IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v165y2023ics0148296323004320.html
   My bibliography  Save this article

Digital finance and enterprise financing constraints: Structural characteristics and mechanism identification

Author

Listed:
  • Li, Chengming
  • Wang, Yilin
  • Zhou, Zhihan
  • Wang, Zeyu
  • Mardani, Abbas

Abstract

Using the panel data of A-share listed companies from 2011 to 2020, we demonstrate that the WW index can characterize the level of enterprise financing constraints in China more effectively. We investigate the effect of regional digital finance (DF) development on enterprise financing constraints. This study found that DF can significantly alleviate enterprise financing constraints, and the effect is greater for small and medium-sized enterprises (SMEs) and private enterprises. DF can partially correct the size discrimination and ownership discrimination of traditional finance on private SMEs, as well as the mismatch of financial resources. Further, the results revealed that DF can alleviate information asymmetry in the securities market and between banks and enterprises and improve the external financing capabilities of enterprises. Moreover, DF can increase the enterprise's total factor productivity (TFP) and optimize the internal financing capacity of enterprises. Overall, DF will significantly ease enterprise financing constraints.

Suggested Citation

  • Li, Chengming & Wang, Yilin & Zhou, Zhihan & Wang, Zeyu & Mardani, Abbas, 2023. "Digital finance and enterprise financing constraints: Structural characteristics and mechanism identification," Journal of Business Research, Elsevier, vol. 165(C).
    • Handle: RePEc:eee:jbrese:v:165:y:2023:i:c:s0148296323004320
    DOI: 10.1016/j.jbusres.2023.114074
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296323004320
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jbusres.2023.114074?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Joel Stiebale & Nicole Wößner, 2020. "M&As, Investment and Financing Constraints," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 27(1), pages 49-92, January.
    2. Ding, Na & Gu, Leilei & Peng, Yuchao, 2022. "Fintech, financial constraints and innovation: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 73(C).
    3. Huarng, Kun-Huang & Yu, Tiffany Hui-Kuang, 2022. "Causal complexity analysis for fintech adoption at the country level," Journal of Business Research, Elsevier, vol. 153(C), pages 228-234.
    4. Malik, Muhammad Farhan & Nowland, John & Buckby, Sherrena, 2021. "Voluntary adoption of board risk committees and financial constraints risk," International Review of Financial Analysis, Elsevier, vol. 73(C).
    5. Liu, Xia (Summer) & Megginson, William L. & Xia, Junjie, 2022. "Industrial policy and asset prices: Evidence from the Made in China 2025 policy," Journal of Banking & Finance, Elsevier, vol. 142(C).
    6. Weilin Fan & Haoqiang Wu & Ying Liu & Stefan Cristian Gherghina, 2022. "Does Digital Finance Induce Improved Financing for Green Technological Innovation in China?," Discrete Dynamics in Nature and Society, Hindawi, vol. 2022, pages 1-12, March.
    7. Didier, Tatiana & Levine, Ross & Llovet Montanes, Ruth & Schmukler, Sergio L., 2021. "Capital market financing and firm growth," Journal of International Money and Finance, Elsevier, vol. 118(C).
    8. Li, Chengming & Xu, Yang & Zheng, Hao & Wang, Zeyu & Han, Haiting & Zeng, Liangen, 2023. "Artificial intelligence, resource reallocation, and corporate innovation efficiency: Evidence from China's listed companies," Resources Policy, Elsevier, vol. 81(C).
