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The asymmetric effects of digital inclusive finance’s breadth and depth on the digital transformation of agribusinesses

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  • Li, Wenyi
  • Yang, Zhen
  • Wang, Wenna

Abstract

Drawing on data from agribusinesses spanning 2000 to 2022, we uncover the non-linear effects of digital inclusive finance breadth and depth on their digital transformation. First, a U-shaped relationship exists between the breadth and depth of digital inclusive finance and the digital transformation of agribusinesses. Second, cash flow moderates the U-shaped relationship between the breadth of digital inclusive finance and digital transformation. This moderation flattens the U-shape, potentially inverting it beyond a certain point. Notably, cash flow does not moderate the relationship between the depth of digital inclusive finance and digital transformation. Third, the U-shaped relationship between the breadth and depth of digital inclusive finance and agribusinesses’ digital transformation is significant only in the eastern and central regions and is observed exclusively before the onset of the COVID-19 pandemic.

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  • Li, Wenyi & Yang, Zhen & Wang, Wenna, 2025. "The asymmetric effects of digital inclusive finance’s breadth and depth on the digital transformation of agribusinesses," Finance Research Letters, Elsevier, vol. 72(C).
    • Handle: RePEc:eee:finlet:v:72:y:2025:i:c:s1544612324015575
    DOI: 10.1016/j.frl.2024.106528
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    1. Jagtiani, Julapa & Lemieux, Catharine, 2018. "Do fintech lenders penetrate areas that are underserved by traditional banks?," Journal of Economics and Business, Elsevier, vol. 100(C), pages 43-54.
    2. Richard F. J. Haans & Constant Pieters & Zi-Lin He, 2016. "Thinking about U: Theorizing and testing U- and inverted U-shaped relationships in strategy research," Strategic Management Journal, Wiley Blackwell, vol. 37(7), pages 1177-1195, July.
    3. Razzaq, Asif & Yang, Xiaodong, 2023. "Digital finance and green growth in China: Appraising inclusive digital finance using web crawler technology and big data," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    4. Guo, Jie & Chen, Leqi & Kang, Xia, 2024. "Digital inclusive finance and agricultural green development in China: A panel analysis (2013–2022)," Finance Research Letters, Elsevier, vol. 69(PA).
    5. Lyandres, Evgeny, 2007. "Costly external financing, investment timing, and investment-cash flow sensitivity," Journal of Corporate Finance, Elsevier, vol. 13(5), pages 959-980, December.
    6. Changhyun Kim & Richard A. Bettis, 2014. "Cash is surprisingly valuable as a strategic asset," Strategic Management Journal, Wiley Blackwell, vol. 35(13), pages 2053-2063, December.
    7. Loutfi, Ahmad Amine, 2022. "A framework for evaluating the business deployability of digital footprint based models for consumer credit," Journal of Business Research, Elsevier, vol. 152(C), pages 473-486.
    8. Gong, Cheng & Ribiere, Vincent, 2021. "Developing a unified definition of digital transformation," Technovation, Elsevier, vol. 102(C).
    9. Tobias Berg & Valentin Burg & Ana Gombović & Manju Puri, 2020. "On the Rise of FinTechs: Credit Scoring Using Digital Footprints," The Review of Financial Studies, Society for Financial Studies, vol. 33(7), pages 2845-2897.
    10. Maria Demertzis & Silvia Merler & Guntram B Wolff, 2018. "Capital Markets Union and the Fintech Opportunity," Journal of Financial Regulation, Oxford University Press, vol. 4(1), pages 157-165.
    11. Xinmin Liu & Xinjiang Wang & Wencheng Yu, 2023. "Opportunity or Challenge? Research on the Influence of Digital Finance on Digital Transformation of Agribusiness," Sustainability, MDPI, vol. 15(2), pages 1-17, January.
    12. Jiafeng Chen & Jonathan Roth, 2024. "Logs with Zeros? Some Problems and Solutions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 139(2), pages 891-936.
    13. Guariglia, Alessandra & Liu, Pei, 2014. "To what extent do financing constraints affect Chinese firms' innovation activities?," International Review of Financial Analysis, Elsevier, vol. 36(C), pages 223-240.
    14. Sun, Bing & Zhang, Yanfeng & Zhu, Kunyan & Mao, Hongying & Liang, Tian, 2024. "Is faster really better? The impact of digital transformation speed on firm financial distress: Based on the cost-benefit perspective," Journal of Business Research, Elsevier, vol. 179(C).
    15. Xu, Guiyang & Li, Guanggui & Sun, Peibo & Peng, Dan, 2023. "Inefficient investment and digital transformation: What is the role of financing constraints?," Finance Research Letters, Elsevier, vol. 51(C).
    16. Annosi, Maria Carmela & Appio, Francesco Paolo & Brenes, Esteban R. & Brunetta, Federica, 2024. "Exploring the nexus of digital transformation and sustainability in agribusiness: Advancing a research agenda," Technological Forecasting and Social Change, Elsevier, vol. 206(C).
    17. Wu, Yilin & Huang, Shilei, 2022. "The effects of digital finance and financial constraint on financial performance: Firm-level evidence from China's new energy enterprises," Energy Economics, Elsevier, vol. 112(C).
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    1. Hongcheng Ling & Xiaohong Ling, 2025. "The impact of digital inclusive finance on enterprise digital technology innovation: empirical evidence from the Chinese manufacturing industry," Palgrave Communications, Palgrave Macmillan, vol. 12(1), pages 1-19, December.

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