IDEAS home Printed from https://ideas.repec.org/a/oup/rcorpf/v8y2019i1p1-41..html
   My bibliography  Save this article

Information: Hard and Soft

Author

Listed:
  • José María Liberti
  • Mitchell A Petersen

Abstract

Information, which can arrive in multiple forms, is a fundamental component of all financial transactions and markets. We define hard and soft information and describe the relative advantages of each. Hard information is quantitative, is easy to store, and can be transmitted in impersonal ways. Its information content is independent of its collection. As technology changes, the way we collect, process, and communicate information, it changes the structure of markets, the design of financial intermediaries, and the incentives to use or misuse information. We survey the literature to understand how information type influences the continued evolution of financial markets and institutions.Received October 25, 2016; editorial decision September 6, 2018 by Editor Efraim Benmelech.

Suggested Citation

  • José María Liberti & Mitchell A Petersen, 2019. "Information: Hard and Soft," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 8(1), pages 1-41.
  • Handle: RePEc:oup:rcorpf:v:8:y:2019:i:1:p:1-41.
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1093/rcfs/cfy009
    Download Restriction: Access to full text is restricted to subscribers.
    ---><---

    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. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    2. Matthew Gentzkow & Bryan T. Kelly & Matt Taddy, 2017. "Text as Data," NBER Working Papers 23276, National Bureau of Economic Research, Inc.
    3. Gary S. Becker & Kevin M. Murphy, 1994. "The Division of Labor, Coordination Costs, and Knowledge," NBER Chapters, in: Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, Third Edition, pages 299-322, National Bureau of Economic Research, Inc.
    4. Chernenko, Sergey & Hanson, Samuel G. & Sunderam, Adi, 2016. "Who neglects risk? Investor experience and the credit boom," Journal of Financial Economics, Elsevier, vol. 122(2), pages 248-269.
    5. Sanjiv R. Das & Mike Y. Chen, 2007. "Yahoo! for Amazon: Sentiment Extraction from Small Talk on the Web," Management Science, INFORMS, vol. 53(9), pages 1375-1388, September.
    6. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2013. "The Determinants of Attitudes toward Strategic Default on Mortgages," Journal of Finance, American Finance Association, vol. 68(4), pages 1473-1515, August.
    7. Keys, Benjamin J. & Mukherjee, Tanmoy & Seru, Amit & Vig, Vikrant, 2009. "Financial regulation and securitization: Evidence from subprime loans," Journal of Monetary Economics, Elsevier, vol. 56(5), pages 700-720, July.
    8. Aghion, Philippe & Tirole, Jean, 1997. "Formal and Real Authority in Organizations," Journal of Political Economy, University of Chicago Press, vol. 105(1), pages 1-29, February.
    9. Mariassunta Giannetti & José María Liberti & Jason Sturgess, 2017. "Information Sharing and Rating Manipulation," Review of Financial Studies, Society for Financial Studies, vol. 30(9), pages 3269-3304.
    10. Andreas Fuster & Matthew Plosser & Philipp Schnabl & James Vickery, 2019. "The Role of Technology in Mortgage Lending," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1854-1899.
    11. Augustin Landier & Vinay B. Nair & Julie Wulf, 2009. "Trade-offs in Staying Close: Corporate Decision Making and Geographic Dispersion," Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1119-1148.
    12. Buchak, Greg & Matvos, Gregor & Piskorski, Tomasz & Seru, Amit, 2018. "Fintech, regulatory arbitrage, and the rise of shadow banks," Journal of Financial Economics, Elsevier, vol. 130(3), pages 453-483.
    13. 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.
    14. Grossman, Sanford J & Hart, Oliver D, 1986. "The Costs and Benefits of Ownership: A Theory of Vertical and Lateral Integration," Journal of Political Economy, University of Chicago Press, vol. 94(4), pages 691-719, August.
    15. 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.
    16. 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.
    17. 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.
