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Unveiling the role of digital finance in technological catch-up: A multisector growth model with firm-level evidence

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  • Xu, Hao

Abstract

This study develops a multisector endogenous growth model to examine how digital finance affects latecomer firms' technological catch-up and empirically tests this relationship using Chinese firm-level panel data from 2011 to 2023. The results show that digital finance promotes catch-up by reducing financial capital misallocation, enhancing knowledge spillover, and strengthening entrepreneurial innovation spirit. This effect is stronger for latecomer firms operating in industries where frontier firms hold greater structural advantages, those facing a larger frontier knowledge gap, those emphasizing substantive innovation strategies, and those in regions with more developed digital industries. In addition, intellectual property protection exerts a nonlinear moderating effect, first reinforcing and then diminishing digital finance's influence on technological catch-up. Overall, the findings deepen understanding of digital finance's role and offer policy insights for building a fair innovation ecosystem that supports inclusive growth.

Suggested Citation

  • Xu, Hao, 2026. "Unveiling the role of digital finance in technological catch-up: A multisector growth model with firm-level evidence," Economic Modelling, Elsevier, vol. 155(C).
  • Handle: RePEc:eee:ecmode:v:155:y:2026:i:c:s0264999325004328
    DOI: 10.1016/j.econmod.2025.107437
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    1. Mathews, John A. & Cho, Dong-Sung, 1999. "Combinative capabilities and organizational learning in latecomer firms: the case of the Korean semiconductor industry," Journal of World Business, Elsevier, vol. 34(2), pages 139-156, July.
    2. Liao, Lewei & Qin, Xuezheng & Li, Xiaolong & Gong, Liutang, 2024. "Creative destruction, human capital accumulation, and growth in a digital economy," Macroeconomic Dynamics, Cambridge University Press, vol. 28(5), pages 1206-1230, July.
    3. Hua, Qian & Liu, Gang & Sun, Di & Zhu, Licai, 2022. "Spatial effects of technology market development on energy efficiency: Heterogeneity analysis based on the characteristics of technology market," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    4. Shen, Hongshan & Qin, Mengyao & Li, Tianyi & Zhang, Xuan & Zhao, Yang, 2024. "Digital finance and industrial structure upgrading: Evidence from Chinese counties," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    5. Jin, Yu & Ma, Yuan-Yuan & Yuan, Li-Bin, 2024. "How does digital finance affect the total factor productivity of listed manufacturing companies?," Structural Change and Economic Dynamics, Elsevier, vol. 71(C), pages 84-94.
    6. Yuzhe Miao & Jaeyong Song & Keun Lee & Chuyue Jin, 2018. "Technological catch-up by east Asian firms: Trends, issues, and future research agenda," Asia Pacific Journal of Management, Springer, vol. 35(3), pages 639-669, September.
    7. Meickmann, Felix C., 2023. "Cooperation in knowledge sharing and R&D investment," Journal of Economic Behavior & Organization, Elsevier, vol. 211(C), pages 146-164.
    8. Kim, Yee Kyoung & Lee, Keun & Park, Walter G. & Choo, Kineung, 2012. "Appropriate intellectual property protection and economic growth in countries at different levels of development," Research Policy, Elsevier, vol. 41(2), pages 358-375.
    9. Samira Guennif & Shyama V. Ramani, 2012. "Explaining divergence in catching-up in pharmaceuticals between India and Brazil using the National System Innovation framework," Post-Print hal-01345868, HAL.
    10. Shen, Yongtao & Bai, Yi & Zhang, Fan, 2025. "Industrial Robots application and corporate competitiveness: Evidence from China's A-share market," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 191-204.
