IDEAS home Printed from https://ideas.repec.org/a/wly/mgtdec/v46y2025i4p2224-2236.html

Big data analytics and corporate financing constraints: Evidence from a developing country

Author

Listed:
  • Hongzhang Chen
  • Suchen Ai
  • Xiancheng Xiong
  • Dawei Feng

Abstract

Using the panel data of A‐share listed companies from 2011 to 2020, we explore the effect of big data analytics (BDA) development on corporate financing constraints. We innovatively design quantitative indicators of BDA with the help of textual methods and found that BDA can significantly mitigate corporate financing constraints after a series of robust and endogeneity test. Moreover, BDA can promote the corporate's total factor productivity (TFP) and increase the financing capacity of corporation. Overall, BDA will significantly ease corporate financing constraints.

Suggested Citation

  • Hongzhang Chen & Suchen Ai & Xiancheng Xiong & Dawei Feng, 2025. "Big data analytics and corporate financing constraints: Evidence from a developing country," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 46(4), pages 2224-2236, June.
  • Handle: RePEc:wly:mgtdec:v:46:y:2025:i:4:p:2224-2236
    DOI: 10.1002/mde.4099
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/mde.4099
    Download Restriction: no

    File URL: https://libkey.io/10.1002/mde.4099?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
    ---><---