    9. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    10. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    11. de Bodt, Eric & Cousin, Jean-Gabriel & Officer, Micah S., 2022. "Financial constraints, ownership dilution, and the method of payment in M&A transactions," Journal of Corporate Finance, Elsevier, vol. 75(C).
    12. Caselli, Stefano & Corbetta, Guido & Cucinelli, Doriana & Rossolini, Monica, 2021. "A survival analysis of public guaranteed loans: Does financial intermediary matter?," Journal of Financial Stability, Elsevier, vol. 54(C).
    13. 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.
    14. Banerjee, Pradip & Dutta, Shantanu & Zhu, Pengcheng, 2021. "Multidimensionality of text based financial constraints and working capital management," International Review of Financial Analysis, Elsevier, vol. 77(C).
    15. Zhaolin Wang & Miaochao Chen, 2022. "Digital Finance, Financing Constraint and Enterprise Financial Risk," Journal of Mathematics, Hindawi, vol. 2022, pages 1-9, March.
    16. Shi, Yang & Li, Jiachen & Liu, Ruiming, 2023. "Financing constraints and share pledges: Evidence from the share pledge reform in China," Journal of Corporate Finance, Elsevier, vol. 78(C).
    17. Lähteenmäki, Ilkka & Nätti, Satu & Saraniemi, Saila, 2022. "Digitalization-enabled evolution of customer value creation: An executive view in financial services," Journal of Business Research, Elsevier, vol. 146(C), pages 504-517.
    18. repec:bla:jfinan:v:59:y:2004:i:4:p:1777-1804 is not listed on IDEAS
    19. Guoyan Zeng & Linxing Lei & Ahmed Farouk, 2021. "Digital Transformation and Corporate Total Factor Productivity: Empirical Evidence Based on Listed Enterprises," Discrete Dynamics in Nature and Society, Hindawi, vol. 2021, pages 1-6, July.
    20. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    21. Bai, Min & Cai, Jifu & Qin, Yafeng, 2021. "Ownership discrimination and private firms financing in China," Research in International Business and Finance, Elsevier, vol. 57(C).
    22. Iheanachor, Nkemdilim & Umukoro, Immanuel, 2022. "Partnerships in digital financial services: An exploratory study of providers in an emerging market," Journal of Business Research, Elsevier, vol. 152(C), pages 425-435.
    23. Md. Rostam Ali & Rustom Ali Ahmed & Md. Ashikul Islam, 2019. "Cost of external financing of SMEs: A study of a developing country," International Journal of Financial Engineering (IJFE), World Scientific Publishing Co. Pte. Ltd., vol. 6(03), pages 1-22, September.
    24. 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).
    25. Nagano, Mamoru, 2018. "What promotes/prevents firm bond issuance in emerging economies: Bank–firm relationship or information asymmetry?," International Review of Economics & Finance, Elsevier, vol. 56(C), pages 161-177.
    26. Campanella, Francesco & Serino, Luana & Battisti, Enrico & Giakoumelou, Anastasia & Karasamani, Isabella, 2023. "FinTech in the financial system: Towards a capital-intensive and high competence human capital reality?," Journal of Business Research, Elsevier, vol. 155(PA).
    27. Charles J. Hadlock & Joshua R. Pierce, 2010. "New Evidence on Measuring Financial Constraints: Moving Beyond the KZ Index," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1909-1940.
    28. Chen Lian & Yueran Ma, 2021. "Anatomy of Corporate Borrowing Constraints," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(1), pages 229-291.
    29. Sutherland, Andrew, 2018. "Does credit reporting lead to a decline in relationship lending? Evidence from information sharing technology," Journal of Accounting and Economics, Elsevier, vol. 66(1), pages 123-141.
