IDEAS home Printed from https://ideas.repec.org/a/eee/pacfin/v63y2020ics0927538x19307607.html
   My bibliography  Save this article

Does bank FinTech reduce credit risk? Evidence from China

Author

Listed:
  • Cheng, Maoyong
  • Qu, Yang

Abstract

Using data from Chinese commercial banks between 2008 and 2017, this paper explores the effects of bank FinTech on credit risk. We first construct and measure a bank FinTech index using web crawler technology and word frequency analysis. The results show that the development of bank FinTech is faster in state-owned banks than in other banks. Moreover, among the five subareas of bank FinTech, the development of internet technology is ahead of artificial intelligence technology, blockchain technology, cloud computing technology, and big data technology. Then, the impacts of bank FinTech on credit risk are examined. We find that bank FinTech significantly reduces credit risk in Chinese commercial banks, and further analyses show that the negative effects of bank FinTech on credit risk are relatively weak among large banks, state-owned banks, and listed banks.

Suggested Citation

  • Cheng, Maoyong & Qu, Yang, 2020. "Does bank FinTech reduce credit risk? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 63(C).
  • Handle: RePEc:eee:pacfin:v:63:y:2020:i:c:s0927538x19307607
    DOI: 10.1016/j.pacfin.2020.101398
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0927538X19307607
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.pacfin.2020.101398?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. Jonathan Chiu & Thorsten V Koeppl, 2019. "Blockchain-Based Settlement for Asset Trading," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1716-1753.
    2. Christina Zhu, 2019. "Big Data as a Governance Mechanism," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 2021-2061.
    3. Antzoulatos, Angelos A. & Tsoumas, Chris, 2014. "Institutions, moral hazard and expected government support of banks," Journal of Financial Stability, Elsevier, vol. 15(C), pages 161-171.
    4. Nikolaos Askitas & Klaus F. Zimmermann, 2009. "Google Econometrics and Unemployment Forecasting," Applied Economics Quarterly (formerly: Konjunkturpolitik), Duncker & Humblot, Berlin, vol. 55(2), pages 107-120.
    5. Fiordelisi, Franco & Marques-Ibanez, David & Molyneux, Phil, 2011. "Efficiency and risk in European banking," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1315-1326, May.
    6. Mr. Giovanni Dell'Ariccia & Mr. Robert Marquez & Mr. Luc Laeven, 2010. "Monetary Policy, Leverage, and Bank Risk Taking," IMF Working Papers 2010/276, International Monetary Fund.
    7. repec:hal:journl:hal-00785225 is not listed on IDEAS
    8. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    9. Gambacorta, Leonardo & Mistrulli, Paolo Emilio, 2004. "Does bank capital affect lending behavior?," Journal of Financial Intermediation, Elsevier, vol. 13(4), pages 436-457, October.
    10. Barrell, Ray & Davis, E. Philip & Karim, Dilruba & Liadze, Iana, 2010. "Bank regulation, property prices and early warning systems for banking crises in OECD countries," Journal of Banking & Finance, Elsevier, vol. 34(9), pages 2255-2264, September.
    11. John H. Boyd & Gianni De Nicoló, 2005. "The Theory of Bank Risk Taking and Competition Revisited," Journal of Finance, American Finance Association, vol. 60(3), pages 1329-1343, June.
    12. Giovanni Dell'Ariccia & Luc Laeven & Gustavo A. Suarez, 2017. "Bank Leverage and Monetary Policy's Risk-Taking Channel: Evidence from the United States," Journal of Finance, American Finance Association, vol. 72(2), pages 613-654, April.
    13. Podpiera, Jiri & Weill, Laurent, 2008. "Bad luck or bad management? Emerging banking market experience," Journal of Financial Stability, Elsevier, vol. 4(2), pages 135-148, June.
    14. David Martinez-Miera & Rafael Repullo, 2010. "Does Competition Reduce the Risk of Bank Failure?," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3638-3664, October.
    15. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    16. 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.