    18. Karlan, Dean & Kendall, Jake & Mann, Rebecca & Pande, Rohini & Suri, Tavneet & Zinman, Jonathan, 2016. "Research and Impacts of Digital Financial Services," Working Paper Series 16-037, Harvard University, John F. Kennedy School of Government.
    19. DeYoung, Robert & Glennon, Dennis & Nigro, Peter, 2008. "Borrower-lender distance, credit scoring, and loan performance: Evidence from informational-opaque small business borrowers," Journal of Financial Intermediation, Elsevier, vol. 17(1), pages 113-143, January.
    20. Michael Faulkender & Mitchell A. Petersen, 2006. "Does the Source of Capital Affect Capital Structure?," The Review of Financial Studies, Society for Financial Studies, vol. 19(1), pages 45-79.
    21. Grennan, Jillian & Michaely, Roni, 2021. "FinTechs and the Market for Financial Analysis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(6), pages 1877-1907, September.
    22. Xavier Giroud, 2013. "Proximity and Investment: Evidence from Plant-Level Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 861-915.
    23. Zhi Da & Joseph Engelberg & Pengjie Gao, 2011. "In Search of Attention," Journal of Finance, American Finance Association, vol. 66(5), pages 1461-1499, October.
    24. Berger, Allen N. & Goulding, William & Rice, Tara, 2014. "Do small businesses still prefer community banks?," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 264-278.
    25. Robert Deyoung & Anne Gron & Gӧkhan Torna & Andrew Winton, 2015. "Risk Overhang and Loan Portfolio Decisions: Small Business Loan Supply before and during the Financial Crisis," Journal of Finance, American Finance Association, vol. 70(6), pages 2451-2488, December.
    26. Stephen Foerster & Juhani T. Linnainmaa & Brian T. Melzer & Alessandro Previtero, 2017. "Retail Financial Advice: Does One Size Fit All?," Journal of Finance, American Finance Association, vol. 72(4), pages 1441-1482, August.
    27. William Goetzmann & S. Ravid & Ronald Sverdlove, 2013. "The pricing of soft and hard information: economic lessons from screenplay sales," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 37(2), pages 271-307, May.
    28. Peter M. DeMarzo, 2005. "The Pooling and Tranching of Securities: A Model of Informed Intermediation," Review of Financial Studies, Society for Financial Studies, vol. 18(1), pages 1-35.
    29. Atif Mian, 2006. "Distance Constraints: The Limits of Foreign Lending in Poor Economies," Journal of Finance, American Finance Association, vol. 61(3), pages 1465-1505, June.
    30. Seru, Amit, 2014. "Firm boundaries matter: Evidence from conglomerates and R&D activity," Journal of Financial Economics, Elsevier, vol. 111(2), pages 381-405.
    31. Michael Schwert, 2018. "Bank Capital and Lending Relationships," Journal of Finance, American Finance Association, vol. 73(2), pages 787-830, April.
    32. João Granja & Gregor Matvos & Amit Seru, 2017. "Selling Failed Banks," Journal of Finance, American Finance Association, vol. 72(4), pages 1723-1784, August.
    33. Gerard Hoberg & Gordon Phillips, 2016. "Text-Based Network Industries and Endogenous Product Differentiation," Journal of Political Economy, University of Chicago Press, vol. 124(5), pages 1423-1465.
    34. Roll, Richard, 1984. "Orange Juice and Weather," American Economic Review, American Economic Association, vol. 74(5), pages 861-880, December.
    35. repec:ner:ucllon:http://discovery.ucl.ac.uk/17678/ is not listed on IDEAS
    36. Alejandro Drexler & Antoinette Schoar, 2014. "Do Relationships Matter? Evidence from Loan Officer Turnover," Management Science, INFORMS, vol. 60(11), pages 2722-2736, November.
    37. Alexander W. Butler, 2008. "Distance Still Matters: Evidence from Municipal Bond Underwriting," Review of Financial Studies, Society for Financial Studies, vol. 21(2), pages 763-784, April.
    38. Bikhchandani, Sushil & Hirshleifer, David & Welch, Ivo, 1992. "A Theory of Fads, Fashion, Custom, and Cultural Change in Informational Cascades," Journal of Political Economy, University of Chicago Press, vol. 100(5), pages 992-1026, October.
    39. Allen, Franklin & Carletti, Elena, 2006. "Credit risk transfer and contagion," Journal of Monetary Economics, Elsevier, vol. 53(1), pages 89-111, January.
    40. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    41. Li, Feng, 2008. "Annual report readability, current earnings, and earnings persistence," Journal of Accounting and Economics, Elsevier, vol. 45(2-3), pages 221-247, August.
