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Does fintech innovation improve bank efficiency? Evidence from China’s banking industry

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  • Lee, Chi-Chuan
  • Li, Xinrui
  • Yu, Chin-Hsien
  • Zhao, Jinsong

Abstract

This paper examines whether the development of the financial technology (fintech) industry affects cost efficiency and the technology adopted for China’s banking industry over the period 2003–2017. Fintech industry development indices are constructed using fintech enterprise-level data, and these indices measure the development extent of entire fintech industry and four sub-industries including (1) credit, deposit and capital–raising services, ​(2) payment, clearing and settlement services, (3) ​investment management services ​and ​(4) market support services. The relevant efficiency scores for Chinese banks under different ownership structures are measured by applying the stochastic metafrontier approach. The results show that state-owned commercial banks have the lowest cost efficiency and operate under inferior technology. When considering the influence of fintech development, fintech innovations not only improve the cost efficiency of banks, but also enhance the technology used by banks. This double beneficial effect is more significant in the case of market support service innovations.

Suggested Citation

  • 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.
  • Handle: RePEc:eee:reveco:v:74:y:2021:i:c:p:468-483
    DOI: 10.1016/j.iref.2021.03.009
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    as
    1. W. Scott Frame & Lawrence J. White, 2004. "Empirical Studies of Financial Innovation: Lots of Talk, Little Action?," Journal of Economic Literature, American Economic Association, vol. 42(1), pages 116-144, March.
    2. Lee, Chi-Chuan & Lee, Chien-Chiang, 2019. "Oil price shocks and Chinese banking performance: Do country risks matter?," Energy Economics, Elsevier, vol. 77(C), pages 46-53.
    3. 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.
    4. Gordon M. Phillips & Alexei Zhdanov, 2013. "R&D and the Incentives from Merger and Acquisition Activity," The Review of Financial Studies, Society for Financial Studies, vol. 26(1), pages 34-78.
    5. Lee, Chi-Chuan & Huang, Tai-Hsin, 2016. "Productivity changes in pre-crisis Western European banks: Does scale effect really matter?," The North American Journal of Economics and Finance, Elsevier, vol. 36(C), pages 29-48.
    6. repec:oup:rfinst:v:26:y::i:1:p:34-78 is not listed on IDEAS
    7. Cliff Huang & Tai-Hsin Huang & Nan-Hung Liu, 2014. "A new approach to estimating the metafrontier production function based on a stochastic frontier framework," Journal of Productivity Analysis, Springer, vol. 42(3), pages 241-254, December.
    8. J.A. Bikker & L. Spierdijk & P. Finnie, 2007. "The Impact of Market Structure, Contestability and Institutional Environment on Banking Competition," Working Papers 07-29, Utrecht School of Economics.
    9. Berger, Allen N, 2003. "The Economic Effects of Technological Progress: Evidence from the Banking Industry," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(2), pages 141-176, April.
    10. Scott, Susan V. & Van Reenen, John & Zachariadis, Markos, 2017. "The long-term effect of digital innovation on bank performance: An empirical study of SWIFT adoption in financial services," Research Policy, Elsevier, vol. 46(5), pages 984-1004.
    11. Markus K. Brunnermeier, 2009. "Deciphering the Liquidity and Credit Crunch 2007-2008," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 77-100, Winter.
    12. Mark Grinblatt & Francis A. Longstaff, 2000. "Financial Innovation and the Role of Derivative Securities: An Empirical Analysis of the Treasury STRIPS Program," Journal of Finance, American Finance Association, vol. 55(3), pages 1415-1436, June.