    11. Renaud Bourlès & Gilbert Cette & Jimmy Lopez & Jacques Mairesse & Giuseppe Nicoletti, 2013. "Do Product Market Regulations In Upstream Sectors Curb Productivity Growth? Panel Data Evidence For OECD Countries," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1750-1768, December.
    12. Ding, Na & Gu, Leilei & Peng, Yuchao, 2022. "Fintech, financial constraints and innovation: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 73(C).
    13. Wang, Yizi & Li, Lanyi, 2024. "Digital economy, industrial structure upgrading, and residents' consumption: Empirical evidence from prefecture-level cities in China," International Review of Economics & Finance, Elsevier, vol. 92(C), pages 1045-1058.
    14. Abdin, Joynal & Sharma, Abhijit & Trivedi, Rohit & Wang, Chengang, 2024. "Financing constraints, intellectual property rights protection and incremental innovation: Evidence from transition economy firms," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    15. Li, Weibin & Huang, Yingling & Zhou, Hongyong & Liu, Xin, 2024. "CEO power, internal control quality, and entrepreneurial innovation spirit in family enterprises," International Review of Financial Analysis, Elsevier, vol. 95(PA).
    16. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    17. Chen, Siyu & Guo, Qing, 2023. "Fintech, strategic incentives and investment to human capital, and MSEs innovation," The North American Journal of Economics and Finance, Elsevier, vol. 68(C).
    18. Piao, Zhefan & Zou, Shengyang & You, Huihui & Zhao, Yingxue, 2025. "The impact of financial technology on corporate total factor productivity: from the perspectives of competitive strategy and corporate innovation capability," Technology in Society, Elsevier, vol. 83(C).
    19. Guennif, Samira & Ramani, Shyama V., 2012. "Explaining divergence in catching-up in pharma between India and Brazil using the NSI framework," Research Policy, Elsevier, vol. 41(2), pages 430-441.
    20. Liu, Ziqiang & Feng, Qiushuo & Li, Hongyi, 2024. "Digital finance, bank competition shocks and operational efficiency of local commercial banks in Western China," Pacific-Basin Finance Journal, Elsevier, vol. 85(C).
    21. Yang, David Da-hua, 2005. "Corruption by monopoly: Bribery in Chinese enterprise licensing as a repeated bargaining game," China Economic Review, Elsevier, vol. 16(2), pages 171-188.
    22. Sheng, Yu & Xu, Xinpeng & Rozelle, Scott, 2024. "Market structure, resource allocation, and industry productivity growth: Firm-level evidence from China's steel industry," China Economic Review, Elsevier, vol. 83(C).
    23. Dong, Xiao & Yu, Mingzhe, 2023. "Does FinTech development facilitate firms' innovation? Evidence from China," International Review of Financial Analysis, Elsevier, vol. 89(C).
    24. Guido Matias Cortes & Jeanne Tschopp, 2024. "Rising concentration and wage inequality," Scandinavian Journal of Economics, Wiley Blackwell, vol. 126(2), pages 320-354, April.
    25. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    26. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    27. Chen, Sophia & Lee, Do, 2023. "Small and vulnerable: SME productivity in the great productivity slowdown," Journal of Financial Economics, Elsevier, vol. 147(1), pages 49-74.
    28. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    29. Zhao Li & Bingyang Lv, 2021. "Total factor productivity of Chinese industrial firms: evidence from 2007 to 2017," Applied Economics, Taylor & Francis Journals, vol. 53(60), pages 6910-6926, December.
    30. Giulia Faggio & Kjell G. Salvanes & John Van Reenen, 2010. "The evolution of inequality in productivity and wages: panel data evidence," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(6), pages 1919-1951, December.
    31. Wang, Yebin & Cui, Ran & Gao, Huiyu & Lu, Xiaoxiao & Hu, Xiaoshuang, 2024. "Can the construction of the social credit system improve the efficiency of corporate investment?," International Review of Economics & Finance, Elsevier, vol. 96(PB).
    32. Chang, Qing & Wu, Mengtao & Zhang, Longtian, 2024. "Endogenous growth and human capital accumulation in a data economy," Structural Change and Economic Dynamics, Elsevier, vol. 69(C), pages 298-312.
