, vol. 16(3), pages 452-476, July.
    42. Shaffer, Sherrill, 1998. "The Winner's Curse in Banking," Journal of Financial Intermediation, Elsevier, vol. 7(4), pages 359-392, October.
    43. Harhoff, Dietmar & Korting, Timm, 1998. "Lending relationships in Germany - Empirical evidence from survey data," Journal of Banking & Finance, Elsevier, vol. 22(10-11), pages 1317-1353, October.
    44. Geraldo Cerqueiro & Hans Degryse & Steven Ongena, 2009. "Distance, Bank Organizational Structure, and Lending Decisions," Springer Books, in: Alberto Zazzaro & Michele Fratianni & Pietro Alessandrini (ed.), The Changing Geography of Banking and Finance, edition 1, chapter 0, pages 57-74, Springer.
    45. Barro, Robert J, 1976. "The Loan Market, Collateral, and Rates of Interest," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 8(4), pages 439-456, November.
    46. Bester, Helmut, 1985. "Screening vs. Rationing in Credit Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 75(4), pages 850-855, September.
    47. Cole, Rebel A., 1998. "The importance of relationships to the availability of credit," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 959-977, August.
    48. Harhoff, Dietmar & Körting, Timm, 1998. "Lending Relationships in Germany: Empirical Results from Survey Data," CEPR Discussion Papers 1917, C.E.P.R. Discussion Papers.
    49. Boot, Arnoud W A & Thakor, Anjan V, 1994. "Moral Hazard and Secured Lending in an Infinitely Repeated Credit Market Game," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 35(4), pages 899-920, November.
    50. Dell'Ariccia, Giovanni & Marquez, Robert, 2004. "Information and bank credit allocation," Journal of Financial Economics, Elsevier, vol. 72(1), pages 185-214, April.
    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. Bellucci, Andrea & Borisov, Alexander & Zazzaro, Alberto, 2010. "Does gender matter in bank-firm relationships? Evidence from small business lending," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 2968-2984, December.
    2. Bellucci, Andrea & Borisov, Alexander & Giombini, Germana & Zazzaro, Alberto, 2015. "Collateral and Local Lending: Testing the Lender-Based Theory," HIT-REFINED Working Paper Series 21, Institute of Economic Research, Hitotsubashi University.
    3. Bellucci, Andrea & Borisov, Alexander & Giombini, Germana & Zazzaro, Alberto, 2019. "Collateralization and distance," Journal of Banking & Finance, Elsevier, vol. 100(C), pages 205-217.
    4. Degryse, H.A. & Cerqueiro, G.M. & Ongena, S., 2007. "Distance, Bank Organizational Structure and Credit," Other publications TiSEM 34c2f607-3395-4fd9-9c52-4, Tilburg University, School of Economics and Management.
    5. Luca Papi & Emma Sarno & Alberto Zazzaro, 2017. "The geographical network of bank organizations: issues and evidence for Italy," Chapters, in: Ron Martin & Jane Pollard (ed.), Handbook on the Geographies of Money and Finance, chapter 8, pages 156-196, Edward Elgar Publishing.
    6. Djedidi-Kooli, Salima, 2009. "L’accès au financement des PME en France : quel rôle joué par la structure du système bancaire ?," Economics Thesis from University Paris Dauphine, Paris Dauphine University, number 123456789/8354 edited by Etner, François.
    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. Thorsten Beck & Vasso Ioannidou & Larissa Schäfer, 2018. "Foreigners vs. Natives: Bank Lending Technologies and Loan Pricing," Management Science, INFORMS, vol. 64(8), pages 3792-3820, August.
    9. Degryse, Hans & Ongena, Steven, 2007. "The impact of competition on bank orientation," Journal of Financial Intermediation, Elsevier, vol. 16(3), pages 399-424, July.
    10. Uchida, Hirofumi & Udell, Gregory F. & Yamori, Nobuyoshi, 2012. "Loan officers and relationship lending to SMEs," Journal of Financial Intermediation, Elsevier, vol. 21(1), pages 97-122.
    11. Brick, Ivan E. & Palia, Darius, 2007. "Evidence of jointness in the terms of relationship lending," Journal of Financial Intermediation, Elsevier, vol. 16(3), pages 452-476, July.
    12. Simon Cornée, 2014. "Soft Information and Default Prediction in Cooperative and Social Banks," Journal of Entrepreneurial and Organizational Diversity, European Research Institute on Cooperative and Social Enterprises, vol. 3(1), pages 89-103, June.
    13. Jiménez, Gabriel & Salas, Vicente & Saurina, Jesús, 2009. "Organizational distance and use of collateral for business loans," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 234-243, February.
    14. Kislat, Carmen & Menkhoff, Lukas & Neuberger, Doris, 2013. "The use of collateral in formal and informal lending," VfS Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order 79765, Verein für Socialpolitik / German Economic Association.
    15. Pietro Alessandrini & Andrea Filippo Presbitero & Alberto Zazzaro, 2008. "Global Banking and Local Markets," Mo.Fi.R. Working Papers 4, Money and Finance Research group (Mo.Fi.R.) - Univ. Politecnica Marche - Dept. Economic and Social Sciences.
    16. Norden, L., 2015. "The Role of Banks in SME Finance," ERIM Inaugural Address Series Research in Management EIA-2015-062-F&A, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam..
    17. Cenni, Stefano & Monferrà, Stefano & Salotti, Valentina & Sangiorgi, Marco & Torluccio, Giuseppe, 2015. "Credit rationing and relationship lending. Does firm size matter?," Journal of Banking & Finance, Elsevier, vol. 53(C), pages 249-265.
    18. Ashiqur Rahman & Jaroslav Belas & Tomas Kliestik & Ladislav Tyll, 2017. "Collateral requirements for SME loans: empirical evidence from the Visegrad countries," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 18(4), pages 650-675, July.
    19. Alessandro Gambini & Alberto Zazzaro, 2013. "Long-lasting bank relationships and growth of firms," Small Business Economics, Springer, vol. 40(4), pages 977-1007, May.
    20. Pietro Alessandrini & Andrea F. Presbitero & Alberto Zazzaro, 2009. "Banks, Distances and Firms' Financing Constraints," Review of Finance, European Finance Association, vol. 13(2), pages 261-307.

    More about this item

    Keywords

    Distance; Bank lending; Pricing; Interest rate; Credit availability.;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms

    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:lui:casmef:1303. 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: Pierluigi Murro (email available below). General contact details of provider: https://edirc.repec.org/data/deluiit.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.