IDEAS home Printed from https://ideas.repec.org/p/fip/fedhpr/724.html
   My bibliography  Save this paper

The diffusion of financial innovations: an examination of the adoption of small business credit scoring by large banking organizations

Author

Listed:
  • Jalal D. Akhavein
  • W. Scott Frame
  • Lawrence J. White

Abstract

Financial innovation has been described as the "life blood of efficient and responsive capital markets." Yet, there have been few quantitative investigations of financial innovation and the diffusion of these new technologies. Of the latter, there have been only three prior quantitative studies, and all three used the same data set on ATMs! This paper makes a significant contribution to the financial innovation literature by examining the diffusion of a recent important innovation of the 1990s: banks' use of credit scoring for small business lending. We examine the responses of 95 large banking organizations to a survey that asked whether they had adopted credit scoring for small business lending as of June 1997 (55 had done so) and, if they had adopted it, when they had done so. We estimate hazard and tobit models to explain the diffusion pattern of small business credit scoring models. Explanatory variables include several market, firm, and managerial factors of the banking organizations' under study. The hazard model indicates that larger banking organizations innovated earlier, as did those located in the New York Federal Reserve district; both results are consistent with our expectations. The tobit model confirms these results and also finds that organizations with fewer separately chartered banks but more branches innovated earlier, which is consistent with theories stressing the importance of bank organizational form on lending style. Though the managerial variables' signs are consistent with our expectations, none yields significant results.
(This abstract was borrowed from another version of this item.)

Suggested Citation

  • Jalal D. Akhavein & W. Scott Frame & Lawrence J. White, 2001. "The diffusion of financial innovations: an examination of the adoption of small business credit scoring by large banking organizations," Proceedings 724, Federal Reserve Bank of Chicago.
  • Handle: RePEc:fip:fedhpr:724
    as