    33. Telg, Nina & Lokshin, Boris & Letterie, Wilko, 2023. "How formal and informal intellectual property protection matters for firms' decision to engage in coopetition: The role of environmental dynamism and competition intensity," Technovation, Elsevier, vol. 124(C).
    34. Lin, Boqiang & Zhang, Aoxiang, 2025. "Withdrawing the visible hand: the impact of subsidy withdrawal policy on the total factor productivity of photovoltaic enterprises," Renewable Energy, Elsevier, vol. 254(C).
    35. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    36. Feng, Jinyu & Ma, Chaoqun & Ma, Hanlin & Zhang, Yishu, 2025. "Digital inclusive finance and the innovation-driven effect of technology business incubators: Based on a negative binomial model," Research in International Business and Finance, Elsevier, vol. 80(C).
    37. Yuan, Min & Chen, Wenjun & Qin, Jialiang, 2021. "Bank-based financing and catch-up innovation: A three-way interaction approach," Economics Letters, Elsevier, vol. 209(C).
    38. Zhang, Haoyu & Shi, Yongjiang & Liu, Jianxin & Wu, Xiaobo, 2021. "How do technology strategies affect the catch-up progress of high-tech latecomers? Evidence from two Chinese research-institute-transformed telecommunications firms," Journal of Business Research, Elsevier, vol. 122(C), pages 805-821.
    39. Xiao, Yangao & Tylecote, Andrew & Liu, Jiajia, 2013. "Why not greater catch-up by Chinese firms? The impact of IPR, corporate governance and technology intensity on late-comer strategies," Research Policy, Elsevier, vol. 42(3), pages 749-764.
    40. Ebersberger, Bernd & Feit, Margarita & Mengis, Helen, 2023. "International knowledge interactions and catch-up. Evidence from European patent data for Chinese latecomer firms," International Business Review, Elsevier, vol. 32(2).
    41. Stephen J. Carson & George John, 2013. "A theoretical and empirical investigation of property rights sharing in outsourced research, development, and engineering relationships," Strategic Management Journal, Wiley Blackwell, vol. 34(9), pages 1065-1085, September.
    42. Luo, Sumei & Sun, Yongkun & Yang, Fan & Zhou, Guangyou, 2022. "Does fintech innovation promote enterprise transformation? Evidence from China," Technology in Society, Elsevier, vol. 68(C).
    43. Zhang, Xiaolei & Zhou, Cai & Li, Ziyun & Sun, Wenping, 2025. "Can internet finance promote employment absorption by township enterprises in China?," Pacific-Basin Finance Journal, Elsevier, vol. 91(C).
    44. Charoenrat, Teerawat & Harvie, Charles, 2014. "The efficiency of SMEs in Thai manufacturing: A stochastic frontier analysis," Economic Modelling, Elsevier, vol. 43(C), pages 372-393.
    45. Kraus, Sascha & Vonmetz, Katharina & Bullini Orlandi, Ludovico & Zardini, Alessandro & Rossignoli, Cecilia, 2023. "Digital entrepreneurship: The role of entrepreneurial orientation and digitalization for disruptive innovation," Technological Forecasting and Social Change, Elsevier, vol. 193(C).
    46. Jiao, Yong & Wang, Gaofei & Li, Chengyou & Pan, Jia, 2024. "Digital inclusive finance, factor flow and industrial structure upgrading: Evidence from the yellow river basin," Finance Research Letters, Elsevier, vol. 62(PA).
    47. Bart Verspagen & Marjolein C.J. Cani, ls, 2001. "Barriers to knowledge spillovers and regional convergence in an evolutionary model," Journal of Evolutionary Economics, Springer, vol. 11(3), pages 307-329.
    48. Nguyen, Thi Phuong Thao & Huang, Fang & Tian, Xiaowen, 2023. "Intellectual property protection need as a driver for open innovation: Empirical evidence from Vietnam," Technovation, Elsevier, vol. 123(C).
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    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • D30 - Microeconomics - - Distribution - - - General
    • D53 - Microeconomics - - General Equilibrium and Disequilibrium - - - Financial Markets

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