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Digital marketing, credit constraints, and enterprise innovation efficiency

Author

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  • Zhang, Fujuan
  • Wang, Kaili
  • Zhang, Yuge

Abstract

Using data on Chinese A-share listed firms from 2010 to 2023, this study confirms that digital marketing significantly enhances innovation efficiency. Mechanism tests reveal that digital marketing promotes innovation by alleviating financing constraints. Further analysis shows the effect is stronger for strategic innovation than substantive innovation and is driven by digital platform marketing, though the impact is weaker for growth-stage firms. These findings suggest digital marketing is not merely a market tool but a strategic driver for reducing financing frictions and fostering innovation.

Suggested Citation

  • Zhang, Fujuan & Wang, Kaili & Zhang, Yuge, 2026. "Digital marketing, credit constraints, and enterprise innovation efficiency," Finance Research Letters, Elsevier, vol. 89(C).
    • Handle: RePEc:eee:finlet:v:89:y:2026:i:c:s1544612325025103
    DOI: 10.1016/j.frl.2025.109261
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    References listed on IDEAS

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    1. Hoyer, Wayne D. & Kroschke, Mirja & Schmitt, Bernd & Kraume, Karsten & Shankar, Venkatesh, 2020. "Transforming the Customer Experience Through New Technologies," Journal of Interactive Marketing, Elsevier, vol. 51(C), pages 57-71.
    2. 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).
    3. Qiao, Tingting & Marimuthu, Anbalagan & Mei, Shuyi, 2025. "Digital marketing, financing constraints, and enhancements in corporate performance," Finance Research Letters, Elsevier, vol. 85(PE).
    4. Li, Jialin, 2025. "How digital marketing capabilities mitigate the impact of financing constraints on investment performance in industrial enterprises," Finance Research Letters, Elsevier, vol. 75(C).
    5. Y. Dwivedi & E. Ismagilova & L. Hughes & J. Carlson & R. Filieri & J. Jacobson & V. Jain & H. Karjaluoto & H. Kefi & A. S. Krishen & V. Kumar & M. Rahman & R. Raman & P. Rauschnabel & J. Rowley & J. S, 2021. "Setting the future of digital and social media marketing research: Perspectives and research propositions," Post-Print hal-04713688, HAL.
    6. Dwivedi, Yogesh K. & Ismagilova, Elvira & Hughes, D. Laurie & Carlson, Jamie & Filieri, Raffaele & Jacobson, Jenna & Jain, Varsha & Karjaluoto, Heikki & Kefi, Hajer & Krishen, Anjala S. & Kumar, Vikra, 2021. "Setting the future of digital and social media marketing research: Perspectives and research propositions," International Journal of Information Management, Elsevier, vol. 59(C).
    7. Ye, Yu & Yu, Qionglei & Zheng, Yongjun & Zheng, Yi, 2022. "Investigating the effect of social media application on firm capabilities and performance: The perspective of dynamic capability view," Journal of Business Research, Elsevier, vol. 139(C), pages 510-519.
    8. Frederique Savignac, 2008. "Impact Of Financial Constraints On Innovation: What Can Be Learned From A Direct Measure?," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 17(6), pages 553-569.
    9. Hanna Hottenrott & Bettina Peters, 2012. "Innovative Capability and Financing Constraints for Innovation: More Money, More Innovation?," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 1126-1142, November.
    10. Christian Homburg & Dominik M. Wielgos, 2022. "The value relevance of digital marketing capabilities to firm performance," Journal of the Academy of Marketing Science, Springer, vol. 50(4), pages 666-688, July.
    11. Wei, Lei & Li, Mou, 2024. "Digital transformation, financing constraints and firm growth performance–From the perspective of financing channels," Finance Research Letters, Elsevier, vol. 63(C).
    12. 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.
    13. Ming-Hui Huang & Roland T. Rust, 2021. "A strategic framework for artificial intelligence in marketing," Journal of the Academy of Marketing Science, Springer, vol. 49(1), pages 30-50, January.
    14. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
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