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Relationship banking and information technology: the role of artificial intelligence and FinTech

Author

Listed:
  • Marko Jakšič

    (University of Ljubljana)

  • Matej Marinč

    (University of Ljubljana)

Abstract

Banks have no time for complacency. They need to re-evaluate their competitive advantages in light of profound changes driven by advances in information technology (IT) and competitive pressure from FinTech companies. This article emphasizes that banks should not abolish relationship banking, which nurtures close contact with bank customers. A long-term orientation of relationship banking streamlines incentives and supports the long-term needs of bank customers. However, banks might be lured into transaction banking due to the presence of IT-driven economies of scale and competition from FinTech start-ups and IT companies. In this light, the article evaluates the role of distances, artificial intelligence, and behavioral biases. Implications for stability in banking are explored. We argue that relationship banking can overcome its drawbacks, but it needs to adjust to the new reality in order to survive.

Suggested Citation

  • 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.
  • Handle: RePEc:pal:risman:v:21:y:2019:i:1:d:10.1057_s41283-018-0039-y
    DOI: 10.1057/s41283-018-0039-y
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    1. Cortés, Kristle & Duchin, Ran & Sosyura, Denis, 2016. "Clouded judgment: The role of sentiment in credit origination," Journal of Financial Economics, Elsevier, vol. 121(2), pages 392-413.
    2. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    3. Presbitero, Andrea F. & Zazzaro, Alberto, 2011. "Competition and relationship lending: Friends or foes?," Journal of Financial Intermediation, Elsevier, vol. 20(3), pages 387-413, July.
    4. Pauget, G., 2016. "Systemic risk in payments," Financial Stability Review, Banque de France, issue 20, pages 37-44, April.
    5. Rajan, Uday & Seru, Amit & Vig, Vikrant, 2015. "The failure of models that predict failure: Distance, incentives, and defaults," Journal of Financial Economics, Elsevier, vol. 115(2), pages 237-260.
    6. 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.
    7. Li, Shaofang & Marinč, Matej, 2018. "Economies of scale and scope in financial market infrastructures," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 53(C), pages 17-49.
    8. Ferri, Giovanni & Murro, Pierluigi, 2015. "Do firm–bank ‘odd couples’ exacerbate credit rationing?," Journal of Financial Intermediation, Elsevier, vol. 24(2), pages 231-251.
    9. Rajkamal Iyer & Manju Puri, 2012. "Understanding Bank Runs: The Importance of Depositor-Bank Relationships and Networks," American Economic Review, American Economic Association, vol. 102(4), pages 1414-1445, June.
    10. Ceylan Onay & Emre Ozsoz, 2013. "The Impact of Internet-Banking on Brick and Mortar Branches: The Case of Turkey," Journal of Financial Services Research, Springer;Western Finance Association, vol. 44(2), pages 187-204, October.
    11. Huang, Rocco & Ratnovski, Lev, 2011. "The dark side of bank wholesale funding," Journal of Financial Intermediation, Elsevier, vol. 20(2), pages 248-263, April.
    12. Degryse, Hans & Ongena, Steven, 2007. "The impact of competition on bank orientation," Journal of Financial Intermediation, Elsevier, vol. 16(3), pages 399-424, July.
    13. Sumit Agarwal & Souphala Chomsisengphet & Neale Mahoney & Johannes Stroebel, 2015. "Regulating Consumer Financial Products: Evidence from Credit Cards," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(1), pages 111-164.
    14. Sumit Agarwal & Itzhak Ben-David & Vincent Yao, 2015. "Collateral Valuation and Borrower Financial Constraints: Evidence from the Residential Real Estate Market," Management Science, INFORMS, vol. 61(9), pages 2220-2240, September.
    15. Sinan Aral & Chrysanthos Dellarocas & David Godes, 2013. "Introduction to the Special Issue ---Social Media and Business Transformation: A Framework for Research," Information Systems Research, INFORMS, vol. 24(1), pages 3-13, March.
    16. Beijnen, Christine & Bolt, Wilko, 2009. "Size matters: Economies of scale in European payments processing," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 203-210, February.
    17. Thomas Philippon, 2016. "The FinTech Opportunity," NBER Working Papers 22476, National Bureau of Economic Research, Inc.
    18. 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.
    19. Tara Rice & Philip E. Strahan, 2010. "Does Credit Competition Affect Small‐Firm Finance?," Journal of Finance, American Finance Association, vol. 65(3), pages 861-889, June.
    20. Iftekhar Hasan & Heiko Schmiedel & Liang Song, 2012. "Returns to Retail Banking and Payments," Journal of Financial Services Research, Springer;Western Finance Association, vol. 41(3), pages 163-195, June.
