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Digital transformation, information and lending distance -Evidence from Chinese bank branch data

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  • Tian, Yulu
  • Su, Qin

Abstract

This research aims to empirically investigate the relationship between bank digital transformation and lending distance. In traditional financial geography theory, banks have a natural geographical proximity preference in their credit decision-making, which might lead to suboptimal credit allocation. Can the rapid development of digitalization improve the situation that banks are only capable of undertaking ex ante due diligence and ex post monitoring of proximate borrowers, given that fintech has greatly improved the overall efficiency of the financial industry? Using bank loan data of listed enterprises in China from 2013 to 2021, this paper finds that the digital transformation of banks can significantly extend the lending distance between banks and enterprises. The moderating effect analysis suggests that distance extending effect of bank digitalization is more pronounced for firms with poor information quality and in competitive banking sector. Further, digital transformation extends the lending distance without increasing risk preferences, as evidenced by the empirical finding that the non-performing loan ratio remains unaffected by the increased distance. Also, geographical expansion in lending distance reduces loan concentration. The research in this paper supports the conclusion that banks' digital transformation positively impacts corporate credit allocation and is beneficial to achieving financial stability by improving loan performances.

Suggested Citation

  • Tian, Yulu & Su, Qin, 2024. "Digital transformation, information and lending distance -Evidence from Chinese bank branch data," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 545-560.
  • Handle: RePEc:eee:ecanpo:v:84:y:2024:i:c:p:545-560
    DOI: 10.1016/j.eap.2024.09.015
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    References listed on IDEAS

    as
    1. Yuan, Kaibin & Li, Wanli & Zhang, Weijun, 2023. "Your next bank is not necessarily a bank: FinTech expansion and bank branch closures," Economics Letters, Elsevier, vol. 222(C).
    2. Bellucci, Andrea & Borisov, Alexander & Zazzaro, Alberto, 2013. "Do banks price discriminate spatially? Evidence from small business lending in local credit markets," Journal of Banking & Finance, Elsevier, vol. 37(11), pages 4183-4197.
    3. Adams, Robert M. & Brevoort, Kenneth P. & Driscoll, John C., 2023. "Is lending distance really changing? Distance dynamics and loan composition in small business lending," Journal of Banking & Finance, Elsevier, vol. 156(C).
    4. Annette B. Poulsen & Mike Stegemoller, 2008. "Moving from Private to Public Ownership: Selling Out to Public Firms versus Initial Public Offerings," Financial Management, Financial Management Association International, vol. 37(1), pages 81-101, March.
    5. Pierri, Nicola & Timmer, Yannick, 2022. "The importance of technology in banking during a crisis," Journal of Monetary Economics, Elsevier, vol. 128(C), pages 88-104.
    6. Degryse, Hans & Ongena, Steven, 2007. "The impact of competition on bank orientation," Journal of Financial Intermediation, Elsevier, vol. 16(3), pages 399-424, July.
    7. 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.
    8. João Granja & Christian Leuz & Raghuram G. Rajan, 2022. "Going the Extra Mile: Distant Lending and Credit Cycles," Journal of Finance, American Finance Association, vol. 77(2), pages 1259-1324, April.
    9. Santiago Carbó Valverde & Francisco Rodríguez Fernández, 2020. "Financial Digitalization: Banks, Fintech, Bigtech, And Consumers," Journal of Financial Management, Markets and Institutions (JFMMI), World Scientific Publishing Co. Pte. Ltd., vol. 8(01), pages 1-13, June.
    10. 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.
    11. Khattak, Mudeer Ahmed & Ali, Mohsin & Azmi, Wajahat & Rizvi, Syed Aun R., 2023. "Digital transformation, diversification and stability: What do we know about banks?," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 122-132.
    12. 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.
    13. Chong, Terence Tai-Leung & Lu, Liping & Ongena, Steven, 2013. "Does banking competition alleviate or worsen credit constraints faced by small- and medium-sized enterprises? Evidence from China," Journal of Banking & Finance, Elsevier, vol. 37(9), pages 3412-3424.
    14. Amir Sufi, 2007. "Information Asymmetry and Financing Arrangements: Evidence from Syndicated Loans," Journal of Finance, American Finance Association, vol. 62(2), pages 629-668, April.
    15. Zhiguo He & Sheila Jiang & Douglas Xu & Xiao Yin, 2022. "Investing in Lending Technology: IT Spending in Banking," NBER Working Papers 30403, National Bureau of Economic Research, Inc.
    16. Bollaert, Helen & Lopez-de-Silanes, Florencio & Schwienbacher, Armin, 2021. "Fintech and access to finance," Journal of Corporate Finance, Elsevier, vol. 68(C).
    17. John Sedunov, 2017. "Does Bank Technology Affect Small Business Lending Decisions?," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 40(1), pages 5-32, March.
    18. Cheng, Maoyong & Qu, Yang, 2020. "Does bank FinTech reduce credit risk? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 63(C).
    19. Chun Chang & Guanmin Liao & Xiaoyun Yu & Zheng Ni, 2014. "Information from Relationship Lending: Evidence from Loan Defaults in China," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(6), pages 1225-1257, September.
    20. Zhao, Jinsong & Li, Xinghao & Yu, Chin-Hsien & Chen, Shi & Lee, Chi-Chuan, 2022. "Riding the FinTech innovation wave: FinTech, patents and bank performance," Journal of International Money and Finance, Elsevier, vol. 122(C).
    21. 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.
    22. Igor Livshits & James C. Mac Gee & Michèle Tertilt, 2016. "The Democratization of Credit and the Rise in Consumer Bankruptcies," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(4), pages 1673-1710.
    23. 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.
    24. Diana Bonfim & Gil Nogueira & Steven Ongena, 2021. "“Sorry, We're Closed” Bank Branch Closures, Loan Pricing, and Information Asymmetries [Distance and private information in lending]," Review of Finance, European Finance Association, vol. 25(4), pages 1211-1259.
    25. 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.
    26. 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.
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    More about this item

    Keywords

    Bank lending; Digital transformation; Fintech; Financial geography;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • L22 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Organization and Market Structure
    • 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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