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Digital finance and enterprise investment efficiency in China

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  • Lin, Ying
  • Yan, Xiaohan
  • Yang, Xiuyun

Abstract

This paper uses the panel data of Chinese listed enterprises from 2010 to 2019 to explore the relationship between digital finance (DF) and enterprise investment efficiency. The result of two-way fixed effects regression shows that the DF significantly improves enterprise investment efficiency. And the result is robust to different indicators of digital finance and possible endogenous biases. Further mechanism analyses find that the impact of DF on total debt was insignificant whereas it significantly changes financial composition which in turn affects the investment efficiency of enterprises. Specifically, the mediating effect of financial structure changes in both magnitude and direction with respect to the type of loans, and investment efficiency of under- and over-invested enterprises responses asymmetrically to the DF-induced financial structure adjustments. Overall, financial diversity decreases significantly with the inclusion of DF, which in turn improves enterprise investment efficiency. The results of this paper indicate that, in order to improve investment efficiency, the composition adjustment effect of DF should be further exerted with financing inclined to credit loans and guaranteed loans and guarding against excessive looseness of mortgage loans.

Suggested Citation

  • Lin, Ying & Yan, Xiaohan & Yang, Xiuyun, 2023. "Digital finance and enterprise investment efficiency in China," International Review of Financial Analysis, Elsevier, vol. 90(C).
    • Handle: RePEc:eee:finana:v:90:y:2023:i:c:s1057521923004453
    DOI: 10.1016/j.irfa.2023.102929
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    1. Guariglia, Alessandra & Liu, Xiaoxuan & Song, Lina, 2011. "Internal finance and growth: Microeconometric evidence on Chinese firms," Journal of Development Economics, Elsevier, vol. 96(1), pages 79-94, September.
    2. Shandre M. Thangavelu & Ang Beng Jiunn & James, 2004. "Financial development and economic growth in Australia: An empirical analysis," Empirical Economics, Springer, vol. 29(2), pages 247-260, May.
    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. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    5. Stulz, ReneM., 1990. "Managerial discretion and optimal financing policies," Journal of Financial Economics, Elsevier, vol. 26(1), pages 3-27, July.
    6. Leonardo Gambacorta & Yiping Huang & Zhenhua Li & Han Qiu & Shu Chen, 2023. "Data versus Collateral," Review of Finance, European Finance Association, vol. 27(2), pages 369-398.
    7. DeYoung, Robert & Lang, William W. & Nolle, Daniel L., 2007. "How the Internet affects output and performance at community banks," Journal of Banking & Finance, Elsevier, vol. 31(4), pages 1033-1060, April.
    8. Allen N. Berger & W. Scott Frame, 2007. "Small Business Credit Scoring and Credit Availability," Journal of Small Business Management, Taylor & Francis Journals, vol. 45(1), pages 5-22, January.
    9. Uchida, Hirofumi & Udell, Gregory F. & Yamori, Nobuyoshi, 2012. "Loan officers and relationship lending to SMEs," Journal of Financial Intermediation, Elsevier, vol. 21(1), pages 97-122.
    10. Huan Tang, 2019. "Peer-to-Peer Lenders Versus Banks: Substitutes or Complements?," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1900-1938.
    11. Ross Levine, 1997. "Financial Development and Economic Growth: Views and Agenda," Journal of Economic Literature, American Economic Association, vol. 35(2), pages 688-726, June.
    12. Purva Khera & Miss Stephanie Y Ng & Ms. Sumiko Ogawa & Ms. Ratna Sahay, 2021. "Is Digital Financial Inclusion Unlocking Growth?," IMF Working Papers 2021/167, International Monetary Fund.
    13. Butler, Alexander W. & Cornaggia, Jess, 2011. "Does access to external finance improve productivity? Evidence from a natural experiment," Journal of Financial Economics, Elsevier, vol. 99(1), pages 184-203, January.
    14. Mohammed Benlemlih & Mohammad Bitar, 2018. "Corporate Social Responsibility and Investment Efficiency," Journal of Business Ethics, Springer, vol. 148(3), pages 647-671, March.
    15. Fasano, Francesco & Cappa, Francesco, 2022. "How do banking fintech services affect SME debt?," Journal of Economics and Business, Elsevier, vol. 121(C).
    16. 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.
    17. Mark P. Sharfman & Chitru S. Fernando, 2008. "Environmental risk management and the cost of capital," Strategic Management Journal, Wiley Blackwell, vol. 29(6), pages 569-592, June.
    18. Paul Flaminiano, John & Paolo Francisco, Jamil, 2021. "Firm characteristics and credit constraints among SMEs in the Philippines," Small Business International Review, Asociación Española de Contabilidad y Administración de Empresas - AECA, vol. 5(1), pages 332-332, May.
    19. Naeem, Kashif & Li, Matthew C., 2019. "Corporate investment efficiency: The role of financial development in firms with financing constraints and agency issues in OECD non-financial firms," International Review of Financial Analysis, Elsevier, vol. 62(C), pages 53-68.
    20. 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).
    21. Timmons, Jeffry A. & Bygrave, William D., 1986. "Venture capital's role in financing innovation for economic growth," Journal of Business Venturing, Elsevier, vol. 1(2), pages 161-176.
    22. Ozili, Peterson Kitakogelu, 2018. "Impact of Digital Finance on Financial Inclusion and Stability," MPRA Paper 84771, University Library of Munich, Germany.
    23. Lin, Aijie & Peng, Yulei & Wu, Xi, 2022. "Digital finance and investment of micro and small enterprises: Evidence from China," China Economic Review, Elsevier, vol. 75(C).
    24. Hamid Reza Khedmatgozar & Arezoo Shahnazi, 2018. "The role of dimensions of perceived risk in adoption of corporate internet banking by customers in Iran," Electronic Commerce Research, Springer, vol. 18(2), pages 389-412, June.
    25. Wilson, Nick & Wright, Mike & Kacer, Marek, 2018. "The equity gap and knowledge-based firms," Journal of Corporate Finance, Elsevier, vol. 50(C), pages 626-649.
    26. Hodula, Martin, 2022. "Does Fintech credit substitute for traditional credit? Evidence from 78 countries," Finance Research Letters, Elsevier, vol. 46(PB).
    27. Ge, Ying & Qiu, Jiaping, 2007. "Financial development, bank discrimination and trade credit," Journal of Banking & Finance, Elsevier, vol. 31(2), pages 513-530, February.
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