IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v148y2023ics0378426622003223.html
   My bibliography  Save this article

Fintech and big tech credit: Drivers of the growth of digital lending

Author

Listed:
  • Cornelli, Giulio
  • Frost, Jon
  • Gambacorta, Leonardo
  • Rau, P. Raghavendra
  • Wardrop, Robert
  • Ziegler, Tania

Abstract

Fintech and big tech companies are making rapid inroads into credit markets. We hand construct a global database of fintech and big tech lending volumes for 79 countries over 2013–2018. Using a panel regression analysis, we find these new forms of digital lending are larger in countries with higher GDP per capita (albeit at a declining rate), where banking sector mark-ups are higher, and where banking regulation is less stringent. We also find that these alternative forms of credit are more developed where the ease of doing business is greater, investor protection disclosure and the efficiency of the judicial system are more advanced, and where bond and equity markets are more developed. Overall, fintech and big tech credit seem to complement other forms of credit, rather than substitute for them.

Suggested Citation

  • Cornelli, Giulio & Frost, Jon & Gambacorta, Leonardo & Rau, P. Raghavendra & Wardrop, Robert & Ziegler, Tania, 2023. "Fintech and big tech credit: Drivers of the growth of digital lending," Journal of Banking & Finance, Elsevier, vol. 148(C).
  • Handle: RePEc:eee:jbfina:v:148:y:2023:i:c:s0378426622003223
    DOI: 10.1016/j.jbankfin.2022.106742
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378426622003223
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbankfin.2022.106742?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    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. 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.
    2. Jon Frost & Leonardo Gambacorta & Yi Huang & Hyun Song Shin & Pablo Zbinden, 2019. "BigTech and the changing structure of financial intermediation," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 34(100), pages 761-799.
    3. Stijn Claessens & Jon Frost & Grant Turner & Feng Zhu, 2018. "Fintech credit markets around the world: size, drivers and policy issues," BIS Quarterly Review, Bank for International Settlements, September.
    4. Christian Dembiermont & Mathias Drehmann & Siriporn Muksakunratana, 2013. "How much does the private sector really borrow - a new database for total credit to the private non-financial sector," BIS Quarterly Review, Bank for International Settlements, March.
    5. Zhang, Bryan & Wardrop, Robert & Rau, Raghavendra & Gray, Mia, 2015. "Moving mainstream: benchmarking the European alternative finance market," Journal of Financial Perspectives, EY Global FS Institute, vol. 3(3), pages 60-76.
    6. René M. Stulz, 2019. "FinTech, BigTech, and the Future of Banks," Journal of Applied Corporate Finance, Morgan Stanley, vol. 31(4), pages 86-97, December.
    7. 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.
    8. Moritz Schularick & Alan M. Taylor, 2012. "Credit Booms Gone Bust: Monetary Policy, Leverage Cycles, and Financial Crises, 1870-2008," American Economic Review, American Economic Association, vol. 102(2), pages 1029-1061, April.
    9. Thomas Philippon, 2019. "On Fintech and Financial Inclusion," NBER Working Papers 26330, National Bureau of Economic Research, Inc.
    10. Julapa Jagtiani & Catharine Lemieux, 2019. "The roles of alternative data and machine learning in fintech lending: Evidence from the LendingClub consumer platform," Financial Management, Financial Management Association International, vol. 48(4), pages 1009-1029, December.
    11. Huan Tang, 2019. "Peer-to-Peer Lenders Versus Banks: Substitutes or Complements?," Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1900-1938.
    12. Adair Morse & Karen Pence, 2021. "Technological Innovation and Discrimination in Household Finance," Springer Books, in: Raghavendra Rau & Robert Wardrop & Luigi Zingales (ed.), The Palgrave Handbook of Technological Finance, pages 783-808, Springer.
    13. Giulio Cornelli & Jon Frost & Leonardo Gambacorta & Raghavendra Rau & Robert Wardrop & Tania Ziegler, 2020. "Fintech and big tech credit: a new database," BIS Working Papers 887, Bank for International Settlements.
    14. Majid Bazarbash & Ms. Kimberly Beaton, 2020. "Filling the Gap: Digital Credit and Financial Inclusion," IMF Working Papers 2020/150, International Monetary Fund.
    15. Mr. Luc Laeven & Mr. Fabian Valencia, 2018. "Systemic Banking Crises Revisited," IMF Working Papers 2018/206, International Monetary Fund.
    16. Mathias Drehmann & Claudio Borio & Leonardo Gambacorta & Gabriel Jiminez & Carlos Trucharte, 2010. "Countercyclical capital buffers: exploring options," BIS Working Papers 317, Bank for International Settlements.
    17. de Roure, Calebe & Pelizzon, Loriana & Tasca, Paolo, 2016. "How does P2P lending fit into the consumer credit market?," Discussion Papers 30/2016, Deutsche Bundesbank.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mao, Fengfu & Wang, Yuanfan & Zhu, Mengsi, 2023. "Digital financial inclusion, traditional finance system and household entrepreneurship," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).
    2. Rapih, Subroto & Susantiningrum, & Wahyono, Budi & Borges, Jorge Tavares & Phongsounthone, Somesanook, 2023. "Financial openness and fintech credit," Finance Research Letters, Elsevier, vol. 56(C).
    3. Sebastian Doerr & Jon Frost & Leonardo Gambacorta & Vatsala Shreeti, 2023. "Big techs in finance," BIS Working Papers 1129, Bank for International Settlements.
    4. Haibo Lei & Qin Su, 2023. "Does the Use of Digital Finance Affect Household Farmland Transfer-Out?," Sustainability, MDPI, vol. 15(16), pages 1-18, August.
    5. Giulio Cornelli & Leonardo Gambacorta & Livia Pancotto, 2023. "Buy now, pay later: a cross-country analysis," BIS Quarterly Review, Bank for International Settlements, December.
    6. Cornelli, Giulio & De Fiore, Fiorella & Gambacorta, Leonardo & Manea, Cristina, 2024. "Fintech vs bank credit: How do they react to monetary policy?," Economics Letters, Elsevier, vol. 234(C).