    21. 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.
    22. 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.
    23. Shawn Cole & Martin Kanz & Leora Klapper, 2015. "Incentivizing Calculated Risk-Taking: Evidence from an Experiment with Commercial Bank Loan Officers," Journal of Finance, American Finance Association, vol. 70(2), pages 537-575, April.
    24. Danijela Miloš Sprčić & Marina Mešin Žagar & Željko Šević & Mojca Marc, 2016. "Does enterprise risk management influence market value – A long-term perspective," Risk Management, Palgrave Macmillan, vol. 18(2), pages 65-88, August.
    25. 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.
    26. Berger, Allen N. & Udell, Gregory F., 2006. "A more complete conceptual framework for SME finance," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2945-2966, November.
    27. Erik P. Gilje & Elena Loutskina & Philip E. Strahan, 2016. "Exporting Liquidity: Branch Banking and Financial Integration," Journal of Finance, American Finance Association, vol. 71(3), pages 1159-1184, June.
    28. Robert M. Bushman & Christopher D. Williams & Regina Wittenberg‐Moerman, 2017. "The Informational Role of the Media in Private Lending," Journal of Accounting Research, Wiley Blackwell, vol. 55(1), pages 115-152, March.
    29. Marc Rysman & Scott Schuh, 2017. "New Innovations in Payments," Innovation Policy and the Economy, University of Chicago Press, vol. 17(1), pages 27-48.
    30. Marly Monteiro de Carvalho & Roque Rabechini Junior, 2015. "Impact of risk management on project performance: the importance of soft skills," International Journal of Production Research, Taylor & Francis Journals, vol. 53(2), pages 321-340, January.
    31. Mitchell A. Petersen & Raghuram G. Rajan, 1995. "The Effect of Credit Market Competition on Lending Relationships," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 407-443.
    32. Agarwal, Sumit & Ben-David, Itzhak & Yao, Vincent, 2017. "Systematic mistakes in the mortgage market and lack of financial sophistication," Journal of Financial Economics, Elsevier, vol. 123(1), pages 42-58.
    33. Sumit Agarwal & John C. Driscoll & Xavier Gabaix & David Laibson, 2009. "The Age of Reason: Financial Decisions over the Life Cycle and Implications for Regulation," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 40(2 (Fall)), pages 51-117.
    34. Fenghua Song & Anjan V. Thakor, 2007. "Relationship Banking, Fragility, and the Asset-Liability Matching Problem," Review of Financial Studies, Society for Financial Studies, vol. 20(6), pages 2129-2177, November.
    35. 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.
    36. Rocco Ciciretti & Iftekhar Hasan & Cristiano Zazzara, 2009. "Do Internet Activities Add Value? Evidence from the Traditional Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 35(1), pages 81-98, February.
    37. Daniel Paravisini & Veronica Rappoport & Philipp Schnabl, 2015. "Specialization in Bank Lending: Evidence from Exporting Firms," NBER Working Papers 21800, National Bureau of Economic Research, Inc.
    38. Fungáčová, Zuzana & Hasan, Iftekhar & Weill, Laurent, 2019. "Trust in banks," Journal of Economic Behavior & Organization, Elsevier, vol. 157(C), pages 452-476.
    39. 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.
    40. Raymond Fisman & Daniel Paravisini & Vikrant Vig, 2017. "Cultural Proximity and Loan Outcomes," American Economic Review, American Economic Association, vol. 107(2), pages 457-492, February.
    41. repec:zbw:bofrdp:2014_020 is not listed on IDEAS
    42. 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.
    43. Arnoud W. A. Boot & Lev Ratnovski, 2016. "Banking and Trading," Review of Finance, European Finance Association, vol. 20(6), pages 2219-2246.
    44. Dennis Campbell & Frances Frei, 2010. "Cost Structure, Customer Profitability, and Retention Implications of Self-Service Distribution Channels: Evidence from Customer Behavior in an Online Banking Channel," Management Science, INFORMS, vol. 56(1), pages 4-24, January.
    45. DeYoung, Robert & Lang, William W. & Nolle, Daniel L., 2007. "How the Internet affects output and performance at community banks," Journal of Banking & Finance, Elsevier, vol. 31(4), pages 1033-1060, April.
    46. Sumit Agarwal, 2010. "Distance and Private Information in Lending," Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    47. Ho, Po-Hsin & Huang, Chia-Wei & Lin, Chih-Yung & Yen, Ju-Fang, 2016. "CEO overconfidence and financial crisis: Evidence from bank lending and leverage," Journal of Financial Economics, Elsevier, vol. 120(1), pages 194-209.
    48. 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.
    49. Mei Xue & Lorin M. Hitt & Pei-yu Chen, 2011. "Determinants and Outcomes of Internet Banking Adoption," Management Science, INFORMS, vol. 57(2), pages 291-307, February.
