FinTech Deployment and Bank Credit to Small and Medium-sized Enterprises: Evidences from Strategic Collaborations Between Small and Medium-sized Banks and FinTech Companies
Cai Kaixing1,2, Jin Xuejun1
1.School of Economics, Zhejiang University, Hangzhou 310058, China 2.Postdoctoral Workstation, Hangzhou United Bank, Hangzhou 310009, China
Abstract:Against the backdrop of the digital age, commercial banks have accelerated their digital transformation in an effort to improve the quality and efficiency of inclusive financial services. Given the limitations in technical resources and capital strength, small-medium banks (SMBs) often need to accelerate the layout of FinTech with the help of third-party forces. However, there is a lack of systematic research on how FinTech can promote inclusive financial services for small and medium-sized banks, especially from the perspective of strategic cooperation.This paper examines the impact of strategic cooperation between SMBs and FinTech companies on the availability of credit to SMEs using unbalanced panel data from 140 small and medium-sized banks from 2010-2022. The findings suggest that strategic cooperation between small and medium-sized banks and FinTech companies can effectively enhance SME credit supply. Mechanism analysis shows that banks’ strategic cooperation is mainly transmitted through the income level channel. Through further examinations of the differences in the impact of different ways, modes and paths of strategic cooperation on SME credit supply, it can be found that, in terms of different cooperation modes and compared with relying solely on FinTech companies to enhance digital technology, strategic cooperation between small and medium-sized banks and FinTech companies in the form of co-construction has a more significant role in promoting SME credit accessibility. From the perspective of different cooperation modes, the strategic cooperation mode of technology introduction and co-built labs or platforms is more effective in promoting SME credit supply. From the perspective of different cooperation paths, strategic cooperation between small and medium-sized banks and FinTech companies in the field of risk control or marketing can effectively enhance the availability of SME credit. In addition, heterogeneity analysis finds that the promotion effect of strategic cooperation between banks and FinTech companies on credit availability of SMBs is more significant among small-sized, highly profitable, and low-risk-tolerant banks.This paper draws the following policy implication (1) SMBs should deepen the concept of strategic cooperation, grasp their own soft information advantages such as geographic location, affinity, and person-to-person relationship, and actively carry out FinTech innovation with the help of third-party technological advantages and innovations, so as to make themselves stand in the competition; (2) SMBs should lay out the FinTech at the right time according to our own situation to ensure that the strategic cooperation will bring substantial improvement for the bank; (3) SMBs should carefully examine our unique business model, market position and technology foundation, choose the right cooperation track and prioritize the solution of core pain points.
蔡凯星, 金雪军. 金融科技布局与中小企业信贷可得性[J]. 浙江大学学报(人文社会科学版), 2025, 55(10): 94-111.
Cai Kaixing, Jin Xuejun. FinTech Deployment and Bank Credit to Small and Medium-sized Enterprises: Evidences from Strategic Collaborations Between Small and Medium-sized Banks and FinTech Companies. JOURNAL OF ZHEJIANG UNIVERSITY, 2025, 55(10): 94-111.