    Download full text from publisher

    To our knowledge, this item is not available for download. To find whether it is available, there are three options:
    1. Check below whether another version of this item is available online.
    2. Check on the provider's web page whether it is in fact available.
    3. Perform a search for a similarly titled item that would be available.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Oliver E. Williamson, 1967. "The Economics of Defense Contracting: Incentives and Performance," NBER Chapters, in: Issues in Defense Economics, pages 217-278, National Bureau of Economic Research, Inc.
    2. Kiefer, Nicholas M, 1988. "Economic Duration Data and Hazard Functions," Journal of Economic Literature, American Economic Association, vol. 26(2), pages 646-679, June.
    3. Garth Saloner & Andrea Shepard, 1995. "Adoption of Technologies with Network Effects: An Empirical Examination of the Adoption of Teller Machines," RAND Journal of Economics, The RAND Corporation, vol. 26(3), pages 479-501, Autumn.
    4. Allen N. Berger & Lawrence G. Goldberg & Lawrence J. White, 2001. "The Effects of Dynamic Changes in Bank Competition on the Supply of Small Business Credit," Review of Finance, European Finance Association, vol. 5(1-2), pages 115-139.
    5. 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.
    6. Cohen, Wesley M. & Levin, Richard C., 1989. "Empirical studies of innovation and market structure," Handbook of Industrial Organization, in: R. Schmalensee & R. Willig (ed.), Handbook of Industrial Organization, edition 1, volume 2, chapter 18, pages 1059-1107, Elsevier.
    7. Sharon Oster, 1982. "The Diffusion of Innovation among Steel Firms: The Basic Oxygen Furnace," Bell Journal of Economics, The RAND Corporation, vol. 13(1), pages 45-56, Spring.
    8. John D. Finnerty, 1992. "An Overview Of Corporate Securities Innovation," Journal of Applied Corporate Finance, Morgan Stanley, vol. 4(4), pages 23-39, January.
    9. Miller, Merton H., 1986. "Financial Innovation: The Last Twenty Years and the Next," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 21(4), pages 459-471, December.
    10. Josh Lerner, 2002. "Where Does State Street Lead? A First Look at Finance Patents, 1971 to 2000," Journal of Finance, American Finance Association, vol. 57(2), pages 901-930, April.
    11. Timothy H. Hannan & John M. McDowell, 1984. "The Determinants of Technology Adoption: The Case of the Banking Firm," RAND Journal of Economics, The RAND Corporation, vol. 15(3), pages 328-335, Autumn.
    12. Merton H. Miller, 1992. "Financial Innovation: Achievements And Prospects," Journal of Applied Corporate Finance, Morgan Stanley, vol. 4(4), pages 4-11, January.
    13. Berger, A.N. & Goldberg, L.G. & White, L.J., 2001. "The Effects of Dynamic Change in Bank Competition on the Supply of Small Business Credit," New York University, Leonard N. Stern School Finance Department Working Paper Seires 01-07, New York University, Leonard N. Stern School of Business-.
    14. Gregory E. Elliehausen & John D. Wolken, 1990. "Banking markets and the use of financial services by small and medium- sized businesses," Federal Reserve Bulletin, Board of Governors of the Federal Reserve System (U.S.), issue Oct, pages 801-817.
    15. Faulhaber, Gerald R & Baumol, William J, 1988. "Economists as Innovators: Practical Products of Theoretical Research," Journal of Economic Literature, American Economic Association, vol. 26(2), pages 577-600, June.
    16. Nancy L. Rose & Paul L. Joskow, 1990. "The Diffusion of New Technologies: Evidence from the Electric Utility Industry," RAND Journal of Economics, The RAND Corporation, vol. 21(3), pages 354-373, Autumn.
    17. Jennifer F. Reinganum, 1981. "On the Diffusion of New Technology: A Game Theoretic Approach," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 48(3), pages 395-405.
    18. Jennifer F. Reinganum, 1981. "Market Structure and the Diffusion of New Technology," Bell Journal of Economics, The RAND Corporation, vol. 12(2), pages 618-624, Autumn.
    19. Frame, W Scott & Srinivasan, Aruna & Woosley, Lynn, 2001. "The Effect of Credit Scoring on Small-Business Lending," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 33(3), pages 813-825, August.
    20. Van Horne, James C, 1985. "Of Financial Innovations and Excesses," Journal of Finance, American Finance Association, vol. 40(3), pages 621-631, July.
    21. Drew Fudenberg & Jean Tirole, 1985. "Preemption and Rent Equalization in the Adoption of New Technology," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 52(3), pages 383-401.
    22. Davies, Stephen W., 1979. "Inter-firm diffusion of process innovations," European Economic Review, Elsevier, vol. 12(4), pages 299-317, October.
    23. Massoud Karshenas & Paul L. Stoneman, 1993. "Rank, Stock, Order, and Epidemic Effects in the Diffusion of New Process Technologies: An Empirical Model," RAND Journal of Economics, The RAND Corporation, vol. 24(4), pages 503-528, Winter.
    24. 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.
    25. Robert C. Merton, 1992. "Financial Innovation And Economic Performance," Journal of Applied Corporate Finance, Morgan Stanley, vol. 4(4), pages 12-22, January.
    26. Baptista, Rui, 2000. "Do innovations diffuse faster within geographical clusters?," International Journal of Industrial Organization, Elsevier, vol. 18(3), pages 515-535, April.