    50. 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.
    51. 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.
    52. Bartoli, Francesca & Ferri, Giovanni & Murro, Pierluigi & Rotondi, Zeno, 2013. "SME financing and the choice of lending technology in Italy: Complementarity or substitutability?," Journal of Banking & Finance, Elsevier, vol. 37(12), pages 5476-5485.
    53. 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.
    54. Sharpe, Steven A, 1990. "Asymmetric Information, Bank Lending, and Implicit Contracts: A Stylized Model of Customer Relationships," Journal of Finance, American Finance Association, vol. 45(4), pages 1069-1087, September.
    55. Ravi Bapna & Akhmed Umyarov, 2015. "Do Your Online Friends Make You Pay? A Randomized Field Experiment on Peer Influence in Online Social Networks," Management Science, INFORMS, vol. 61(8), pages 1902-1920, August.
    56. 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.
    57. Puri, Manju & Rocholl, Jörg & Steffen, Sascha, 2017. "What do a million observations have to say about loan defaults? Opening the black box of relationships," Journal of Financial Intermediation, Elsevier, vol. 31(C), pages 1-15.
    58. Puri, Manju & Rocholl, Jörg, 2008. "On the importance of retail banking relationships," Journal of Financial Economics, Elsevier, vol. 89(2), pages 253-267, August.
    59. Constantiou, Ioanna D & Kallinikos, Jannis, 2015. "New games, new rules: big data and the changing context of strategy," LSE Research Online Documents on Economics 63017, London School of Economics and Political Science, LSE Library.
    60. Lars Norden & Martin Weber, 2010. "Credit Line Usage, Checking Account Activity, and Default Risk of Bank Borrowers," Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3665-3699, October.
    61. Arnoud W.A. Boot, 2014. "Financial Sector in Flux," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(s1), pages 129-135, February.
    62. Arnoud W. A. Boot & Matej Marinç, 2008. "The evolving landscape of banking," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 17(6), pages 1173-1203, December.
    63. 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.
    64. 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.
    65. 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.
    66. repec:zbw:bofitp:2016_007 is not listed on IDEAS
    67. Robert DeYoung & W. Frame & Dennis Glennon & Peter Nigro, 2011. "The Information Revolution and Small Business Lending: The Missing Evidence," Journal of Financial Services Research, Springer;Western Finance Association, vol. 39(1), pages 19-33, April.
    68. Ichev, Riste & Marinč, Matej, 2018. "Stock prices and geographic proximity of information: Evidence from the Ebola outbreak," International Review of Financial Analysis, Elsevier, vol. 56(C), pages 153-166.
    69. Schmiedel, Heiko & Malkamaki, Markku & Tarkka, Juha, 2006. "Economies of scale and technological development in securities depository and settlement systems," Journal of Banking & Finance, Elsevier, vol. 30(6), pages 1783-1806, June.
    70. Francis, Bill B. & Hasan, Iftekhar & Sun, Xian, 2014. "Does relationship matter? The choice of financial advisors," Journal of Economics and Business, Elsevier, vol. 73(C), pages 22-47.
    71. Vlado Kysucky & Lars Norden, 2016. "The Benefits of Relationship Lending in a Cross-Country Context: A Meta-Analysis," Management Science, INFORMS, vol. 62(1), pages 90-110, January.
    72. Gary Gorton & Andrew Metrick, 2010. "Regulating the Shadow Banking System," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 41(2 (Fall)), pages 261-312.
    73. 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.
    74. Darolles, S., 2016. "The rise of fintechs and their regulation," Financial Stability Review, Banque de France, issue 20, pages 85-92, April.
    75. Jonathan A. Batten & Igor Lončarski & Peter G. Szilagyi, 2018. "When Kamay Met Hill: Organisational Ethics in Practice," Journal of Business Ethics, Springer, vol. 147(4), pages 779-792, February.
    76. Mark J. Garmaise, 2015. "Borrower Misreporting and Loan Performance," Journal of Finance, American Finance Association, vol. 70(1), pages 449-484, February.
    77. Boot, Arnoud W. A., 2000. "Relationship Banking: What Do We Know?," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 7-25, January.
    78. 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.
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    More about this item

    Keywords

    The future of banking; Relationship banking; Information technology; Artificial intelligence; FinTech;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • L86 - Industrial Organization - - Industry Studies: Services - - - Information and Internet Services; Computer Software
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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