    42. Lerner, Josh, 1995. "Venture Capitalists and the Oversight of Private Firms," Journal of Finance, American Finance Association, vol. 50(1), pages 301-318, March.
    43. Christopher Mayer & Karen Pence & Shane M. Sherlund, 2009. "The Rise in Mortgage Defaults," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 27-50, Winter.
    44. Adair Morse, 2015. "Peer-to-Peer Crowdfunding: Information and the Potential for Disruption in Consumer Lending," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 463-482, December.
    45. Allen N. Berger & Christa H. S. Bouwman & Dasol Kim, 2017. "Small Bank Comparative Advantages in Alleviating Financial Constraints and Providing Liquidity Insurance over Time," Review of Financial Studies, Society for Financial Studies, vol. 30(10), pages 3416-3454.
    46. Christian Catalini & Xiang Hui, 2018. "Online Syndicates and Startup Investment," NBER Working Papers 24777, National Bureau of Economic Research, Inc.
    47. Demsetz, Rebecca S & Strahan, Philip E, 1997. "Diversification, Size, and Risk at Bank Holding Companies," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(3), pages 300-313, August.
    48. Brian Uzzi & Ryon Lancaster, 2003. "Relational Embeddedness and Learning: The Case of Bank Loan Managers and Their Clients," Management Science, INFORMS, vol. 49(4), pages 383-399, April.
    49. Rajan, Raghuram G, 1992. "Insiders and Outsiders: The Choice between Informed and Arm's-Length Debt," Journal of Finance, American Finance Association, vol. 47(4), pages 1367-1400, September.
    50. 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.
    51. Mollick, Ethan, 2014. "The dynamics of crowdfunding: An exploratory study," Journal of Business Venturing, Elsevier, vol. 29(1), pages 1-16.
    52. Alan D. Morrison & William J. Wilhelm, 2007. "Investment of Banking: Past, Present, and Future," Journal of Applied Corporate Finance, Morgan Stanley, vol. 19(1), pages 42-54, January.
    53. 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.
    54. Berger, Allen N. & Black, Lamont K., 2011. "Bank size, lending technologies, and small business finance," Journal of Banking & Finance, Elsevier, vol. 35(3), pages 724-735, March.
    55. Cole, Rebel A. & Goldberg, Lawrence G. & White, Lawrence J., 2004. "Cookie Cutter vs. Character: The Micro Structure of Small Business Lending by Large and Small Banks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(2), pages 227-251, June.
    56. Amiyatosh Purnanandam, 2011. "Originate-to-distribute Model and the Subprime Mortgage Crisis," Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 1881-1915.
    57. Jess N. Cornaggia & Kimberly J. Cornaggia & Ryan D. Israelsen, 2020. "Where the Heart Is: Information Production and the Home Bias," Management Science, INFORMS, vol. 66(12), pages 5532-5557, December.
    58. Randall S. Kroszner & Philip E. Strahan, 1999. "What Drives Deregulation? Economics and Politics of the Relaxation of Bank Branching Restrictions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(4), pages 1437-1467.
    59. Martin Brown & Matthias Schaller & Simone Westerfeld & Markus Heusler, 2012. "Information or Insurance? On the Role of Loan Officer Discretion in Credit Assessment," Mo.Fi.R. Working Papers 67, Money and Finance Research group (Mo.Fi.R.) - Univ. Politecnica Marche - Dept. Economic and Social Sciences.
    60. Joshua D. Coval & Tobias J. Moskowitz, 1999. "Home Bias at Home: Local Equity Preference in Domestic Portfolios," Journal of Finance, American Finance Association, vol. 54(6), pages 2045-2073, December.
    61. Wouter Dessein, 2002. "Authority and Communication in Organizations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 811-838.
    62. W. Scott Frame & Kristopher Gerardi & Paul S. Willen, 2015. "The failure of supervisory stress testing: Fannie Mae, Freddie Mac, and OFHEO," FRB Atlanta Working Paper 2015-3, Federal Reserve Bank of Atlanta.
    63. 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.
    64. 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.
    65. Efraim Benmelech & Jennifer Dlugosz, 2010. "The Credit Rating Crisis," NBER Chapters, in: NBER Macroeconomics Annual 2009, Volume 24, pages 161-207, National Bureau of Economic Research, Inc.