    27. Garbade, Kenneth D & Silber, William L, 1978. "Technology, Communication and the Performance of Financial Markets: 1840-1975," Journal of Finance, American Finance Association, vol. 33(3), pages 819-832, June.
    28. Loretta J. Mester, 1997. "What's the point of credit scoring?," Business Review, Federal Reserve Bank of Philadelphia, issue Sep, pages 3-16.
    29. W. Scott Frame & Michael Padhi & Lynn W. Woosley, 2001. "The effect of credit scoring on small business lending in low- and moderate-income areas," FRB Atlanta Working Paper 2001-6, Federal Reserve Bank of Atlanta.
    30. repec:bla:econom:v:54:y:1987:i:214:p:155-71 is not listed on IDEAS
    31. 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.
    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. W. Scott Frame & Lawrence J. White, 2004. "Empirical Studies of Financial Innovation: Lots of Talk, Little Action?," Journal of Economic Literature, American Economic Association, vol. 42(1), pages 116-144, March.
    2. Rui Baptista, 1999. "The Diffusion of Process Innovations: A Selective Review," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 6(1), pages 107-129.
    3. W. Scott Frame & Lawrence J. White, 2009. "Technological change, financial innovation, and diffusion in banking," FRB Atlanta Working Paper 2009-10, Federal Reserve Bank of Atlanta.
    4. Gomez, Jaime & Vargas, Pilar, 2009. "The effect of financial constraints, absorptive capacity and complementarities on the adoption of multiple process technologies," Research Policy, Elsevier, vol. 38(1), pages 106-119, February.
    5. Battisti, Giuliana & Stoneman, Paul, 2005. "The intra-firm diffusion of new process technologies," International Journal of Industrial Organization, Elsevier, vol. 23(1-2), pages 1-22, February.
    6. Brant Callaway & Vivek Ghosal, 2012. "Adoption and Diffusion of Health Information Technology - The Case of Primary Care Clinics," CESifo Working Paper Series 3925, CESifo.
    7. Blackman, Allen, 1999. "The Economics of Technology Diffusion: Implications for Climate Policy in Developing Countries," Discussion Papers 10574, Resources for the Future.
    8. Lawrence J. White, "undated". "Technological Change, Financial Innovation, and Financial Regulation: The Challenges for Public Policy," Center for Financial Institutions Working Papers 97-33, Wharton School Center for Financial Institutions, University of Pennsylvania.
    9. Suzi Kerr & Richard G. Newell, 2003. "Policy‐Induced Technology Adoption: Evidence from the U.S. Lead Phasedown," Journal of Industrial Economics, Wiley Blackwell, vol. 51(3), pages 317-343, September.
    10. 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.
    11. Katja Seim & V. Brian Viard, 2011. "The Effect of Market Structure on Cellular Technology Adoption and Pricing," American Economic Journal: Microeconomics, American Economic Association, vol. 3(2), pages 221-251, May.
    12. David P. Ely & Kenneth J. Robinson, 2004. "The impact of banks' expanded securities powers on small‐business lending," Review of Financial Economics, John Wiley & Sons, vol. 13(1-2), pages 79-102.
    13. Yehning Chen & Rachel Huang & John Tsai & Larry Tzeng, 2015. "Soft Information and Small Business Lending," Journal of Financial Services Research, Springer;Western Finance Association, vol. 47(1), pages 115-133, February.
    14. Stoneman, Paul & Battisti, Giuliana, 2010. "The Diffusion of New Technology," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 733-760, Elsevier.
    15. Ergungor, O. Emre, 2005. "The profitability of bank-borrower relationships," Journal of Financial Intermediation, Elsevier, vol. 14(4), pages 485-512, October.
    16. Bos, Jaap W.B. & Kolari, James W. & van Lamoen, Ryan C.R., 2013. "Competition and innovation: Evidence from financial services," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1590-1601.
    17. Allen N. Berger & Gregory F. Udell, 2002. "Small Business Credit Availability and Relationship Lending: The Importance of Bank Organisational Structure," Economic Journal, Royal Economic Society, vol. 112(477), pages 32-53, February.
    18. Baldwin, John R. & Raffiquzzaman, Mohammed, 1998. "The Determinants of the Adoption Lag for Advanced Manufacturing Technologies," Analytical Studies Branch Research Paper Series 1998117e, Statistics Canada, Analytical Studies Branch.
    19. Jeffrey T. Macher & Nathan H. Miller & Matthew Osborne, 2021. "Finding Mr. Schumpeter: technology adoption in the cement industry," RAND Journal of Economics, RAND Corporation, vol. 52(1), pages 78-99, March.
    20. W. Scott Frame & Michael Padhi & Lynn W. Woosley, 2001. "The effect of credit scoring on small business lending in low- and moderate-income areas," FRB Atlanta Working Paper 2001-6, Federal Reserve Bank of Atlanta.

    More about this item

    Keywords

    bank examinations; Small business; Credit scoring systems; Credit ratings;
    All these keywords.

    JEL classification:

    • G2 - Financial Economics - - Financial Institutions and Services
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights
    • L2 - Industrial Organization - - Firm Objectives, Organization, and Behavior

    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:fip:fedhpr:724. 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: Lauren Wiese (email available below). General contact details of provider: https://edirc.repec.org/data/frbchus.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.