IDEAS home Printed from https://ideas.repec.org/a/eee/chieco/v94y2025ipbs1043951x25002342.html

Can digital transformation expand the boundaries of the earnings potential of commercial banks? Evidence from China

Author

Listed:
  • Zhu, Ning
  • Ma, Biyin
  • Wang, Bing
  • Tang, Xuan
  • Yu, Zhiqian

Abstract

Digital transformation (DT), as a multidimensional indicator for reshaping the profitability models of commercial banks, has become the focus of attention in the banking sector. This paper models a two-stage banking technology that incorporates DT as an intermediate variable to measure its effects on banking earning potential (EP). Moreover, nonparametric local polynomial regression and coupling analysis are adopted to examine the mechanism through which DT affects banking EP. Additionally, a comparative analysis is conducted to assess the heterogeneous effects of three subdimensions of DT and three bank types. For the empirical analysis, 175 Chinese commercial banks are used as samples for the period 2010–2021. DT has a nonlinear positive effect on banking EP, with state-owned commercial banks outperforming joint-stock commercial banks and small commercial banks. However, there are potential conflicts among the three subdimensions of DT. With respect to the disaggregation of banking EP, DT expands banking EP primarily by increasing potential profits. However, DT has the potential to increase the degree of credit risk exposure associated with nonperforming loans. Finally, sensitivity analysis confirms the stability of the results and calculates the importance of each variable in shaping banking EP. This paper can provide theoretical insights and practical guidance for Chinese commercial banks in optimizing DT strategies while balancing profitability enhancement with risk management.

