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BigTech credit and monetary policy transmission: Micro-level evidence from China

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  • Huang, Yiping
  • Li, Xiang
  • Qiu, Han
  • Yu, Changhua

Abstract

This paper studies monetary policy transmission through BigTech and traditional banks. By comparing business loans made by a BigTech bank with those made by traditional banks, it finds that BigTech credit amplifies monetary policy transmission mainly through the extensive margin. Specifically, the BigTech bank is more likely to grant credit to new borrowers compared with conventional banks in response to expansionary monetary policy. The BigTech bank's advantages in information, monitoring, and risk management are the potential mechanisms. In addition, monetary policy has a stronger impact on the real economy through BigTech lending.

Suggested Citation

  • Huang, Yiping & Li, Xiang & Qiu, Han & Yu, Changhua, 2023. "BigTech credit and monetary policy transmission: Micro-level evidence from China," BOFIT Discussion Papers 2/2023, Bank of Finland Institute for Emerging Economies (BOFIT).
  • Handle: RePEc:zbw:bofitp:22023
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    1. Sun, Rongrong, 2013. "Does monetary policy matter in China? A narrative approach," China Economic Review, Elsevier, vol. 26(C), pages 56-74.
    2. Pablo Ottonello & Thomas Winberry, 2020. "Financial Heterogeneity and the Investment Channel of Monetary Policy," Econometrica, Econometric Society, vol. 88(6), pages 2473-2502, November.
    3. Sophocles N. Brissimis & Manthos D. Delis & Maria Iosifidi, 2014. "Bank Market Power and Monetary Policy Transmission," International Journal of Central Banking, International Journal of Central Banking, vol. 10(4), pages 173-214, December.
    4. Suri, Tavneet & Bharadwaj, Prashant & Jack, William, 2021. "Fintech and household resilience to shocks: Evidence from digital loans in Kenya," Journal of Development Economics, Elsevier, vol. 153(C).
    5. Mark Gertler & Simon Gilchrist, 1994. "Monetary Policy, Business Cycles, and the Behavior of Small Manufacturing Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 309-340.
    6. Itamar Drechsler & Alexi Savov & Philipp Schnabl, 2017. "The Deposits Channel of Monetary Policy," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1819-1876.
    7. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    8. Kaiji Chen & Jue Ren & Tao Zha, 2018. "The Nexus of Monetary Policy and Shadow Banking in China," American Economic Review, American Economic Association, vol. 108(12), pages 3891-3936, December.
    9. Kashyap, Anil K. & Stein, Jeremy C., 1995. "The impact of monetary policy on bank balance sheets," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 42(1), pages 151-195, June.
    10. Christine Lagarde, 2018. "Central Banking and Fintech: A Brave New World," Innovations: Technology, Governance, Globalization, MIT Press, vol. 12(1-2), pages 4-8, Summer-Fa.
    11. Gomez, Matthieu & Landier, Augustin & Sraer, David & Thesmar, David, 2021. "Banks’ exposure to interest rate risk and the transmission of monetary policy," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 543-570.
    12. Fernald, John G. & Spiegel, Mark M. & Swanson, Eric T., 2014. "Monetary policy effectiveness in China: Evidence from a FAVAR model," Journal of International Money and Finance, Elsevier, vol. 49(PA), pages 83-103.
    13. Harald Hau & Yi Huang & Hongzhe Shan & Zixia Sheng, 2021. "FinTech Credit and Entrepreneurial Growth," Swiss Finance Institute Research Paper Series 21-47, Swiss Finance Institute.
    14. Coimbra, Nuno & Kim, Daisoon & Rey, Hélène, 2022. "Central Bank Policy and the concentration of risk: Empirical estimates," Journal of Monetary Economics, Elsevier, vol. 125(C), pages 182-198.
    15. Lei Liu & Guangli Lu & Wei Xiong, 2022. "The Big Tech Lending Model," NBER Working Papers 30160, National Bureau of Economic Research, Inc.
    16. Thakor, Anjan, 2020. "Corrigendum to: Fintech and Banking: What Do We Know?," Journal of Financial Intermediation, Elsevier, vol. 43(C).