    13. Lev Bromberg & Andrew Godwin & Ian Ramsay, 2018. "Cross-border cooperation in financial regulation: crossing the Fintech bridge," Capital Markets Law Journal, Oxford University Press, vol. 13(1), pages 59-84.
    14. 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.
    15. Huang, Tai-Hsin & Lin, Chung-I & Chen, Kuan-Chen, 2017. "Evaluating efficiencies of Chinese commercial banks in the context of stochastic multistage technologies," Pacific-Basin Finance Journal, Elsevier, vol. 41(C), pages 93-110.
    16. Jonathan Chiu & Thorsten V. Koeppl, 2017. "The Economics Of Cryptocurrencies - Bitcoin And Beyond," Working Paper 1389, Economics Department, Queen's University.
    17. Mester, Loretta J., 1993. "Efficiency in the savings and loan industry," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 267-286, April.
    18. Berger, Allen N. & Hasan, Iftekhar & Zhou, Mingming, 2009. "Bank ownership and efficiency in China: What will happen in the world's largest nation?," Journal of Banking & Finance, Elsevier, vol. 33(1), pages 113-130, January.
    19. Dan Luo & Shujie Yao, 2010. "World financial crisis and the rise of Chinese commercial banks: an efficiency analysis using DEA," Applied Financial Economics, Taylor & Francis Journals, vol. 20(19), pages 1515-1530.
    20. Dong, Yizhe & Meng, Chao & Firth, Michael & Hou, Wenxuan, 2014. "Ownership structure and risk-taking: Comparative evidence from private and state-controlled banks in China," International Review of Financial Analysis, Elsevier, vol. 36(C), pages 120-130.
    21. Lu, Yunlin & Guo, Haifeng & Kao, Erin H. & Fung, Hung-Gay, 2015. "Shadow banking and firm financing in China," International Review of Economics & Finance, Elsevier, vol. 36(C), pages 40-53.
    22. Dynan, Karen E. & Elmendorf, Douglas W. & Sichel, Daniel E., 2006. "Can financial innovation help to explain the reduced volatility of economic activity?," Journal of Monetary Economics, Elsevier, vol. 53(1), pages 123-150, January.
    23. Lee, Chi-Chuan & Huang, Tai-Hsin, 2017. "Cost efficiency and technological gap in Western European banks: A stochastic metafrontier analysis," International Review of Economics & Finance, Elsevier, vol. 48(C), pages 161-178.
    24. Berger, Allen N. & Mester, Loretta J., 1997. "Inside the black box: What explains differences in the efficiencies of financial institutions?," Journal of Banking & Finance, Elsevier, vol. 21(7), pages 895-947, July.
    25. Casu, Barbara & Ferrari, Alessandra & Girardone, Claudia & Wilson, John O.S., 2016. "Integration, productivity and technological spillovers: Evidence for eurozone banking industries," European Journal of Operational Research, Elsevier, vol. 255(3), pages 971-983.
    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. Clarke, George R.G. & Cull, Robert & Shirley, Mary M., 2005. "Bank privatization in developing countries: A summary of lessons and findings," Journal of Banking & Finance, Elsevier, vol. 29(8-9), pages 1905-1930, August.
    28. Tai-Hsin Huang & Chung-Hua Shen & Kuan-Chen Chen & Shen-Ju Tseng, 2011. "Measuring technical and allocative efficiencies for banks in the transition countries using the Fourier flexible cost function," Journal of Productivity Analysis, Springer, vol. 35(2), pages 143-157, April.
    29. Lee, In & Shin, Yong Jae, 2018. "Fintech: Ecosystem, business models, investment decisions, and challenges," Business Horizons, Elsevier, vol. 61(1), pages 35-46.
    30. Chen, Xiaogang & Skully, Michael & Brown, Kym, 2005. "Banking efficiency in China: Application of DEA to pre- and post-deregulation eras: 1993-2000," China Economic Review, Elsevier, vol. 16(3), pages 229-245.
    31. Kontolaimou, Alexandra & Tsekouras, Kostas, 2010. "Are cooperatives the weakest link in European banking? A non-parametric metafrontier approach," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1946-1957, August.
    32. Battese, G E & Coelli, T J, 1995. "A Model for Technical Inefficiency Effects in a Stochastic Frontier Production Function for Panel Data," Empirical Economics, Springer, vol. 20(2), pages 325-332.