Suggested Citation

  • Zhu, Ning & Ma, Biyin & Wang, Bing & Tang, Xuan & Yu, Zhiqian, 2025. "Can digital transformation expand the boundaries of the earnings potential of commercial banks? Evidence from China," China Economic Review, Elsevier, vol. 94(PB).
  • Handle: RePEc:eee:chieco:v:94:y:2025:i:pb:s1043951x25002342
    DOI: 10.1016/j.chieco.2025.102576
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1043951X25002342
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.chieco.2025.102576?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Fare, Rolf & Grosskopf, Shawna, 1996. "Productivity and intermediate products: A frontier approach," Economics Letters, Elsevier, vol. 50(1), pages 65-70, January.
    2. Tang, Kin Leong & Ooi, Chee Keong & Chong , Jia Bao, 2020. "Perceived Risk Factors Affect Intention To Use FinTech," Journal of Accounting and Finance in Emerging Economies, CSRC Publishing, Center for Sustainability Research and Consultancy Pakistan, vol. 6(2), pages 453-463, June.
    3. Xin Li, 2025. "Impact of fintech on bank risks: the role of bank digital transformation," Applied Economics Letters, Taylor & Francis Journals, vol. 32(6), pages 895-899, March.
    4. Lesley Potters, 2009. "R&D in low-tech sectors," JRC Working Papers on Corporate R&D and Innovation 2009-8, Joint Research Centre.
    5. Paradi, Joseph C. & Zhu, Haiyan, 2013. "A survey on bank branch efficiency and performance research with data envelopment analysis," Omega, Elsevier, vol. 41(1), pages 61-79.
    6. Yao, Meifang & Di, He & Zheng, Xianrong & Xu, Xiaobo, 2018. "Impact of payment technology innovations on the traditional financial industry: A focus on China," Technological Forecasting and Social Change, Elsevier, vol. 135(C), pages 199-207.
    7. Léopold Simar & Paul Wilson, 2011. "Two-stage DEA: caveat emptor," Journal of Productivity Analysis, Springer, vol. 36(2), pages 205-218, October.
    8. Zhu, Ning & Wu, Yanrui & Wang, Bing & Yu, Zhiqian, 2019. "Risk preference and efficiency in Chinese banking," China Economic Review, Elsevier, vol. 53(C), pages 324-341.
    9. Peterson K. Ozili, 2018. "Impact of digital finance on financial inclusion and stability," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 18(4), pages 329-340, December.
    10. Jun Gao & Ning Xu & Ju Zhou, 2023. "Does Digital Transformation Contribute to Corporate Carbon Emissions Reduction? Empirical Evidence from China," Sustainability, MDPI, vol. 15(18), pages 1-20, September.
    11. Wang, Haijun & Mao, Kunyuan & Wu, Wanting & Luo, Haohan, 2023. "Fintech inputs, non-performing loans risk reduction and bank performance improvement," International Review of Financial Analysis, Elsevier, vol. 90(C).
    12. Inese Mavlutova & Aivars Spilbergs & Atis Verdenhofs & Andris Natrins & Ilja Arefjevs & Tatjana Volkova, 2022. "Digital Transformation as a Driver of the Financial Sector Sustainable Development: An Impact on Financial Inclusion and Operational Efficiency," Sustainability, MDPI, vol. 15(1), pages 1-24, December.
    13. Beccalli, Elena, 2007. "Does IT investment improve bank performance? Evidence from Europe," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 2205-2230, July.
    14. Chen, Zhenyun & Li, Huxing & Wang, Tianbo & Wu, Junxian, 2023. "How digital transformation affects bank risk: Evidence from listed Chinese banks," Finance Research Letters, Elsevier, vol. 58(PA).
    15. Llopis-Albert, Carlos & Rubio, Francisco & Valero, Francisco, 2021. "Impact of digital transformation on the automotive industry," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    16. Gebauer, Heiko & Fleisch, Elgar & Lamprecht, Claudio & Wortmann, Felix, 2020. "Growth paths for overcoming the digitalization paradox," Business Horizons, Elsevier, vol. 63(3), pages 313-323.
    17. Boussemart, Jean-Philippe & Leleu, Hervé & Shen, Zhiyang & Vardanyan, Michael & Zhu, Ning, 2019. "Decomposing banking performance into economic and credit risk efficiencies," European Journal of Operational Research, Elsevier, vol. 277(2), pages 719-726.
    18. Matt, C. & Hess, Thomas & Benlian, Alexander, 2015. "Digital Transformation Strategies," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 75002, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    19. 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).
