IDEAS home Printed from https://ideas.repec.org/a/eee/finlet/v87y2026ics1544612325022792.html

Financing allocation efficiency and firm productivity: Evidence from a Chinese quasi-natural experiment

Author

Listed:
  • Jiang, Mengting
  • Kong, Dongmin
  • Gong, Pu

Abstract

In 2017, China launched the Industry-Finance Cooperation Pilot Policy (IFCP) to improve financing allocation efficiency by strengthening linkages between industrial firms and financial institutions. Exploiting this policy as a quasi-natural experiment, we identify its effects on firm productivity and the underlying mechanisms. We find that higher financing allocation efficiency significantly raises productivity, operating primarily through alleviating external financing constraints, optimizing labor investment efficiency, and boosting R&D intensity. The effects are more pronounced for firms led by executives with financial expertise, for firms located in China’s economically advanced eastern region, and for non-manufacturing firms. These findings indicate that policy interventions that realign the external resource environment can complement firms’ internal capabilities.

Suggested Citation

  • Jiang, Mengting & Kong, Dongmin & Gong, Pu, 2026. "Financing allocation efficiency and firm productivity: Evidence from a Chinese quasi-natural experiment," Finance Research Letters, Elsevier, vol. 87(C).
  • Handle: RePEc:eee:finlet:v:87:y:2026:i:c:s1544612325022792
    DOI: 10.1016/j.frl.2025.109030
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1544612325022792
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.frl.2025.109030?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. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    2. Yinfeng Liang & Chenyan Cai & Yangchen Huang, 2022. "The Effect of Corporate Social Responsibility on Productivity: Firm-Level Evidence from Chinese Listed Companies," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(12), pages 3589-3607, September.
    3. Inessa Love, 2003. "Financial Development and Financing Constraints: International Evidence from the Structural Investment Model," The Review of Financial Studies, Society for Financial Studies, vol. 16(3), pages 765-791, July.
    4. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    5. Demir, FIrat, 2009. "Financial liberalization, private investment and portfolio choice: Financialization of real sectors in emerging markets," Journal of Development Economics, Elsevier, vol. 88(2), pages 314-324, March.
    6. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    7. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    8. Ling Zhu & Dongmin Kong, 2023. "Revenue pressure of local governments and firm productivity: Evidence from a natural experiment in China," Economics of Transition and Institutional Change, John Wiley & Sons, vol. 31(3), pages 721-748, July.
    9. Sean Cleary, 1999. "The Relationship between Firm Investment and Financial Status," Journal of Finance, American Finance Association, vol. 54(2), pages 673-692, April.
    10. Boochun Jung & Woo†Jong Lee & David P. Weber, 2014. "Financial Reporting Quality and Labor Investment Efficiency," Contemporary Accounting Research, John Wiley & Sons, vol. 31(4), pages 1047-1076, December.
    11. Xu, Fenghui & Hu, Hao, 2025. "Digital finance, labor productivity and manufacturing structural upgrading," Finance Research Letters, Elsevier, vol. 85(PB).
    12. Ran Duchin, 2010. "Cash Holdings and Corporate Diversification," Journal of Finance, American Finance Association, vol. 65(3), pages 955-992, June.
    13. Lu, Zhengfei & Zhu, Jigao & Zhang, Weining, 2012. "Bank discrimination, holding bank ownership, and economic consequences: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 36(2), pages 341-354.
    14. Daniele Tori & Özlem Onaran, 2018. "The effects of financialization on investment: evidence from firm-level data for the UK," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 42(5), pages 1393-1416.
    15. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    16. Aghion, Philippe & Bacchetta, Philippe & Banerjee, Abhijit, 2004. "Financial development and the instability of open economies," Journal of Monetary Economics, Elsevier, vol. 51(6), pages 1077-1106, September.
    17. David J. Denis & Valeriy Sibilkov, 2010. "Financial Constraints, Investment, and the Value of Cash Holdings," The Review of Financial Studies, Society for Financial Studies, vol. 23(1), pages 247-269, January.
    18. Kaiji Chen & Jue Ren & Tao Zha, 2018. "The Nexus of Monetary Policy and Shadow Banking in China," American Economic Review, American Economic Association, vol. 108(12), pages 3891-3936, December.
    19. Rajeev H. Dehejia & Sadek Wahba, 2002. "Propensity Score-Matching Methods For Nonexperimental Causal Studies," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 151-161, February.
    20. Jiang, Mengting & Gong, Pu & Kong, Dongmin, 2024. "Market access and firm productivity: Evidence from a natural experiment," Finance Research Letters, Elsevier, vol. 70(C).
    21. Aivazian, Varouj A. & Ge, Ying & Qiu, Jiaping, 2005. "The impact of leverage on firm investment: Canadian evidence," Journal of Corporate Finance, Elsevier, vol. 11(1-2), pages 277-291, March.
    22. Arestis, Philip & Demetriades, Panicos O, 1997. "Financial Development and Economic Growth: Assessing the Evidence," Economic Journal, Royal Economic Society, vol. 107(442), pages 783-799, May.
    23. 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.
    24. Mahrt-Smith, Jan, 2006. "Should banks own equity stakes in their borrowers? A contractual solution to hold-up problems," Journal of Banking & Finance, Elsevier, vol. 30(10), pages 2911-2929, October.
