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Fintech, macroprudential policies and bank risk: Evidence from China

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  • Zhao, Yang
  • Goodell, John W.
  • Wang, Yong
  • Abedin, Mohammad Zoynul

Abstract

We explore the relationship between fintech, macroprudential policies, and commercial bank risk-taking. Based on system generalized method of moment modeling on a panel data of 114 commercial banks in China from 2013 to 2020, results show that there are functional differences in the impact of fintech on bank risk-taking. Payment and settlement technology (PST), capital raising technology (CRT) and investment management technology (IMT) are positively correlated with bank risk-taking. In contrast, market facility technology (MFT) negatively correlates with bank risk-taking. We also find that macroprudential policies weaken the promotion effect of CRT on bank risk-taking and strengthen the inhibition effect of MFT on bank risk-taking while having no significant moderating effect on PST and bank risk, IMT and bank risk. Further, the micro characteristics of banks (capital adequacy ratio, asset scale, liquidity level) affects the moderating strength of macroprudential policies. Various robustness tests confirm our conclusions.

Suggested Citation

  • Zhao, Yang & Goodell, John W. & Wang, Yong & Abedin, Mohammad Zoynul, 2023. "Fintech, macroprudential policies and bank risk: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 87(C).
    • Handle: RePEc:eee:finana:v:87:y:2023:i:c:s1057521923001643
    DOI: 10.1016/j.irfa.2023.102648
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    as
    1. Altunbas, Yener & Binici, Mahir & Gambacorta, Leonardo, 2018. "Macroprudential policy and bank risk," Journal of International Money and Finance, Elsevier, vol. 81(C), pages 203-220.
    2. Lepetit, Laetitia & Strobel, Frank, 2015. "Bank insolvency risk and Z-score measures: A refinement," Finance Research Letters, Elsevier, vol. 13(C), pages 214-224.
    3. Aikman, David & Nelson, Benjamin & Tanaka, Misa, 2015. "Reputation, risk-taking, and macroprudential policy," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 428-439.
    4. Jiafu An & Raghavendra Rau, 2021. "Finance, technology and disruption," The European Journal of Finance, Taylor & Francis Journals, vol. 27(4-5), pages 334-345, March.
    5. Thakor, Anjan, 2020. "Corrigendum to: Fintech and Banking: What Do We Know?," Journal of Financial Intermediation, Elsevier, vol. 43(C).
    6. 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.
    7. Banna, Hasanul & Kabir Hassan, M. & Rashid, Mamunur, 2021. "Fintech-based financial inclusion and bank risk-taking: Evidence from OIC countries," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 75(C).
    8. Ping-Lun Tseng & Wen-Chung Guo, 2022. "Fintech, Credit Market Competition, and Bank Asset Quality," Journal of Financial Services Research, Springer;Western Finance Association, vol. 61(3), pages 285-318, June.
    9. Li, Jianping & Li, Jingyu & Zhu, Xiaoqian & Yao, Yinhong & Casu, Barbara, 2020. "Risk spillovers between FinTech and traditional financial institutions: Evidence from the U.S," International Review of Financial Analysis, Elsevier, vol. 71(C).
    10. Sarlin, Peter, 2016. "Macroprudential oversight, risk communication and visualization," Journal of Financial Stability, Elsevier, vol. 27(C), pages 160-179.
    11. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers 09/02, Institute for Fiscal Studies.
    12. 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.
    13. Luu, Hiep Ngoc & Vo, Xuan Vinh, 2021. "The Impact of Supervisory Stress Tests on Bank Ex-Ante Risk-Taking Behaviour: Empirical Evidence from a Quasi-Natural Experiment," International Review of Financial Analysis, Elsevier, vol. 75(C).
    14. 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.
    15. Gabriele Galati & Richhild Moessner, 2013. "Macroprudential Policy – A Literature Review," Journal of Economic Surveys, Wiley Blackwell, vol. 27(5), pages 846-878, December.
    16. Duan, Yuejiao & El Ghoul, Sadok & Guedhami, Omrane & Li, Haoran & Li, Xinming, 2021. "Bank systemic risk around COVID-19: A cross-country analysis," Journal of Banking & Finance, Elsevier, vol. 133(C).
    17. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers CWP09/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    18. Thakor, Anjan V., 2020. "Fintech and banking: What do we know?," Journal of Financial Intermediation, Elsevier, vol. 41(C).
    19. Meuleman, Elien & Vander Vennet, Rudi, 2020. "Macroprudential policy and bank systemic risk," Journal of Financial Stability, Elsevier, vol. 47(C).
    20. Pérez-Martín, A. & Pérez-Torregrosa, A. & Vaca, M., 2018. "Big Data techniques to measure credit banking risk in home equity loans," Journal of Business Research, Elsevier, vol. 89(C), pages 448-454.
    21. Lee, Chi-Chuan & Li, Xinrui & Yu, Chin-Hsien & Zhao, Jinsong, 2021. "Does fintech innovation improve bank efficiency? Evidence from China’s banking industry," International Review of Economics & Finance, Elsevier, vol. 74(C), pages 468-483.