    20. Subhash C. Ray, 1991. "Resource-Use Efficiency in Public Schools: A Study of Connecticut Data," Management Science, INFORMS, vol. 37(12), pages 1620-1628, December.
    21. Ye Guo & Chen Liang, 2016. "Blockchain application and outlook in the banking industry," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 2(1), pages 1-12, December.
    22. Ozili, Peterson Kitakogelu, 2018. "Impact of Digital Finance on Financial Inclusion and Stability," MPRA Paper 84771, University Library of Munich, Germany.
    23. Ning Zhu & Gary D. Ferrier & Michael Vardanyan & Zhiyang Shen, 2025. "Measuring potential profit gains using a multi-stage production technology: evidence from the Chinese banking industry," Applied Economics, Taylor & Francis Journals, vol. 57(29), pages 4242-4262, June.
    24. Trang Doan Do & Ha An Thi Pham & Eleftherios I. Thalassinos & Hoang Anh Le, 2022. "The Impact of Digital Transformation on Performance: Evidence from Vietnamese Commercial Banks," JRFM, MDPI, vol. 15(1), pages 1-15, January.
    25. 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.
    26. Papanikolaou, Nikolaos I. & Wolff, Christian C.P., 2014. "The role of on- and off-balance-sheet leverage of banks in the late 2000s crisis," Journal of Financial Stability, Elsevier, vol. 14(C), pages 3-22.
    27. Ding, Qiaoying & He, Wensheng, 2023. "Digital transformation, monetary policy and risk-taking of banks," Finance Research Letters, Elsevier, vol. 55(PB).
    28. Gong, Cheng & Ribiere, Vincent, 2021. "Developing a unified definition of digital transformation," Technovation, Elsevier, vol. 102(C).
    29. Weilin Fan & Haoqiang Wu & Ying Liu & Stefan Cristian Gherghina, 2022. "Does Digital Finance Induce Improved Financing for Green Technological Innovation in China?," Discrete Dynamics in Nature and Society, Hindawi, vol. 2022, pages 1-12, March.
    30. Jinkai Liang & Ke Du & Dandan Chen, 2023. "The Effect of Digitalization on Ambidextrous Innovation in Manufacturing Enterprises: A Perspective of Empowering and Enabling," Sustainability, MDPI, vol. 15(16), pages 1-23, August.
    31. Ahamed, M. Mostak & Mallick, Sushanta K., 2019. "Is financial inclusion good for bank stability? International evidence," Journal of Economic Behavior & Organization, Elsevier, vol. 157(C), pages 403-427.
    32. Matt, C. & Hess, Thomas & Benlian, Alexander, 2015. "Digital Transformation Strategies," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 75202, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    33. Simon H. Kwan, 1998. "Securities activities by commercial banking firms' Section 20 subsidiaries: risk, return and diversification benefits," Working Papers in Applied Economic Theory 98-10, Federal Reserve Bank of San Francisco.
    34. Sascha Kraus & Paul Jones & Norbert Kailer & Alexandra Weinmann & Nuria Chaparro-Banegas & Norat Roig-Tierno, 2021. "Digital Transformation: An Overview of the Current State of the Art of Research," SAGE Open, , vol. 11(3), pages 21582440211, September.
    35. Emil Lucian Crișan & Liana Stanca, 2021. "The digital transformation of management consulting companies: a qualitative comparative analysis of Romanian industry," Information Systems and e-Business Management, Springer, vol. 19(4), pages 1143-1173, December.
    36. Lihua Zuo & Jack Strauss & Lijuan Zuo, 2021. "The Digitalization Transformation of Commercial Banks and Its Impact on Sustainable Efficiency Improvements through Investment in Science and Technology," Sustainability, MDPI, vol. 13(19), pages 1-17, October.
    37. Christian Matt & Thomas Hess & Alexander Benlian, 2015. "Digital Transformation Strategies," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 57(5), pages 339-343, October.
    38. Fan Yang & Tajul Ariffin Masron, 2024. "Does financial inclusion moderate the effect of digital transformation on banks’ proportion of non-interest income in China?," Economic Change and Restructuring, Springer, vol. 57(3), pages 1-24, June.
    39. Florian Diener & Miroslav Špaček, 2021. "Digital Transformation in Banking: A Managerial Perspective on Barriers to Change," Sustainability, MDPI, vol. 13(4), pages 1-27, February.
    40. 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).
    41. Li, Shibin & Wang, Qian, 2023. "Green finance policy and digital transformation of heavily polluting firms: Evidence from China," Finance Research Letters, Elsevier, vol. 55(PA).