    30. Guo, Junyan & Fang, Hanqing & Liu, Xuexin & Wang, Cizhi & Wang, Yuan, 2023. "FinTech and financing constraints of enterprises: Evidence from China," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 82(C).
    31. Christina Zhu, 2019. "Big Data as a Governance Mechanism," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 2021-2061.
    32. Ge, Jinfeng & Yuan, Yangzhou, 2022. "Bubble into reallocation: How bubbles improve capital allocation in China," China Economic Review, Elsevier, vol. 75(C).
    33. Yu, Jian & Fu, Jiasha, 2021. "Credit rationing, innovation, and productivity: Evidence from small- and medium-sized enterprises in China," Economic Modelling, Elsevier, vol. 97(C), pages 220-230.
    34. Kabakova, Oksana & Plaksenkov, Evgeny, 2018. "Analysis of factors affecting financial inclusion: Ecosystem view," Journal of Business Research, Elsevier, vol. 89(C), pages 198-205.
    35. Yang, Tong & Zhang, Xun, 2022. "FinTech adoption and financial inclusion: Evidence from household consumption in China," Journal of Banking & Finance, Elsevier, vol. 145(C).
    36. Chen, Chunhua & Shi, Songhe & Song, Xiaoping & Zheng, Steven Xiaofan, 2021. "Financial constraints and cross-listing," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 71(C).
    37. Wen, Bohui & Bi, ShaSha & Yuan, Ming & Hao, Jing, 2023. "Financial constraint, cross-sectoral spillover and systemic risk in China," International Review of Economics & Finance, Elsevier, vol. 84(C), pages 1-11.
    38. Anokhin, Sergey & Morgan, Todd & Schulze, William & Wuebker, Robert, 2022. "Is a reputation for misconduct harmful? Evidence from corporate venture capital," Journal of Business Research, Elsevier, vol. 138(C), pages 65-76.
    39. Steven N. Kaplan & Luigi Zingales, 1997. "Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 169-215.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Chen, Xiaohui & Shen, Shaowei, 2024. "Probability causal inference of interest rate fluctuations: Evidence from private credit in emerging markets," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    2. Tian, Lichuan & Sun, Kai & Yang, Jie & Zhao, Yang, 2024. "Does digital economy affect corporate ESG performance? New insights from China," International Review of Economics & Finance, Elsevier, vol. 93(PB), pages 964-980.
    3. Zijing Hu & Bowen Li & Guanyu Guo & Yuan Tian & Yue Zhang & Chengming Li, 2024. "Unlocking the Power of Economic Agglomeration: How Digital Finance Enhances Urban Land Use Efficiency Through Innovation Ability and Rationalization of Industrial Structure in China," Land, MDPI, vol. 13(11), pages 1-26, October.
    4. Dewu Li & Zhusheng Wu & Qianjin Wu, 2024. "How Does Digital Finance Affect Sports Enterprise Innovation? Evidence from Chinese Sports Listed Enterprises," Sustainability, MDPI, vol. 16(14), pages 1-21, July.
    5. Wang, Lan & Song, Liyuan & Yang, Yudong & Ding, Xinge, 2024. "Untangling cross-border interfirm effects in SMEs’ working capital financing: A cyber-behavioral signaling perspective," International Journal of Production Economics, Elsevier, vol. 274(C).
    6. Teng, Mingming & Tan, Weijie, 2023. "Bank branch agglomeration and corporate green transformation: Evidence from China," Finance Research Letters, Elsevier, vol. 58(PB).
    7. Ding, Jiantao & Yin, Yingkai & Kuang, Jinsong & Ding, Dezhi & Madsen, Dag.Øivind & Yang, Kunyu, 2024. "The impact of enterprise digital transformation on financial mismatch: Empirical evidence from listed companies in China," Finance Research Letters, Elsevier, vol. 66(C).