    17. Borio, Claudio & Zhu, Haibin, 2012. "Capital regulation, risk-taking and monetary policy: A missing link in the transmission mechanism?," Journal of Financial Stability, Elsevier, vol. 8(4), pages 236-251.
    18. Juliane Begenau & Maryam Farboodi & Laura Veldkamp, 2018. "Big Data in Finance and the Growth of Large Firms," Working Papers 18-08, New York University, Leonard N. Stern School of Business, Department of Economics.
    19. Angeloni, Ignazio & Faia, Ester, 2013. "Capital regulation and monetary policy with fragile banks," Journal of Monetary Economics, Elsevier, vol. 60(3), pages 311-324.
    20. Chen, Shenglan & Ma, Hui & Wu, Qiang, 2019. "Bank credit and trade credit: Evidence from natural experiments," Journal of Banking & Finance, Elsevier, vol. 108(C).
    21. Juliane Begenau & Maryam Farboodi & Laura Veldkamp, 2018. "Big Data in Finance and the Growth of Large Firms," NBER Working Papers 24550, National Bureau of Economic Research, Inc.
    22. Wolf Wagner, 2010. "Loan Market Competition and Bank Risk-Taking," Journal of Financial Services Research, Springer;Western Finance Association, vol. 37(1), pages 71-81, February.
    23. Demirgüç-Kunt, Asli & Huizinga, Harry, 2010. "Bank activity and funding strategies: The impact on risk and returns," Journal of Financial Economics, Elsevier, vol. 98(3), pages 626-650, December.
    24. Blalock, Garrick & Gertler, Paul J., 2008. "Welfare gains from Foreign Direct Investment through technology transfer to local suppliers," Journal of International Economics, Elsevier, vol. 74(2), pages 402-421, March.
    25. Ioannidou, Vasso & Ongena, Steven & Peydró, José-Luis, 2015. "Monetary Policy, Risk-Taking and Pricing: Evidence from a Quasi-Natural Experiment," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 19(1), pages 95-144.
    26. 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.
    27. Barry, Thierno Amadou & Lepetit, Laetitia & Tarazi, Amine, 2011. "Ownership structure and risk in publicly held and privately owned banks," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1327-1340, May.
    28. Delis, Manthos D. & Kouretas, Georgios P., 2011. "Interest rates and bank risk-taking," Journal of Banking & Finance, Elsevier, vol. 35(4), pages 840-855, April.
    29. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    30. Itay Goldstein & Wei Jiang & G Andrew Karolyi, 2019. "To FinTech and Beyond," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1647-1661.
    31. Laeven, Luc & Levine, Ross, 2009. "Bank governance, regulation and risk taking," Journal of Financial Economics, Elsevier, vol. 93(2), pages 259-275, August.
    32. Papadopoulos, Georgios, 2019. "Income inequality, consumption, credit and credit risk in a data-driven agent-based model," Journal of Economic Dynamics and Control, Elsevier, vol. 104(C), pages 39-73.
    33. Newman, Carol & Rand, John & Talbot, Theodore & Tarp, Finn, 2015. "Technology transfers, foreign investment and productivity spillovers," European Economic Review, Elsevier, vol. 76(C), pages 168-187.
    34. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    35. Chen, Tao & Goh, Jing Rong & Kamiya, Shinichi & Lou, Pingyi, 2019. "Marginal cost of risk-based capital and risk-taking," Journal of Banking & Finance, Elsevier, vol. 103(C), pages 130-145.
    36. Saunders, Anthony & Strock, Elizabeth & Travlos, Nickolaos G, 1990. "Ownership Structure, Deregulation, and Bank Risk Taking," Journal of Finance, American Finance Association, vol. 45(2), pages 643-654, June.
    37. Raghuram G. Rajan, 1994. "Why Bank Credit Policies Fluctuate: A Theory and Some Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 399-441.
    38. Lepori, Gabriele M., 2016. "Air pollution and stock returns: Evidence from a natural experiment," Journal of Empirical Finance, Elsevier, vol. 35(C), pages 25-42.
    39. Louzis, Dimitrios P. & Vouldis, Angelos T. & Metaxas, Vasilios L., 2012. "Macroeconomic and bank-specific determinants of non-performing loans in Greece: A comparative study of mortgage, business and consumer loan portfolios," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1012-1027.