    References listed on IDEAS

    as
    1. Zhang, Yun & Qu, Yuxuan, 2024. "Has the digital economy improved the consumption of poor and subsistence households?," China Economic Review, Elsevier, vol. 83(C).
    2. Zhao, Tianjiao & Xiao, Ming & Zhang, Bingshi, 2023. "Corporate social network, ownership structure, and corporate financing constraints: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 88(C), pages 1547-1564.
    3. Lamont, Owen & Polk, Christopher & Saa-Requejo, Jesus, 2001. "Financial Constraints and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 14(2), pages 529-554.
    4. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    5. Fu, Tong & Chang, Dongfeng & Miao, Chenglin, 2022. "Fuel regulation in a developing country: An interventional perspective," Energy Economics, Elsevier, vol. 113(C).
    6. 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).
    7. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    8. Wang, Zichen & Zhang, Chang, 2023. "Do shareholder litigations have spillover effects on peer companies from the perspective of financing constraints?," Finance Research Letters, Elsevier, vol. 58(PB).
    9. Stijn Claessens & Luc Laeven, 2003. "Financial Development, Property Rights, and Growth," Journal of Finance, American Finance Association, vol. 58(6), pages 2401-2436, December.
    10. Rui Li & Jing Rao & Liangyong Wan, 2022. "The digital economy, enterprise digital transformation, and enterprise innovation," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(7), pages 2875-2886, October.
    11. Allen N. Berger & Gregory F. Udell, 2002. "Small Business Credit Availability and Relationship Lending: The Importance of Bank Organisational Structure," Economic Journal, Royal Economic Society, vol. 112(477), pages 32-53, February.
    12. Fu, Tong & Jian, Ze, 2021. "Corruption pays off: How environmental regulations promote corporate innovation in a developing country," Ecological Economics, Elsevier, vol. 183(C).
    13. GuoHua Cao & WenJun Geng & Jing Zhang & Qi Li, 2023. "Financial constraints, short selling and corporate fraud: Evidence from China," Australian Economic Papers, Wiley Blackwell, vol. 62(2), pages 297-320, June.
    14. Fu, Tong & Yang, Siying & Jian, Ze, 2022. "Government support for environmental regulation: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 83(C).
    15. Chen, Ming & Chen, Chen, 2023. "Financial constraints alleviation: Why does state-owned share reduction in China promote firm performance?," Finance Research Letters, Elsevier, vol. 55(PA).
    16. Wang, Xin & Shan, Yuan George & Song, Jianbo, 2023. "Customer information disclosure and corporate financing constraints," International Review of Financial Analysis, Elsevier, vol. 89(C).
    17. Berger, Allen N. & Udell, Gregory F., 2006. "A more complete conceptual framework for SME finance," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2945-2966, November.
    18. Buchak, Greg & Matvos, Gregor & Piskorski, Tomasz & Seru, Amit, 2018. "Fintech, regulatory arbitrage, and the rise of shadow banks," Journal of Financial Economics, Elsevier, vol. 130(3), pages 453-483.
    19. Maria Plotnikova & Isidoro Romero & Juan A. Martínez-Román, 2016. "Process innovation in small businesses: the self-employed as entrepreneurs," Small Business Economics, Springer, vol. 47(4), pages 939-954, December.
    20. Sumit Agarwal, 2010. "Distance and Private Information in Lending," The Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    21. Fu, Tong, 2020. "The dilemma of government intervention in a firm's financing: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 71(C).
    22. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    23. Lei Shen & Xi Zhang & Hongda Liu, 2022. "Digital technology adoption, digital dynamic capability, and digital transformation performance of textile industry: Moderating role of digital innovation orientation," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(6), pages 2038-2054, September.
    24. Xiang, Xiandeng & Jiang, Lan, 2023. "Digitalisation and commercial bank performance: A test of heterogeneity from Chinese commercial banks," Finance Research Letters, Elsevier, vol. 58(PA).
    25. Pin Wang & Linlin Xie & Gege Zhu & Yu Guan, 2023. "Corporate Tax Integrity and Financial Constraints: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 59(3), pages 906-920, February.
    26. 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.
    27. Liu, Zehao & Tang, Huoqing & Zhang, Chengsi, 2023. "Corporate governance, moral hazard, and financialization," International Review of Economics & Finance, Elsevier, vol. 88(C), pages 318-331.
    28. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    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. 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.
    2. 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).
    3. Lei Xu & Qian Liu & Bin Li & Chen Ma, 2022. "Fintech business and firm access to bank loans," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(4), pages 4381-4421, December.
    4. Xiong, Xiancheng & Ming Chen, & Chen, Chen, 2024. "Corporate governance matters: How do reduced state-owned shares lower firms’ market power in a developing country?," International Review of Economics & Finance, Elsevier, vol. 93(PA), pages 211-224.
    5. Giau Bui, Dien & Chen, Yehning & Lin, Chih-Yung & Lin, Tse-Chun, 2021. "Risk-taking of bank CEOs and corporate innovation," Journal of International Money and Finance, Elsevier, vol. 115(C).
    6. Muhammad Kaleem Khan & Ahmad Kaleem & Salman Zulfiqar & Umair Akram, 2019. "Innovation Investment: Behaviour Of Chinese Firms Towards Financing Sources," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 23(07), pages 1-29, October.
    7. 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).
    8. Khan, Habib Hussain & Ahmad, Mohammad Rais, 2025. "The fintech revolution: Exploring the potential of fintech finance in reducing corporate credit constraints," Research in International Business and Finance, Elsevier, vol. 79(C).
    9. Segol, Matthieu & Kolev, Atanas & Maurin, Laurent, 2021. "The impact of bank loan terms on intangible investment in Europe," EIB Working Papers 2021/05, European Investment Bank (EIB).
    10. 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).
    11. Chundakkadan, Radeef & Sasidharan, Subash, 2020. "Central bank's liquidity provision and firms' financial constraints," Economic Modelling, Elsevier, vol. 89(C), pages 245-255.
    12. 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).
    13. Tao Shen, 2017. "Credit spreads and investment opportunities," Review of Quantitative Finance and Accounting, Springer, vol. 48(1), pages 117-152, January.
    14. Renzhi Li & Caihong Chen & Zhijie Han & Yuwei Wang, 2025. "Targeted monetary policy, SMEs’ loan availability, and corporate investment: evidence from China," Small Business Economics, Springer, vol. 65(4), pages 2465-2491, December.
    15. Ullah, Barkat, 2025. "Corporate environmental responsibility and financial constraints for unlisted SMEs," Global Finance Journal, Elsevier, vol. 67(C).
    16. Reto Wernli & Andreas Dietrich, 2022. "Only the brave: improving self-rationing efficiency among discouraged Swiss SMEs," Small Business Economics, Springer, vol. 59(3), pages 977-1003, October.
    17. 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.
    18. Refait-Alexandre, Catherine & Serve, Stéphanie, 2020. "Multiple banking relationships: Do SMEs mistrust their banks?," Research in International Business and Finance, Elsevier, vol. 51(C).
    19. Doerr, Sebastian, 2018. "Collateral, Reallocation, and Aggregate Productivity: Evidence from the U.S. Housing Boom," MPRA Paper 106163, University Library of Munich, Germany.
    20. Li, Xiafei & Luo, Di, 2019. "Financial constraints, stock liquidity, and stock returns," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 63(C).

    More about this item

    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:wly:mgtdec:v:46:y:2025:i:4:p:2224-2236. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www3.interscience.wiley.com/cgi-bin/jhome/7976 .

    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.