1 宋敏、周鹏、司海涛:《金融科技与企业全要素生产率——“赋能”和信贷配给的视角》,《中国工业经济》2021第4期,第138-155页。 2 谢婼青、李世奇、张美星:《金融科技背景下普惠金融对商业银行盈利能力的影响研究》,《数量经济技术经济研究》2021年第8期,第145-163页。 3 李建军、姜世超:《银行金融科技与普惠金融的商业可持续性——财务增进效应的微观证据》,《经济学(季刊)》2021年第3期,第889-908页。 4 盛天翔、朱政廷、李祎雯:《金融科技与银行小微企业信贷供给:基于贷款技术视角》,《管理科学》2020年第6期,第30-40页。 5 郭丽虹、朱柯达:《金融科技、银行风险与经营业绩——基于普惠金融的视角》,《国际金融研究》2021年第7期,第56-65页。 6 Gomber P., Kauffman R. J. & Parker C. et al., “On the FinTech revolution: interpreting the forces of innovation, disruption, and transformation in financial services,” Journal of Management Information Systems, Vol. 35, No. 1 (2018), pp. 220-265. 7 Thakor A. V., “FinTech and banking: what do we know?” Journal of Financial Intermediation, Vol. 41 (2020), https://doi.org/10.1016/j.jfi.2019.100833. 8 王雁飞:《金融科技如何为普惠金融全面赋能?》,《科技与金融》2021年第4期,第74-80页。 9 王龑、史永东:《科技金融反哺银行业的异质性研究——来自区域性银行的经验证据》,《科学学研究》2017年第12期,第1821-1831页。 10 Tornjanski V., Marinkovi? S. & S?voiu G. et al., “A need for research focus shift: banking industry in the age of digital disruption,” Econophysics, Sociophysics & Other Multidisciplinary Sciences Journal, Vol. 5, No. 3 (2015), pp. 11-15. 11 蒋亮、郭晓蓓、邓金堂等:《普惠金融视角下的小额信贷问题、原因与对策建议》,《西南金融》2021年第1期,第38-49页。 12 郭晔、未钟琴、方颖:《金融科技布局、银行信贷风险与经营绩效——来自商业银行与科技企业战略合作的证据》,《金融研究》2022年第10期,第20-38页。 13 Di Maggio M. & Yao V., “Fintech borrowers: lax screening or cream-skimming?” The Review of Financial Studies, Vol. 34, No. 10 (2021), pp. 4565-4618. 14 李继尊:《关于互联网金融的思考》,《管理世界》2015年第7期,第1-7,16页。 15 Philippon T., “The FinTech opportunity,” https://www.nber.org/papers/w22476, 2024-10-08. 16 Berg T., Burg V. & Gombovi? A. et al., “On the rise of FinTechs: credit scoring using digital footprints,” The Review of Financial Studies, Vol. 33, No. 7 (2020), pp. 2845-2897. 17 Bonner J. M., Kim D. & Cavusgil S. T., “Self-perceived strategic network identity and its effects on market performance in alliance relationships,” Journal of Business Research, Vol. 58, No. 10 (2005), pp. 1371-1380. 18 李春利、高良谋:《区块链技术的本质与社会形塑》,《科学学研究》2024年第5期,第914-921页。 19 Sutherland A., “Does credit reporting lead to a decline in relationship lending? evidence from information sharing technology,” Journal of Accounting and Economics, Vol. 66, No. 1 (2018), pp. 123-141. 20 余明桂、马林、王空:《商业银行数字化转型与劳动力需求:创造还是破坏?》,《管理世界》2022年第10期,第212-230页。 21 Philippon T., “Has the US finance industry become less efficient? on the theory and measurement of financial intermediation,” American Economic Review, Vol. 105, No. 4 (2022), pp. 1408-1438. 22 Fuster A., Plosser M. & Schnabl P. et al., “The role of technology in mortgage lending,” The Review of Financial Studies, Vol. 32, No. 5 (2019), pp. 1854-1899. 23 Gambacorta L., Huang Y. & Qiu H. et al., “How do machine learning and non-traditional data affect credit scoring? new evidence from a Chinese FinTech firm,” Journal of Financial Stability, Vol.73 (2024), https://doi.org/10.1016/j.jfs.2024.101284. 24 谢丹夏、魏文石、李尧等:《数据要素配置、信贷市场竞争与福利分析》,《中国工业经济》2022年第8期,第25-43页。 25 盛天翔、范从来:《金融科技、最优银行业市场结构与小微企业信贷供给》,《金融研究》2020年第6期,第114-132页。 26 邱晗、黄益平、纪洋:《金融科技对传统银行行为的影响——基于互联网理财的视角》,《金融研究》2018年第11期,第17-29页。 27 Chen M. A., Wu Q. & Yang B., “How valuable is FinTech innovation?” The Review of Financial Studies, Vol. 32, No. 5 (2019), pp. 2062-2106. 28 van den Bulte C., “New product diffusion acceleration: measurement and analysis,” Marketing Science, Vol. 19, No. 4 (2000), pp. 366-380. 29 Berger A. N., “The economic effects of technological progress: evidence from the banking industry,” Journal of Money, Credit and Banking, Vol. 35, No. 2 (2003), pp. 141-176. 30 刘畅、曹光宇、马光荣:《地方政府融资平台挤出了中小企业贷款吗?》,《经济研究》2020年第3期,第50-64页。 31 赵绍阳、李梦雪、佘楷文:《数字金融与中小企业融资可得性——来自银行贷款的微观证据》,《经济学动态》2022年第8期,第98-116页。 32 郭峰、王靖一、王芳等:《测度中国数字普惠金融发展:指数编制与空间特征》,《经济学季刊》2020年第4期,第1401-1418页。 33 谢绚丽、王诗卉:《中国商业银行数字化转型:测度、进程及影响》,《经济学(季刊)》2022年第6期,第1937-1956页。 34 李运达、陈伟、周华东:《金融科技、生产率悖论与银行盈利能力》,《财经科学》2020年第11期,第1-16页。 35 游家兴、林慧、柳颖:《旧貌换新颜:金融科技与银行业绩——基于8227家银行支行的实证研究》,《经济学(季刊)》2023年第1期,第177-193页。 36 尹洪英、李闯:《智能制造赋能企业创新了吗?——基于中国智能制造试点项目的准自然试验》,《金融研究》2022年第10期,第98-116页。 37 李茂林、王子路、何光辉等:《银行业金融科技创新、结构性普惠效应与创业活力》,《管理世界》2024年第6期,第195-224页。