    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. Giulio Cornelli & Jon Frost & Leonardo Gambacorta & Raghavendra Rau & Robert Wardrop & Tania Ziegler, 2020. "Fintech and big tech credit: a new database," BIS Working Papers 887, Bank for International Settlements.
    2. Wang, Xiaoting & Hou, Siyuan & Kyaw, Khine & Xue, Xupeng & Liu, Xueqin, 2023. "Exploring the determinants of Fintech Credit: A comprehensive analysis," Economic Modelling, Elsevier, vol. 126(C).
    3. Tobias Berg & Andreas Fuster & Manju Puri, 2022. "FinTech Lending," Annual Review of Financial Economics, Annual Reviews, vol. 14(1), pages 187-207, November.
    4. Kowalewski, Oskar & Pisany, Paweł, 2022. "Banks' consumer lending reaction to fintech and bigtech credit emergence in the context of soft versus hard credit information processing," International Review of Financial Analysis, Elsevier, vol. 81(C).
    5. Oskar Kowalewski & Pawel Pisany & Emil Slazak, 2021. "What determines cross-country differences in fintech and bigtech credit markets?," Working Papers 2021-ACF-02, IESEG School of Management.
    6. Giulio Cornelli & Jon Frost & Leonardo Gambacorta & Raghavendra Rau & Robert Wardrop & Tania Ziegler, 2021. "Fintech and Big Tech Credit: What Explains the Rise of Digital Lending?," CESifo Forum, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 22(02), pages 30-34, March.
    7. Hasan, Iftekhar & Kwak, Boreum & Li, Xiang, 2023. "Financial technologies and the effectiveness of monetary policy transmission," IWH Discussion Papers 26/2020, Halle Institute for Economic Research (IWH), revised 2023.
    8. Lei Lu & Jianxing Wei & Weixing Wu & Yi Zhou, 2023. "Pricing strategies in BigTech lending: Evidence from China," Financial Management, Financial Management Association International, vol. 52(2), pages 333-374, June.
    9. 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.
    10. Boot, Arnoud & Hoffmann, Peter & Laeven, Luc & Ratnovski, Lev, 2021. "Fintech: what’s old, what’s new?," Journal of Financial Stability, Elsevier, vol. 53(C).
    11. Kowalewski, Oskar & Pisany, Paweł & Ślązak, Emil, 2022. "Digitalization and data, institutional quality and culture as drivers of technology-based credit providers," Journal of Economics and Business, Elsevier, vol. 121(C).
    12. Chen, Wen & Wu, Weili & Zhang, Tonghui, 2023. "Fintech development, firm digitalization, and bank loan pricing," Journal of Behavioral and Experimental Finance, Elsevier, vol. 39(C).
    13. Kakhkharov, Jakhongir & Bianchi, Robert J., 2022. "COVID-19 and policy responses: Early evidence in banks and FinTech stocks," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    14. Salvatore Cardillo & Raffaele Gallo & Francesco Guarino, 2021. "Main challenges and prospects for the European banking sector: a critical review of the ongoing debate," Questioni di Economia e Finanza (Occasional Papers) 634, Bank of Italy, Economic Research and International Relations Area.
    15. Babina, Tania & Bahaj, Saleem & Buchak, Greg & De Marco, Filippo & Foulis, Angus & Gornall, Will & Mazzola, Francesco & Yu, Tong, 2024. "Customer data access and fintech entry: early evidence from open banking," Bank of England working papers 1059, Bank of England.
    16. Nicola Branzoli & Ilaria Supino, 2020. "FinTech credit: a critical review of empirical research," Questioni di Economia e Finanza (Occasional Papers) 549, Bank of Italy, Economic Research and International Relations Area.
    17. Tu D. Q. Le & Tin H. Ho & Dat T. Nguyen & Thanh Ngo, 2021. "Fintech Credit and Bank Efficiency: International Evidence," IJFS, MDPI, vol. 9(3), pages 1-16, August.
    18. Huang, Yiping & Li, Xiang & Qiu, Han & Yu, Changhua, 2023. "BigTech credit and monetary policy transmission: Micro-level evidence from China," IWH Discussion Papers 18/2022, Halle Institute for Economic Research (IWH), revised 2023.
    19. Yang, Tong & Zhang, Xun, 2022. "FinTech adoption and financial inclusion: Evidence from household consumption in China," Journal of Banking & Finance, Elsevier, vol. 145(C).
    20. Laeven, Luc & Boot, Arnoud & Hoffmann, Peter & Ratnovski, Lev, 2020. "Financial Intermediation and Technology: What’s Old, What’s New?," CEPR Discussion Papers 15004, C.E.P.R. Discussion Papers.

    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:eee:jbfina:v:148:y:2023:i:c:s0378426622003223. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbf .

    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.