    33. 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.
    34. Chien-Chiang Lee & Shao-Lin Ning & Chi-Chuan Lee, 2015. "How does Bank Capital Affect Bank Profitability and Risk? Evidence from China's WTO Accession," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 23(4), pages 19-39, July.
    35. Freixas, Xavier & Laeven, Luc & Peydró, José-Luis, 2015. "Systemic Risk, Crises, and Macroprudential Regulation," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262028697, December.
    36. Wang, Ke & Huang, Wei & Wu, Jie & Liu, Ying-Nan, 2014. "Efficiency measures of the Chinese commercial banking system using an additive two-stage DEA," Omega, Elsevier, vol. 44(C), pages 5-20.
    37. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    38. Berger, Allen N. & Hancock, Diana & Humphrey, David B., 1993. "Bank efficiency derived from the profit function," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 317-347, April.
    39. Sanjeev Dewan & Kenneth L. Kraemer, 2000. "Information Technology and Productivity: Evidence from Country-Level Data," Management Science, INFORMS, vol. 46(4), pages 548-562, April.
    40. 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.
    41. Sanyal, Paroma & Shankar, Rashmi, 2011. "Ownership, competition, and bank productivity: An analysis of Indian banking in the post-reform period," International Review of Economics & Finance, Elsevier, vol. 20(2), pages 225-247, April.
    42. Kounetas, Konstantinos & Mourtos, Ioannis & Tsekouras, Konstantinos, 2009. "Efficiency decompositions for heterogeneous technologies," European Journal of Operational Research, Elsevier, vol. 199(1), pages 209-218, November.
    43. Eling, Martin & Luhnen, Michael, 2010. "Efficiency in the international insurance industry: A cross-country comparison," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1497-1509, July.
    44. Chi‐Chuan Lee & Tai‐Hsin Huang, 2019. "What Causes The Efficiency And The Technology Gap Under Different Ownership Structures In The Chinese Banking Industry?," Contemporary Economic Policy, Western Economic Association International, vol. 37(2), pages 332-348, April.
    45. Robert C. Merton, 1992. "Financial Innovation And Economic Performance," Journal of Applied Corporate Finance, Morgan Stanley, vol. 4(4), pages 12-22, January.
    46. Bruno Cassiman & Reinhilde Veugelers, 2006. "In Search of Complementarity in Innovation Strategy: Internal R& D and External Knowledge Acquisition," Management Science, INFORMS, vol. 52(1), pages 68-82, January.
    47. Laurent Weill, 2004. "Measuring Cost Efficiency in European Banking: A Comparison of Frontier Techniques," Journal of Productivity Analysis, Springer, vol. 21(2), pages 133-152, March.
    48. Francesca Arnaboldi & Bruno Rossignoli, 2015. "Financial Innovation in Banking," Palgrave Macmillan Studies in Banking and Financial Institutions, in: Elena Beccalli & Federica Poli (ed.), Bank Risk, Governance and Regulation, chapter 5, pages 127-162, Palgrave Macmillan.
    49. Norden, Lars & Silva Buston, Consuelo & Wagner, Wolf, 2014. "Financial innovation and bank behavior: Evidence from credit markets," Journal of Economic Dynamics and Control, Elsevier, vol. 43(C), pages 130-145.
    50. Drasch, Benedict J. & Schweizer, André & Urbach, Nils, 2018. "Integrating the ‘Troublemakers’: A taxonomy for cooperation between banks and fintechs," Journal of Economics and Business, Elsevier, vol. 100(C), pages 26-42.
    51. Houston, Joel F. & Lin, Chen & Lin, Ping & Ma, Yue, 2010. "Creditor rights, information sharing, and bank risk taking," Journal of Financial Economics, Elsevier, vol. 96(3), pages 485-512, June.
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    More about this item

    Keywords

    Fintech; Cost efficiency; Technology gap ratios; Metafrontier;
    All these keywords.

    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D

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