    66. Seth M. Freedman & Ginger Zhe Jin, 2011. "Learning by Doing with Asymmetric Information: Evidence from Prosper.com," NBER Working Papers 16855, National Bureau of Economic Research, Inc.
    67. Stephen Adam Karolyi, 2018. "Personal Lending Relationships," Journal of Finance, American Finance Association, vol. 73(1), pages 5-49, February.
    68. 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.
    69. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    70. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    71. Benjamin J. Keys & Amit Seru & Vikrant Vig, 2012. "Lender Screening and the Role of Securitization: Evidence from Prime and Subprime Mortgage Markets," Review of Financial Studies, Society for Financial Studies, vol. 25(7), pages 2071-2108.
    72. 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.
    73. Liran Einav & Mark Jenkins & Jonathan Levin, 2013. "The impact of credit scoring on consumer lending," RAND Journal of Economics, RAND Corporation, vol. 44(2), pages 249-274, June.
    74. Ederington, Louis H. & Goh, Jeremy C., 1998. "Bond Rating Agencies and Stock Analysts: Who Knows What When?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 33(4), pages 569-585, December.
    75. Itzhak Ben-David, 2011. "Financial Constraints and Inflated Home Prices during the Real Estate Boom," American Economic Journal: Applied Economics, American Economic Association, vol. 3(3), pages 55-87, July.
    76. Lucas, Robert Jr, 1976. "Econometric policy evaluation: A critique," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 1(1), pages 19-46, January.
    77. Stephen Morris & Hyun Song Shin, 2002. "Social Value of Public Information," American Economic Review, American Economic Association, vol. 92(5), pages 1521-1534, December.
    78. Ram T. S. Ramakrishnan & Anjan V. Thakor, 1984. "Information Reliability and a Theory of Financial Intermediation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 415-432.
    79. Geanakoplos, John & Milgrom, Paul, 1991. "A theory of hierarchies based on limited managerial attention," Journal of the Japanese and International Economies, Elsevier, vol. 5(3), pages 205-225, September.
    80. Christopher J. Malloy, 2005. "The Geography of Equity Analysis," Journal of Finance, American Finance Association, vol. 60(2), pages 719-755, April.
    81. Elena Loutskina & Philip E. Strahan, 2011. "Informed and Uninformed Investment in Housing: The Downside of Diversification," Review of Financial Studies, Society for Financial Studies, vol. 24(5), pages 1447-1480.
    82. Mark Grinblatt & Matti Keloharju, 2000. "Distance, Language, and Culture Bias: The Role of Investor Sophistication," Yale School of Management Working Papers ysm142, Yale School of Management, revised 01 Nov 2001.
    83. Casey Dougal & Joseph Engelberg & Diego García & Christopher A. Parsons, 2012. "Journalists and the Stock Market," Review of Financial Studies, Society for Financial Studies, vol. 25(3), pages 639-679.
    84. Michael C. Jensen, 2003. "Paying People to Lie: the Truth about the Budgeting Process," European Financial Management, European Financial Management Association, vol. 9(3), pages 379-406, September.
    85. Crawford, Vincent P & Sobel, Joel, 1982. "Strategic Information Transmission," Econometrica, Econometric Society, vol. 50(6), pages 1431-1451, November.
    86. Mingfeng Lin & Nagpurnanand R. Prabhala & Siva Viswanathan, 2013. "Judging Borrowers by the Company They Keep: Friendship Networks and Information Asymmetry in Online Peer-to-Peer Lending," Management Science, INFORMS, vol. 59(1), pages 17-35, August.
    87. William J. Mayew & Mohan Venkatachalam, 2012. "The Power of Voice: Managerial Affective States and Future Firm Performance," Journal of Finance, American Finance Association, vol. 67(1), pages 1-44, February.
    88. Luis Garicano, 2000. "Hierarchies and the Organization of Knowledge in Production," Journal of Political Economy, University of Chicago Press, vol. 108(5), pages 874-904, October.
    89. Adair Morse, 2015. "Peer-to-Peer Crowdfunding: Information and the Potential for Disruption in Consumer Lending," NBER Working Papers 20899, National Bureau of Economic Research, Inc.