    22. Zohair Alam & Mr. Adrian Alter & Jesse Eiseman & Mr. Gaston Gelos & Mr. Heedon Kang & Mr. Machiko Narita & Erlend Nier & Naixi Wang, 2019. "Digging Deeper--Evidence on the Effects of Macroprudential Policies from a New Database," IMF Working Papers 2019/066, International Monetary Fund.
    23. Kommel, Karl Arnold & Sillasoo, Martin & Lublóy, Ágnes, 2019. "Could crowdsourced financial analysis replace the equity research by investment banks?," Finance Research Letters, Elsevier, vol. 29(C), pages 280-284.
    24. 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.
    25. Song, Xiang & Wang, Dingyu & Zhang, Xuantao & He, Yuan & Wang, Yong, 2022. "A comparison of the operation of China's carbon trading market and energy market and their spillover effects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    26. Rui Wang & Jiangtao Liu & Hang(Robin) Luo, 2021. "Fintech development and bank risk taking in China," The European Journal of Finance, Taylor & Francis Journals, vol. 27(4-5), pages 397-418, March.
    27. Mohammad Zoynul Abedin & Chi Guotai & Fahmida–E– Moula & A.S.M. Sohel Azad & Mohammed Shamim Uddin Khan, 2019. "Topological applications of multilayer perceptrons and support vector machines in financial decision support systems," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 24(1), pages 474-507, January.
    28. Li, Xingjian & Feng, Hongrui & Zhao, Sebastian & Carter, David A., 2021. "The effect of revenue diversification on bank profitability and risk during the COVID-19 pandemic," Finance Research Letters, Elsevier, vol. 43(C).
    29. Jan Willem Van den End, 2016. "A macroprudential approach to address liquidity risk with the loan-to-deposit ratio," The European Journal of Finance, Taylor & Francis Journals, vol. 22(3), pages 237-253, February.
    30. 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.
    31. Bellardini, Luca & Del Gaudio, Belinda Laura & Previtali, Daniele & Verdoliva, Vincenzo, 2022. "How do banks invest in fintechs? Evidence from advanced economies," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 77(C).
    32. Laeven, Luc & Levine, Ross, 2009. "Bank governance, regulation and risk taking," Journal of Financial Economics, Elsevier, vol. 93(2), pages 259-275, August.
    33. Stephen R. Bond, 2002. "Dynamic panel data models: a guide to micro data methods and practice," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 141-162, August.
    34. Reinhardt, Dennis & Sowerbutts, Rhiannon, 2015. "Regulatory arbitrage in action: evidence from banking flows and macroprudential policy," Bank of England working papers 546, Bank of England.
    35. Cheng, Maoyong & Qu, Yang, 2020. "Does bank FinTech reduce credit risk? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 63(C).
    36. David Roodman, 2006. "How to Do xtabond2," North American Stata Users' Group Meetings 2006 8, Stata Users Group.
    37. Xing Zhang & Fengchao Li & Zhen Li & Yingying Xu, 2018. "Macroprudential Policy, Credit Cycle, and Bank Risk-Taking," Sustainability, MDPI, vol. 10(10), pages 1-18, October.
    38. Zhang, Zan & Hu, Wenjun & Chang, Tsangyao, 2019. "Nonlinear effects of P2P lending on bank loans in a Panel Smooth Transition Regression model," International Review of Economics & Finance, Elsevier, vol. 59(C), pages 468-473.
    39. Flood, M. D. & Jagadish, H. V. & Raschid, L., 2016. "Big data challenges and opportunities in financial stability monitoring," Financial Stability Review, Banque de France, issue 20, pages 129-142, April.
    40. Wang, Yong & Han, Linna & Ma, Xuejiao, 2022. "International tourism and economic vulnerability," Annals of Tourism Research, Elsevier, vol. 94(C).
    41. Brandao-Marques, Luis & Correa, Ricardo & Sapriza, Horacio, 2020. "Government support, regulation, and risk taking in the banking sector," Journal of Banking & Finance, Elsevier, vol. 112(C).
    42. Dinger, Valeriya & te Kaat, Daniel Marcel, 2020. "Cross-border capital flows and bank risk-taking," Journal of Banking & Finance, Elsevier, vol. 117(C).
    43. Gabriele Galati & Richhild Moessner, 2018. "What Do We Know About the Effects of Macroprudential Policy?," Economica, London School of Economics and Political Science, vol. 85(340), pages 735-770, October.
    44. Zhao, Yang & Goodell, John W. & Dong, Qingli & Wang, Yong & Abedin, Mohammad Zoynul, 2022. "Overcoming spatial stratification of fintech inclusion: Inferences from across Chinese provinces to guide policy makers," International Review of Financial Analysis, Elsevier, vol. 84(C).
    45. 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).
    46. Cordella, Tito & Pienknagura, Samuel, 2013. "Macro prudential policies from a micro prudential angle," Policy Research Working Paper Series 6721, The World Bank.
    47. Fethi, Meryem Duygun & Pasiouras, Fotios, 2010. "Assessing bank efficiency and performance with operational research and artificial intelligence techniques: A survey," European Journal of Operational Research, Elsevier, vol. 204(2), pages 189-198, July.
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