    8. Huiquan Li & Qingning Lin & Yan Wang & Shiping Mao, 2023. "Can Digital Finance Improve China’s Agricultural Green Total Factor Productivity?," Agriculture, MDPI, vol. 13(7), pages 1-19, July.
    9. Yuwei Liu & Shan Qin & Jiamin Li & Ting Jin, 2023. "Artificial Intelligence and Street Space Optimization in Green Cities: New Evidence from China," Sustainability, MDPI, vol. 15(23), pages 1-15, November.
    10. Xiao Liu & Yue Zhu, 2024. "Research on the Impact Mechanism of ETS on Green Innovation in China’s High-Carbon Industries: A Perspective of Enterprise Heterogeneity," Sustainability, MDPI, vol. 16(20), pages 1-18, October.
    11. Fanbao Xie & Xin Guan & Xiaoyan Peng & Yanzhao Zeng & Zeyu Wang & Tianqiao Qin, 2024. "Application of Fuzzy Control and Neural Network Control in the Commercial Development of Sustainable Energy System," Sustainability, MDPI, vol. 16(9), pages 1-22, May.
    12. Lu, Yao & Li, Lu & Zhan, Huanqi & Zhan, Minghua, 2024. "Fintech, information heterogeneity, and the regional distribution effects of corporate financing constraints," Economic Modelling, Elsevier, vol. 137(C).
    13. Li, Li & Zhang, Du & Li, Rongrong, 2024. "ESG rating disagreement and corporate innovation: Evidence from China," Finance Research Letters, Elsevier, vol. 62(PA).
    14. Valentine, Soumtang Bime & Itchoko Motande, Mondjeli Mwa Ndjokou & Salim Ahmed, Vessah Mbouombouo, 2024. "Revisiting natural resources and economic complexity nexus: Does financial development matter in developing countries?," Resources Policy, Elsevier, vol. 93(C).
    15. Yin, Lei & Yang, Yuanyuan, 2024. "How does digital finance influence corporate greenwashing behavior?," International Review of Economics & Finance, Elsevier, vol. 93(PB), pages 359-373.
    16. Bai, Hengrui & Huang, Lingyu & Wang, Ziqi, 2024. "Supply chain financing, digital financial inclusion and enterprise innovation: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 91(C).
    17. Zhang, Ruchuan & Gao, Weiyan & Chen, Shanshan & Zhou, Li & Li, Aijun, 2024. "Dose digital transformation contribute to improving financing efficiency? Evidence and implications for energy enterprises in China," Energy, Elsevier, vol. 300(C).
    18. Yue, Sishi & Yang, Mo & Dong, Dayong, 2024. "Do enterprises adopting digital finance exhibit higher values? Based on textual analysis," The North American Journal of Economics and Finance, Elsevier, vol. 73(C).
    19. Wang, Chenxi & Deng, Xincai & Wang, Deli & Pan, Xingguang, 2024. "Financial regulation, financing constraints, and enterprise innovation performance," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    20. Dong, Hanmin & Zhang, Lin & Zheng, Huanhuan, 2024. "Green bonds: Fueling green innovation or just a fad?," Energy Economics, Elsevier, vol. 135(C).
    21. Xiuhai Huang & Zhenyu Xu, 2024. "Has the development of the digital economy increased corporate financial asset holdings? --A quasi-natural experiment based on the "Broadband China" policy," Journal of Economic Statistics, Anser Press, vol. 2(1), pages 18-37, January.
    22. repec:bba:j00005:v:2:y:2024:i:1:p:19-38:d:284 is not listed on IDEAS
    23. Hongyi Wang & Yi Li & Bingyang He, 2024. "Spatial Spillover Effects of Digital Finance on Corporate ESG Performance," Sustainability, MDPI, vol. 16(16), pages 1-20, August.
    24. Zhang, Jingshen & Zhou, Xinzhu & Bai, Rong & Dong, Haoyang & Tang, Tingting & Wang, Zeyu & Yang, Ya & Huang, Feng, 2024. "Impact of environmental supervision reform on green innovation in mineral enterprises," Resources Policy, Elsevier, vol. 88(C).