    90. Mark J. Garmaise, 2004. "Confronting Information Asymmetries: Evidence from Real Estate Markets," Review of Financial Studies, Society for Financial Studies, vol. 17(2), pages 405-437.
    91. Radner, Roy, 1993. "The Organization of Decentralized Information Processing," Econometrica, Econometric Society, vol. 61(5), pages 1109-1146, September.
    92. Eric Arentsen & David C. Mauer & Brian Rosenlund & Harold H. Zhang & Feng Zhao, 2015. "Subprime Mortgage Defaults and Credit Default Swaps," Journal of Finance, American Finance Association, vol. 70(2), pages 689-731, April.
    93. Uday Rajan & Amit Seru & Vikrant Vig, 2010. "Statistical Default Models and Incentives," American Economic Review, American Economic Association, vol. 100(2), pages 506-510, May.
    94. Jefferson Duarte & Stephan Siegel & Lance Young, 2012. "Trust and Credit: The Role of Appearance in Peer-to-peer Lending," Review of Financial Studies, Society for Financial Studies, vol. 25(8), pages 2455-2484.
    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. José María Liberti & Mitchell A. Petersen, 2018. "Information: Hard and Soft," NBER Working Papers 25075, National Bureau of Economic Research, Inc.
    2. José María Liberti, 2018. "Initiative, Incentives, and Soft Information," Management Science, INFORMS, vol. 64(8), pages 3714-3734, August.
    3. 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.
    4. 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.
    5. 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.
    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. Porzio, Claudio & Sampagnaro, Gabriele & Verdoliva, Vincenzo, 2020. "Lost in Translation: The determinants and the effect of soft information dispersion in bank lending," Global Finance Journal, Elsevier, vol. 43(C).
    8. Rajkamal Iyer & Asim Ijaz Khwaja & Erzo F. P. Luttmer & Kelly Shue, 2016. "Screening Peers Softly: Inferring the Quality of Small Borrowers," Management Science, INFORMS, vol. 62(6), pages 1554-1577, June.
    9. Tlili, Rim, 2012. "Comment justifier la multibancarité au sein des PME ?," Economics Thesis from University Paris Dauphine, Paris Dauphine University, number 123456789/10919 edited by Etner, François.
    10. Hollander, Stephan & Verriest, Arnt, 2016. "Bridging the gap: the design of bank loan contracts and distance," Journal of Financial Economics, Elsevier, vol. 119(2), pages 399-419.
    11. Knyazeva, Anzhela & Knyazeva, Diana, 2012. "Does being your bank’s neighbor matter?," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1194-1209.
    12. Jagtiani, Julapa & Lemieux, Catharine, 2018. "Do fintech lenders penetrate areas that are underserved by traditional banks?," Journal of Economics and Business, Elsevier, vol. 100(C), pages 43-54.
    13. Ross Levine & Chen Lin & Qilin Peng & Wensi Xie, 2020. "Communication within Banking Organizations and Small Business Lending," Review of Financial Studies, Society for Financial Studies, vol. 33(12), pages 5750-5783.
    14. Bollaert, Helen & Lopez-de-Silanes, Florencio & Schwienbacher, Armin, 2021. "Fintech and access to finance," Journal of Corporate Finance, Elsevier, vol. 68(C).
    15. Sedunov, John, 2020. "Small banks and consumer satisfaction," Journal of Corporate Finance, Elsevier, vol. 60(C).
    16. 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.
    17. 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.
    18. Masazumi Hattori & Kohei Shintani & Hirofumi Uchida, 2015. "The Repository of Soft Information within Bank Organizations," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 47(4), pages 737-770, June.
    19. Ferri, Giovanni & Murro, Pierluigi, 2015. "Do firm–bank ‘odd couples’ exacerbate credit rationing?," Journal of Financial Intermediation, Elsevier, vol. 24(2), pages 231-251.
    20. Boot, Arnoud & Hoffmann, Peter & Laeven, Luc & Ratnovski, Lev, 2021. "Fintech: what’s old, what’s new?," Journal of Financial Stability, Elsevier, vol. 53(C).

    More about this item

    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:oup:rcorpf:v:8:y:2019:i:1:p:1-41.. 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: Oxford University Press (email available below). General contact details of provider: https://academic.oup.com/rcfs .

    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.