    17. Thomas Philippon, 2016. "The FinTech Opportunity," NBER Working Papers 22476, National Bureau of Economic Research, Inc.
    18. Vadim Elenev & Tim Landvoigt & Stijn Van Nieuwerburgh, 2021. "A Macroeconomic Model With Financially Constrained Producers and Intermediaries," Econometrica, Econometric Society, vol. 89(3), pages 1361-1418, May.
    19. Yiping Huang & Ms. Longmei Zhang & Zhenhua Li & Han Qiu & Tao Sun & Xue Wang, 2020. "Fintech Credit Risk Assessment for SMEs: Evidence from China," IMF Working Papers 2020/193, International Monetary Fund.
    20. Bernanke, Ben S & Blinder, Alan S, 1992. "The Federal Funds Rate and the Channels of Monetary Transmission," American Economic Review, American Economic Association, vol. 82(4), pages 901-921, September.
    21. 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.
    22. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    23. 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.
    24. David Elliott & Ralf R. Meisenzahl & José-Luis Peydró & B.C. Turner, 2019. "Nonbanks, banks, and monetary policy: U.S. loan-level evidence since the 1990s," Economics Working Papers 1679, Department of Economics and Business, Universitat Pompeu Fabra, revised Jun 2022.
    25. 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.
    26. Das, Sonali & Song, Wenting, 2023. "Monetary policy transmission and policy coordination in China," China Economic Review, Elsevier, vol. 82(C).
    27. Consolo, Agostino & Cette, Gilbert & Bergeaud, Antonin & Labhard, Vincent & Osbat, Chiara & Kosekova, Stanimira & Anyfantaki, Sofia & Basso, Gaetano & Basso, Henrique & Bobeica, Elena & Ciapanna, Eman, 2021. "Digitalisation: channels, impacts and implications for monetary policy in the euro area," Occasional Paper Series 266, European Central Bank.
    28. Luca Fornaro & Martin Wolf, 2021. "Monetary policy in the age of automation," Economics Working Papers 1794, Department of Economics and Business, Universitat Pompeu Fabra, revised Sep 2022.
    29. 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.
    30. Michael Chui, 2021. "Money, technology and banking: what lessons can China teach the rest of the world?," BIS Working Papers 947, Bank for International Settlements.
    31. Toni Ahnert & Sebastian Doerr & Mr. Nicola Pierri & Mr. Yannick Timmer, 2021. "Does IT Help? Information Technology in Banking and Entrepreneurship," IMF Working Papers 2021/214, International Monetary Fund.
    32. Erik Dolson & Julapa Jagtiani, 2021. "Which Lenders Are More Likely to Reach Out to Underserved Consumers: Banks versus Fintechs versus Other Nonbanks?," Working Papers 21-17, Federal Reserve Bank of Philadelphia.
    33. 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.
    34. 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.
    35. Lin, Chen & Ma, Chicheng & Sun, Yuchen & Xu, Yuchen, 2021. "The telegraph and modern banking development, 1881–1936," Journal of Financial Economics, Elsevier, vol. 141(2), pages 730-749.
    36. Beck, Thorsten & Chen, Tao & Lin, Chen & Song, Frank M., 2016. "Financial innovation: The bright and the dark sides," Journal of Banking & Finance, Elsevier, vol. 72(C), pages 28-51.
    37. 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.
    38. Jeremy C. Stein & Anil K. Kashyap, 2000. "What Do a Million Observations on Banks Say about the Transmission of Monetary Policy?," American Economic Review, American Economic Association, vol. 90(3), pages 407-428, June.
    39. Christian Bittner & Diana Bonfim & Florian Heider & Farzad Saidi & Glenn Schepens & Carla Soares, 2022. "The Augmented Bank Balance-Sheet Channel of Monetary Policy," ECONtribute Discussion Papers Series 149, University of Bonn and University of Cologne, Germany.
    40. Sebastian Di Tella & Pablo Kurlat, 2021. "Why Are Banks Exposed to Monetary Policy?," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(4), pages 295-340, October.
    41. Franklin Allen & Xian Gu & Julapa Jagtiani, 2021. "A Survey of Fintech Research and Policy Discussion," Review of Corporate Finance, now publishers, vol. 1(3-4), pages 259-339, July.
    42. Güneş Kamber & Madhusudan Mohanty, 2018. "Do interest rates play a major role in monetary policy transmission in China?," BIS Working Papers 714, Bank for International Settlements.