    42. Julián Chaparro-Peláez & Emiliano Acquila-Natale & Ángel Hernández-García & Santiago Iglesias-Pradas, 2020. "The Digital Transformation of the Retail Electricity Market in Spain," Energies, MDPI, vol. 13(8), pages 1-18, April.
    43. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    44. Xavier Vives, 2019. "Digital Disruption in Banking," Annual Review of Financial Economics, Annual Reviews, vol. 11(1), pages 243-272, December.
    45. Lan Nguyen-Thi-Huong & Hung Nguyen-Viet & Anh Nguyen-Phuong & Duy Van Nguyen, 2023. "How does digital transformation impact bank performance?," Cogent Economics & Finance, Taylor & Francis Journals, vol. 11(1), pages 2217582-221, December.
    46. Asmild, Mette & Matthews, Kent, 2012. "Multi-directional efficiency analysis of efficiency patterns in Chinese banks 1997–2008," European Journal of Operational Research, Elsevier, vol. 219(2), pages 434-441.
    47. Dorian Proksch & Anna Frieda Rosin & Stephan Stubner & Andreas Pinkwart, 2024. "The influence of a digital strategy on the digitalization of new ventures: The mediating effect of digital capabilities and a digital culture," Journal of Small Business Management, Taylor & Francis Journals, vol. 62(1), pages 1-29, January.
    48. Barros, Carlos Pestana & Managi, Shunsuke & Matousek, Roman, 2012. "The technical efficiency of the Japanese banks: Non-radial directional performance measurement with undesirable output," Omega, Elsevier, vol. 40(1), pages 1-8, January.
    49. Premkumar, G. & Roberts, Margaret, 1999. "Adoption of new information technologies in rural small businesses," Omega, Elsevier, vol. 27(4), pages 467-484, August.
    50. Aytekin Ertan & Maria Loumioti & Regina Wittenberg‐Moerman, 2017. "Enhancing Loan Quality Through Transparency: Evidence from the European Central Bank Loan Level Reporting Initiative," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 55(4), pages 877-918, September.
    51. Xinran Cao & Boyu Han & Yiping Huang & Xuanli Xie, 2022. "Digital Transformation and Risk Differentiation in the Banking Industry: Evidence from Chinese Commercial Banks," Asian Economic Papers, MIT Press, vol. 21(3), pages 1-21, Fall.
    52. Citterio, Alberto & King, Timothy & Locatelli, Rossella, 2024. "Is digital transformation profitable for banks? Evidence from Europe," Finance Research Letters, Elsevier, vol. 70(C).
    53. 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.
    54. John Staudenmayer & David Ruppert, 2004. "Local polynomial regression and simulation–extrapolation," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 66(1), pages 17-30, February.
    55. Zhiying Ji & Tingyu Zhou & Qian Zhang, 2023. "The Impact of Digital Transformation on Corporate Sustainability: Evidence from Listed Companies in China," Sustainability, MDPI, vol. 15(3), pages 1-19, January.
    56. Song, Jiayi, 2024. "Corporate ESG performance and human capital investment efficiency," Finance Research Letters, Elsevier, vol. 62(PB).
    57. Xiang, Xiandeng & Jiang, Lan, 2023. "Digitalisation and commercial bank performance: A test of heterogeneity from Chinese commercial banks," Finance Research Letters, Elsevier, vol. 58(PA).
    58. Pastor, J. T. & Ruiz, J. L. & Sirvent, I., 1999. "An enhanced DEA Russell graph efficiency measure," European Journal of Operational Research, Elsevier, vol. 115(3), pages 596-607, June.
    59. Murty, Sushama & Robert Russell, R. & Levkoff, Steven B., 2012. "On modeling pollution-generating technologies," Journal of Environmental Economics and Management, Elsevier, vol. 64(1), pages 117-135.
    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. Li, Yawen & Xia, Yufei & Sun, Zongting & Sun, Naili, 2025. "Does digital transformation affect systemic risk? Evidence from the banking sector in China," International Review of Financial Analysis, Elsevier, vol. 102(C).
    2. Zhu, Ning & Ma, Biyin & Liu, Huan & Wang, Bing & Yu, Zhiqian, 2025. "Is ESG beneficial to banking potential gains? Evidence from Chinese banks," Finance Research Letters, Elsevier, vol. 85(PE).
    3. Zhiyang Shen & Jingyun Li & Michael Vardanyan & Bo Wang, 2025. "Nonparametric shadow pricing of non-performing loans: a study of the Chinese banking sector," Annals of Operations Research, Springer, vol. 352(3), pages 809-833, September.