    40. Simon Kwan & Robert Eisenbeis, 1997. "Bank Risk, Capitalization, and Operating Efficiency," Journal of Financial Services Research, Springer;Western Finance Association, vol. 12(2), pages 117-131, October.
    41. Roberts, Michael R. & Whited, Toni M., 2013. "Endogeneity in Empirical Corporate Finance1," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 493-572, Elsevier.
    42. Juliane Begenau & Laura Veldkamp & Maryam Farboodi, 2018. "Big Data in Finance and the Growth of Large Firms," 2018 Meeting Papers 155, Society for Economic Dynamics.
    43. Malte Krueger, 2012. "Money: A Market Microstructure Approach," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 44(6), pages 1245-1258, September.
    44. 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.
    45. Peter Gomber & Jascha-Alexander Koch & Michael Siering, 2017. "Digital Finance and FinTech: current research and future research directions," Journal of Business Economics, Springer, vol. 87(5), pages 537-580, July.
    46. Jeitschko, Thomas D. & Jeung, Shin Dong, 2005. "Incentives for risk-taking in banking - A unified approach," Journal of Banking & Finance, Elsevier, vol. 29(3), pages 759-777, March.
    47. Sean Foley & Jonathan R Karlsen & Tālis J Putniņš, 2019. "Sex, Drugs, and Bitcoin: How Much Illegal Activity Is Financed through Cryptocurrencies?," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1798-1853.
    48. Mark A Chen & Qinxi Wu & Baozhong Yang, 2019. "How Valuable Is FinTech Innovation?," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 2062-2106.
    49. Anagnostopoulos, Ioannis, 2018. "Fintech and regtech: Impact on regulators and banks," Journal of Economics and Business, Elsevier, vol. 100(C), pages 7-25.
    50. Petter Gottschalk & Geoff Dean, 2009. "A review of organised crime in electronic finance," International Journal of Electronic Finance, Inderscience Enterprises Ltd, vol. 3(1), pages 46-63.
    51. Jiménez, Gabriel & Lopez, Jose A. & Saurina, Jesús, 2013. "How does competition affect bank risk-taking?," Journal of Financial Stability, Elsevier, vol. 9(2), pages 185-195.
    52. Craig Doidge & Alexander Dyck, 2015. "Taxes and Corporate Policies: Evidence from a Quasi Natural Experiment," Journal of Finance, American Finance Association, vol. 70(1), pages 45-89, February.
    53. Hou, Xiaohui & Gao, Zhixian & Wang, Qing, 2016. "Internet finance development and banking market discipline: Evidence from China," Journal of Financial Stability, Elsevier, vol. 22(C), pages 88-100.
    54. Bernardo Nicoletti, 2017. "The Future of FinTech," Palgrave Studies in Financial Services Technology, Palgrave Macmillan, number 978-3-319-51415-4, March.
    55. Boris Vallée & Yao Zeng, 2019. "Marketplace Lending: A New Banking Paradigm?," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1939-1982.
    56. David De Angelis & Gustavo Grullon & Sébastien Michenaud, 2017. "The Effects of Short-Selling Threats on Incentive Contracts: Evidence from an Experiment," The Review of Financial Studies, Society for Financial Studies, vol. 30(5), pages 1627-1659.
    57. Begenau, Juliane & Farboodi, Maryam & Veldkamp, Laura, 2018. "Big data in finance and the growth of large firms," Journal of Monetary Economics, Elsevier, vol. 97(C), pages 71-87.
    58. Jiang, Chunxia & Yao, Shujie & Feng, Genfu, 2013. "Bank ownership, privatization, and performance: Evidence from a transition country," Journal of Banking & Finance, Elsevier, vol. 37(9), pages 3364-3372.
    59. Khan, Muhammad Saifuddin & Scheule, Harald & Wu, Eliza, 2017. "Funding liquidity and bank risk taking," Journal of Banking & Finance, Elsevier, vol. 82(C), pages 203-216.
    60. Irani, Rustom M. & Oesch, David, 2013. "Monitoring and corporate disclosure: Evidence from a natural experiment," Journal of Financial Economics, Elsevier, vol. 109(2), pages 398-418.
    61. Kevin C. Murdock & Thomas F. Hellmann & Joseph E. Stiglitz, 2000. "Liberalization, Moral Hazard in Banking, and Prudential Regulation: Are Capital Requirements Enough?," American Economic Review, American Economic Association, vol. 90(1), pages 147-165, March.