    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. Yang Lyu & Zheng Ji & Xiaoqi Zhang & Zhe Zhan, 2023. "Can Fintech Alleviate the Financing Constraints of Enterprises?—Evidence from the Chinese Securities Market," Sustainability, MDPI, vol. 15(5), pages 1-21, February.
    2. Levine, Oliver & Warusawitharana, Missaka, 2021. "Finance and productivity growth: Firm-level evidence," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 91-107.
    3. Liting Fang & Zhaohua Li, 2024. "Corporate digitalization and green innovation: Evidence from textual analysis of firm annual reports and corporate green patent data in China," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 3936-3964, July.
    4. Bu, Ya & Du, Xin & Wang, Yuting & Liu, Shuyu & Tang, Min & Li, Hui, 2024. "Digital inclusive finance: A lever for SME financing?," International Review of Financial Analysis, Elsevier, vol. 93(C).
    5. Bianco, Timothy, 2021. "Monetary policy and credit flows," Journal of Macroeconomics, Elsevier, vol. 70(C).
    6. Julien Champagne & Émilien Gouin-Bonenfant, 2022. "Monetary Policy, Credit Constraints and SME Employment," Staff Working Papers 22-49, Bank of Canada.
    7. Guo, Junyan & Fang, Hanqing & Liu, Xuexin & Wang, Cizhi & Wang, Yuan, 2023. "FinTech and financing constraints of enterprises: Evidence from China," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 82(C).
    8. Wang, Qian & Du, Zhuo-Ya, 2022. "Changing the impact of banking concentration on corporate innovation: The moderating effect of digital transformation," Technology in Society, Elsevier, vol. 71(C).
    9. 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.
    10. Lianggui Liao & Chan Wang & Hong-Xing Wen & Pu-Yan Nie & Ying Huang, 2023. "The Impact and Mechanism of the COVID-19 Pandemic on Corporate Financing: Evidence from Listed Companies in China," Sustainability, MDPI, vol. 15(2), pages 1-21, January.
    11. Yuan, Li & Rao, Siqi & Yang, Shenggang & Dai, Pengyi, 2023. "Does equity market openness increase productivity? the dual effects of Shanghai-Hong Kong stock Connect program in China," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 88(C).
    12. Falavigna, Greta & Ippoliti, Roberto, 2023. "SMEs’ behavior under financial constraints: An empirical investigation on the legal environment and the substitution effect with tax arrears," The North American Journal of Economics and Finance, Elsevier, vol. 66(C).
    13. Gabriele Angori & David Aristei, 2020. "Heterogeneity and state dependence in firms’ access to credit: Microevidence from the euro area," SEEDS Working Papers 0220, SEEDS, Sustainability Environmental Economics and Dynamics Studies, revised Feb 2020.
    14. Pu Liu & Yingying Shao, 2022. "Innovation and new business formation: the role of innovative large firms," Small Business Economics, Springer, vol. 59(2), pages 691-720, August.
    15. Lou, Zhaohui & Xie, Qizhuo & Shen, Jim Huangnan & Lee, Chien-Chiang, 2024. "Does Supply Chain Finance (SCF) alleviate funding constraints of SMEs? Evidence from China," Research in International Business and Finance, Elsevier, vol. 67(PA).
    16. Zhang, Dongyang, 2020. "How do firms overcome financial constraint anxiety to survive in the market? Evidence from large manufacturing data," International Review of Financial Analysis, Elsevier, vol. 70(C).
    17. Tao Shen, 2017. "Credit spreads and investment opportunities," Review of Quantitative Finance and Accounting, Springer, vol. 48(1), pages 117-152, January.
    18. Najah Attig & Sean Cleary, 2014. "Organizational Capital and Investment-Cash Flow Sensitivity: The Effect of Management Quality Practices," Financial Management, Financial Management Association International, vol. 43(3), pages 473-504, September.
    19. Popov, Alexander, 2014. "Credit constraints and investment in human capital: Training evidence from transition economies," Journal of Financial Intermediation, Elsevier, vol. 23(1), pages 76-100.
    20. Wang, Yolanda Yulong, 2023. "Corporate diversification, investment efficiency and the business cycle11This work is supported by Shenzhen Humanities & Social Sciences Key Research Bases," Journal of Corporate Finance, Elsevier, vol. 78(C).

    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:jbrese:v:165:y:2023:i:c:s0148296323004320. 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/jbusres .

    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.