    4. Jie, Honglan & Gooi, Leong Mow & Lou, Yanchun, 2025. "Digital maturity, dynamic capabilities and innovation performance in high-tech SMEs," International Review of Economics & Finance, Elsevier, vol. 99(C).
    5. Jinkai Liang & Ke Du & Dandan Chen, 2023. "The Effect of Digitalization on Ambidextrous Innovation in Manufacturing Enterprises: A Perspective of Empowering and Enabling," Sustainability, MDPI, vol. 15(16), pages 1-23, August.
    6. Pham, Dung Thi Ngoc, 2026. "The nonlinear fintech-financial stability nexus in Asia-Pacific and the Middle East: When institutional quality and financial efficiency matter," Research in International Business and Finance, Elsevier, vol. 81(C).
    7. Wang, Xiaodong & Deng, Yunfeng & Mao, Xiaomeng, 2025. "The impact of bank digital transformation on enterprises digital technology innovation in China," International Review of Financial Analysis, Elsevier, vol. 102(C).
    8. Singh, Shiwangi & Sharma, Meenakshi & Dhir, Sanjay, 2021. "Modeling the effects of digital transformation in Indian manufacturing industry," Technology in Society, Elsevier, vol. 67(C).
    9. Merín-Rodrigáñez, Joan & Dasí, Àngels & Alegre, Joaquín, 2024. "Digital transformation and firm performance in innovative SMEs: The mediating role of business model innovation," Technovation, Elsevier, vol. 134(C).
    10. Xiang, Xiandeng & Jiang, Lan, 2023. "Digitalisation and commercial bank performance: A test of heterogeneity from Chinese commercial banks," Finance Research Letters, Elsevier, vol. 58(PA).
    11. Mergoni, Anna & Emrouznejad, Ali & De Witte, Kristof, 2025. "Fifty years of Data Envelopment Analysis," European Journal of Operational Research, Elsevier, vol. 326(3), pages 389-412.
    12. Fan Yang & Tajul Ariffin Masron, 2024. "The effect of digital transformation on the cost of China commercial banks," SN Business & Economics, Springer, vol. 4(5), pages 1-21, May.
    13. Mishra, Deepa Bhatt & Haider, Imran & Gunasekaran, Angappa & Sakib, Md. Nazmus & Malik, Nishtha & Rana, Nripendra P., 2023. "“Better together”: Right blend of business strategy and digital transformation strategies," International Journal of Production Economics, Elsevier, vol. 266(C).
    14. Fukuyama, Hirofumi & Tan, Yong, 2022. "Implementing strategic disposability for performance evaluation: Innovation, stability, profitability and corporate social responsibility in Chinese banking," European Journal of Operational Research, Elsevier, vol. 296(2), pages 652-668.
    15. Shen, Chuang & Wu, Junyi & Li, Ying & Chen, Qian, 2025. "Does digital transformation improve the cost efficiency of commercial banks? Evidence from China," Finance Research Letters, Elsevier, vol. 73(C).
    16. Lykourentzou, Maria Anna & Apostolopoulos, Nikolaos & Dabić, Marina & Liargovas, Panagiotis & Tekavčič, Metka, 2025. "Assessing the role of human factor in digital transformation projects: A systematic literature review and research agenda," Technology in Society, Elsevier, vol. 82(C).
    17. Wu, Xin & Jin, Tianhe & Yang, Keng & Qi, Hanying, 2023. "The impact of bank FinTech on commercial banks' risk-taking in China," International Review of Financial Analysis, Elsevier, vol. 90(C).
    18. Mauro, Marianna & Noto, Guido & Prenestini, Anna & Sarto, Fabrizia, 2024. "Digital transformation in healthcare: Assessing the role of digital technologies for managerial support processes," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
    19. Ghauri, Muhammad Aurang Zaib & Mudassar, Minza & Audi, Marc, 2025. "From Technology Adoption to Strategic Coherence: The Role of Digitalization in Industrial Growth in Developing Countries," MPRA Paper 126074, University Library of Munich, Germany.
    20. Nan Chao & Yu Zhou & Haifen Yang, 2024. "Digital Transformation of Rural Banks: Scale Development and Validation," SAGE Open, , vol. 14(4), pages 21582440241, December.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    JEL classification:

    • C61 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Optimization Techniques; Programming Models; Dynamic Analysis
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

    Statistics

    Access and download statistics

    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:chieco:v:94:y:2025:i:pb:s1043951x25002342. 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/chieco .

    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.