    25. Wooldridge, Jeffrey M., 1996. "Estimating systems of equations with different instruments for different equations," Journal of Econometrics, Elsevier, vol. 74(2), pages 387-405, October.
    26. Kong, Dongmin & Liu, Shasha & Xiang, Junyi, 2018. "Political promotion and labor investment efficiency," China Economic Review, Elsevier, vol. 50(C), pages 273-293.
    27. Gong, Cynthia M. & Gong, Pu & Jiang, Mengting, 2023. "Corporate financialization and investment efficiency: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 79(C).
    28. Beck, Thorsten & Levine, Ross & Loayza, Norman, 2000. "Finance and the sources of growth," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 261-300.
    29. Yin, Lei & Du, Shanxing & Chen, Ge, 2024. "The influence of the bank–firm relationship on enterprises’ technological innovation efficiency: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 89(PA), pages 1583-1600.
    30. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    31. Wang, Hongjian & Luo, Tianpei & Tian, Gary Gang & Yan, Huanmin, 2020. "How does bank ownership affect firm investment? Evidence from China," Journal of Banking & Finance, Elsevier, vol. 113(C).
    32. René M. Stulz, 1996. "Rethinking Risk Management," Journal of Applied Corporate Finance, Morgan Stanley, vol. 9(3), pages 8-25, September.
    33. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    34. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    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. Tori, Daniele & Onaran, Özlem, 2018. "Financialisation, financial development, and investment: evidence from European non-financial corporations," Greenwich Papers in Political Economy 22196, University of Greenwich, Greenwich Political Economy Research Centre.
    2. Shi, Wenxiang & Fang, Peijie, 2023. "Delisting regulation and corporate financialization: Evidence from China," Finance Research Letters, Elsevier, vol. 58(PD).
    3. Tori, Daniele & Onaran, Özlem, 2017. "Financialisation and Physical Investment: A global race to the bottom in accumulation?," Greenwich Papers in Political Economy 20981, University of Greenwich, Greenwich Political Economy Research Centre.
    4. Ma, Sichao & Shen, Ji & Wang, Fanzhi & Wu, Wanting, 2022. "A tale of two Us: Corporate leverage and financial asset allocation in China," International Review of Financial Analysis, Elsevier, vol. 83(C).
    5. Tori, Daniele & Onaran, Özlem, 2017. "The effects of financialisation and financial development on investment: evidence from firm-level data in Europe," Greenwich Papers in Political Economy 16089, University of Greenwich, Greenwich Political Economy Research Centre.
    6. Gong, Cynthia M. & Gong, Pu & Jiang, Mengting, 2023. "Corporate financialization and investment efficiency: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 79(C).
    7. Levine, Oliver & Warusawitharana, Missaka, 2021. "Finance and productivity growth: Firm-level evidence," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 91-107.
    8. Daniele Tori & Özlem Onaran, 2018. "The effects of financialization on investment: evidence from firm-level data for the UK," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 42(5), pages 1393-1416.
    9. Shu, Jiaxian & Zhang, Chengsi & Zheng, Ning, 2020. "Financialization and sluggish fixed investment in Chinese real sector firms," International Review of Economics & Finance, Elsevier, vol. 69(C), pages 1106-1116.
    10. Chen, Minjia & Guariglia, Alessandra, 2013. "Internal financial constraints and firm productivity in China: Do liquidity and export behavior make a difference?," Journal of Comparative Economics, Elsevier, vol. 41(4), pages 1123-1140.
    11. Fan, Rui & Ma, Lijun & Pan, Jianping & Yin, Sirui & Gao, Hao, 2022. "Financial institution shareholding and corporate innovation: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 80(C), pages 835-856.
    12. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    13. Ke Guo & Xuemeng Guo & Jun Zhang, 2023. "Financial asset allocation duality and enterprise upgrading: empirical evidence from the Chinese A-share market," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 10(1), pages 1-11, December.
    14. Daniele Tori & Özlem Onaran, 2022. "Financialisation and firm-level investment in developing and emerging economies," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 46(4), pages 891-919.
    15. Fusheng Xie, 2023. "Productivity Improvement from the Mixed-Ownership Reform: A Financial Frictions Perspective," Sustainability, MDPI, vol. 15(2), pages 1-20, January.
    16. Günay, Hüseyin & Kılınç, Mustafa, 2015. "Credit market imperfections and business cycle asymmetries in Turkey," Journal of Empirical Finance, Elsevier, vol. 34(C), pages 79-98.
    17. World Bank, 2007. "Bangladesh : Strategy for Sustained Growth, Volume 1. Summary Report," World Bank Publications - Reports 7765, The World Bank Group.
    18. Wu, Haoyue & Yin, Yingkai, 2025. "Data trading platforms and total factor productivity: Insights from biased technical progress," Economic Analysis and Policy, Elsevier, vol. 88(C), pages 377-398.
    19. Chen, Minjia & Matousek, Roman, 2020. "Do productive firms get external finance? Evidence from Chinese listed manufacturing firms," International Review of Financial Analysis, Elsevier, vol. 67(C).
    20. Hassan, Fadi & Di Mauro, Filippo & Ottaviano, Gianmarco I. P., 2016. "Banks credit and productivity growth in the EU," EIB Working Papers 2016/05, European Investment Bank (EIB).

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    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:finlet:v:87:y:2026:i:c:s1544612325022792. 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/frl .

    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.