    43. Asim Ijaz Khwaja & Atif Mian, 2008. "Tracing the Impact of Bank Liquidity Shocks: Evidence from an Emerging Market," American Economic Review, American Economic Association, vol. 98(4), pages 1413-1442, September.
    44. Joseph P. Hughes & Julapa Jagtiani & Choon-Geol Moon, 2022. "Consumer lending efficiency: commercial banks versus a fintech lender," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-39, December.
    45. Bernanke, Ben S & Blinder, Alan S, 1988. "Credit, Money, and Aggregate Demand," American Economic Review, American Economic Association, vol. 78(2), pages 435-439, May.
    46. Chen, Hongyi & Chow, Kenneth & Tillmann, Peter, 2017. "The effectiveness of monetary policy in China: Evidence from a Qual VAR," China Economic Review, Elsevier, vol. 43(C), pages 216-231.
    47. Bao, Zhengyang & Huang, Difang, 2021. "Shadow Banking in a Crisis: Evidence from Fintech During COVID-19," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(7), pages 2320-2355, November.
    48. Cornelli, Giulio & Frost, Jon & Gambacorta, Leonardo & Jagtiani, Julapa, 2024. "The impact of fintech lending on credit access for U.S. small businesses," Journal of Financial Stability, Elsevier, vol. 73(C).
    49. Paul Beaudry & Mark Doms & Ethan Lewis, 2010. "Should the Personal Computer Be Considered a Technological Revolution? Evidence from U.S. Metropolitan Areas," Journal of Political Economy, University of Chicago Press, vol. 118(5), pages 988-1036.
    50. Thorsten Beck & Leonardo Gambacorta & Yiping Huang & Zhenhua Li & Han Qiu, 2022. "Big techs, QR code payments and financial inclusion," BIS Working Papers 1011, Bank for International Settlements.
    51. Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014. "Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?," Econometrica, Econometric Society, vol. 82(2), pages 463-505, March.
    52. Thakor, Anjan V., 2020. "Fintech and banking: What do we know?," Journal of Financial Intermediation, Elsevier, vol. 41(C).
    53. Erel, Isil & Liebersohn, Jack, 2022. "Can FinTech reduce disparities in access to finance? Evidence from the Paycheck Protection Program," Journal of Financial Economics, Elsevier, vol. 146(1), pages 90-118.
    54. Marco Di Maggio & Vincent Yao, 2021. "Fintech Borrowers: Lax Screening or Cream-Skimming?," The Review of Financial Studies, Society for Financial Studies, vol. 34(10), pages 4565-4618.
    55. Tobias Berg & Valentin Burg & Ana Gombović & Manju Puri, 2020. "On the Rise of FinTechs: Credit Scoring Using Digital Footprints," The Review of Financial Studies, Society for Financial Studies, vol. 33(7), pages 2845-2897.
    56. Manasa Gopal & Philipp Schnabl, 2022. "The Rise of Finance Companies and FinTech Lenders in Small Business Lending," The Review of Financial Studies, Society for Financial Studies, vol. 35(11), pages 4859-4901.
    57. Greg Buchak & Jiayin Hu & Shang-Jin Wei, 2021. "FinTech as a Financial Liberator," NBER Working Papers 29448, National Bureau of Economic Research, Inc.
    58. Boot, Arnoud & Hoffmann, Peter & Laeven, Luc & Ratnovski, Lev, 2021. "Fintech: what’s old, what’s new?," Journal of Financial Stability, Elsevier, vol. 53(C).
    59. Huan Tang, 2019. "Peer-to-Peer Lenders Versus Banks: Substitutes or Complements?," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1900-1938.
    60. Gary B. Gorton & Ping He, 2021. "Economic Growth and Bank Innovation," NBER Working Papers 29326, National Bureau of Economic Research, Inc.
    61. De Marco, Filippo & Core, Fabrizio, 2021. "Information Technology and Credit: Evidence from Public Guarantees," CEPR Discussion Papers 15799, C.E.P.R. Discussion Papers.
    62. 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.
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    1. 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).

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    More about this item

    Keywords

    Financial Technology; Bank Lending; Monetary Policy Transmission;
    All these keywords.

    JEL classification:

    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors

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