    62. Kopecky, Kenneth J. & VanHoose, David, 2004. "A model of the monetary sector with and without binding capital requirements," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 633-646, March.
    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. Geng, Hongyan & Guo, Pin & Cheng, Maoyong, 2023. "The dark side of bank FinTech: Evidence from a transition economy," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1811-1830.
    2. Bongiovanni, Alessio & Reghezza, Alessio & Santamaria, Riccardo & Williams, Jonathan, 2021. "Do negative interest rates affect bank risk-taking?," Journal of Empirical Finance, Elsevier, vol. 63(C), pages 350-364.
    3. Guo, Junyan & Fang, Hanqing & Liu, Xuexin & Wang, Cizhi & Wang, Yuan, 2023. "FinTech and financing constraints of enterprises: Evidence from China," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 82(C).
    4. 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).
    5. El Moussawi, Chawki & Mansour, Rana, 2022. "Competition, cost efficiency and stability of banks in the MENA region," The Quarterly Review of Economics and Finance, Elsevier, vol. 84(C), pages 143-170.
    6. Ji, Yu & Shi, Lina & Zhang, Shunming, 2022. "Digital finance and corporate bankruptcy risk: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 72(C).
    7. Jeon, Bang Nam & Wu, Ji & Chen, Limei & Chen, Minghua, 2020. "Diversification, efficiency and risk of banks: New consolidating evidence from emerging economies," School of Economics Working Paper Series 2020-10, LeBow College of Business, Drexel University.
    8. Hongyan Geng & Maoyong Cheng & Junrui Zhang, 2021. "Effects of wealth management products on bank risk in China: The role of audit committee effectiveness," Pacific Economic Review, Wiley Blackwell, vol. 26(5), pages 575-616, December.
    9. Hong, Liu & Nikbakht, Ehsan & Zhou, Tianpeng, 2023. "Does product market competition affect the adoption of FinTech by non-financial firms?," Finance Research Letters, Elsevier, vol. 54(C).
    10. 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.
    11. Christian Haddad & Lars Hornuf, 2021. "The Impact of Fintech Startups on Financial Institutions' Performance and Default Risk," CESifo Working Paper Series 9050, CESifo.
    12. Huang, Yiping & Li, Xiang & Wang, Chu, 2021. "What does peer-to-peer lending evidence say about the Risk-Taking Channel of monetary policy?," Journal of Corporate Finance, Elsevier, vol. 66(C).
    13. Guo, Pin & Zhang, Cheng, 2023. "The impact of bank FinTech on liquidity creation: Evidence from China," Research in International Business and Finance, Elsevier, vol. 64(C).
    14. Laxmi Koju & Ram Koju & Shouyang Wang, 2018. "Does Banking Management Affect Credit Risk? Evidence from the Indian Banking System," IJFS, MDPI, vol. 6(3), pages 1-11, July.
    15. Syed Moudud-Ul-Huq, 2021. "The Impact of Business Cycle on Banks’ Capital Buffer, Risk and Efficiency: A Dynamic GMM Approach from a Developing Economy," Global Business Review, International Management Institute, vol. 22(4), pages 921-940, August.
    16. Qian Chen & Chuang Shen, 2024. "How FinTech Affects Bank Systemic Risk: Evidence from China," Journal of Financial Services Research, Springer;Western Finance Association, vol. 65(1), pages 77-101, February.
    17. Cuadros-Solas, Pedro J. & Cubillas, Elena & Salvador, Carlos & Suárez, Nuria, 2024. "Digital disruptors at the gate. Does FinTech lending affect bank market power and stability?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 92(C).
    18. Biswa Swarup Misra & Paolo Coccorese, 2022. "Market power, efficiency and stability of Indian banks," Economic Change and Restructuring, Springer, vol. 55(4), pages 2263-2292, November.
    19. 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).
    20. Dulani Jayasuriya Daluwathumullagamage & Alexandra Sims, 2021. "Fantastic Beasts: Blockchain Based Banking," JRFM, MDPI, vol. 14(4), pages 1-43, April.

    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:pacfin:v:63:y:2020:i:c:s0927538x19307607. 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/pacfin .

    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.