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RETRACTED ARTICLE: Algorithm research on the influence of financing structure and cash holding on enterprise innovation based on system GMM model function theory

Author

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  • Cheng-Ben Wang

    (Anhui University of Finance and Economics)

  • Jie-Ru Rong

    (Anhui University of Finance and Economics)

  • Jia-Ming Zhu

    (Anhui University of Finance and Economics)

Abstract

Aiming at the impact of financing structure and cash holdings on enterprise innovation, this article uses the system GMM model. The empirical findings show that the higher the proportion of equity financing, the more cash companies hold, and the more R&D expenses companies put on. Mediation effect model and GMM method are used here. The total effect of financing structure on enterprise innovation c = 0.028, the direct effect of financing structure on enterprise innovation c’ = 0.025, and the indirect effect of financing structure on enterprise innovation a × b = 0.121 × 0.020, these effects are statistically significant. Cash holdings is an intermediary channel between financing structure and enterprise innovation. In addition, using quantile grouping and interaction items of financial marketization degree, this paper finds that, when financial marketization degree is low, the effect of equity financing in external financing through cash holding channels to promote the growth of R&D expenses is more significant than when financial marketization degree is high. With the help of the placebo test, it is of great significance to develop the stock market and raise the degree of financial marketization for promoting enterprise innovation.

Suggested Citation

  • Cheng-Ben Wang & Jie-Ru Rong & Jia-Ming Zhu, 2023. "RETRACTED ARTICLE: Algorithm research on the influence of financing structure and cash holding on enterprise innovation based on system GMM model function theory," Journal of Combinatorial Optimization, Springer, vol. 45(2), pages 1-28, March.
    • Handle: RePEc:spr:jcomop:v:45:y:2023:i:2:d:10.1007_s10878-023-00991-1
    DOI: 10.1007/s10878-023-00991-1
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    as
    1. Thomas Chaney & David Sraer & David Thesmar, 2012. "The Collateral Channel: How Real Estate Shocks Affect Corporate Investment," American Economic Review, American Economic Association, vol. 102(6), pages 2381-2409, October.
    2. Jacques Mairesse & Bronwyn H. Hall & Benoît Mulkay, 1999. "Firm-Level Investment in France and the United States: An Exploration of What We Have Learned in Twenty Years," Annals of Economics and Statistics, GENES, issue 55-56, pages 27-67.
    3. Martinsson, Gustav, 2010. "Equity financing and innovation: Is Europe different from the United States?," Journal of Banking & Finance, Elsevier, vol. 34(6), pages 1215-1224, June.
    4. Ozkan, Aydin & Ozkan, Neslihan, 2004. "Corporate cash holdings: An empirical investigation of UK companies," Journal of Banking & Finance, Elsevier, vol. 28(9), pages 2103-2134, September.
    5. Allen, Franklin & Gale, Douglas, 1999. "Diversity of Opinion and Financing of New Technologies," Journal of Financial Intermediation, Elsevier, vol. 8(1-2), pages 68-89, January.
    6. Brown, James R. & Petersen, Bruce C., 2009. "Why has the investment-cash flow sensitivity declined so sharply? Rising R&D and equity market developments," Journal of Banking & Finance, Elsevier, vol. 33(5), pages 971-984, May.
    7. Guney, Yilmaz & Karpuz, Ahmet & Ozkan, Neslihan, 2017. "R&D investments and credit lines," Journal of Corporate Finance, Elsevier, vol. 46(C), pages 261-283.
    8. Ivalina Kalcheva & Karl V. Lins, 2007. "International Evidence on Cash Holdings and Expected Managerial Agency Problems," The Review of Financial Studies, Society for Financial Studies, vol. 20(4), pages 1087-1112.
    9. Opler, Tim & Pinkowitz, Lee & Stulz, Rene & Williamson, Rohan, 1999. "The determinants and implications of corporate cash holdings," Journal of Financial Economics, Elsevier, vol. 52(1), pages 3-46, April.
    10. repec:adr:anecst:y:1999:i:55-56:p:02 is not listed on IDEAS
    11. Hall, Bronwyn H., 1992. "Investment and Research and Development at the Firm Level: Does the Source of Financing Matter?," Department of Economics, Working Paper Series qt5j59j6x3, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    12. Acharya, Viral V. & Almeida, Heitor & Campello, Murillo, 2007. "Is cash negative debt? A hedging perspective on corporate financial policies," Journal of Financial Intermediation, Elsevier, vol. 16(4), pages 515-554, October.
    13. 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.
    14. 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.
    15. 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.
    16. Subramaniam, Venkat & Tang, Tony T. & Yue, Heng & Zhou, Xin, 2011. "Firm structure and corporate cash holdings," Journal of Corporate Finance, Elsevier, vol. 17(3), pages 759-773, June.
    17. 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.
    18. repec:hal:spmain:info:hdl:2441/75koqefued8i7pihbrl9u84p4u is not listed on IDEAS
    19. Easterbrook, Frank H, 1984. "Two Agency-Cost Explanations of Dividends," American Economic Review, American Economic Association, vol. 74(4), pages 650-659, September.
    20. Ajay Agrawal & Rebecca Henderson, 2002. "Putting Patents in Context: Exploring Knowledge Transfer from MIT," Management Science, INFORMS, vol. 48(1), pages 44-60, January.
    21. Bhagat, Sanjai & Welch, Ivo, 1995. "Corporate research & development investments international comparisons," Journal of Accounting and Economics, Elsevier, vol. 19(2-3), pages 443-470, April.
    22. Nosal, Ed & Rocheteau, Guillaume, 2011. "Money, Payments, and Liquidity," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262016281, December.
    23. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    24. Lach, Saul & Schankerman, Mark, 1989. "Dynamics of R&D and Investment in the Scientific Sector," Journal of Political Economy, University of Chicago Press, vol. 97(4), pages 880-904, August.
    25. Bigelli, Marco & Sánchez-Vidal, Javier, 2012. "Cash holdings in private firms," Journal of Banking & Finance, Elsevier, vol. 36(1), pages 26-35.
    26. Hall, Bronwyn H & Griliches, Zvi & Hausman, Jerry A, 1986. "Patents and R and D: Is There a Lag?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 27(2), pages 265-283, June.
    27. Lyandres, Evgeny & Palazzo, Berardino, 2016. "Cash Holdings, Competition, and Innovation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(6), pages 1823-1861, December.
    28. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    29. Jarrad Harford & Sattar A. Mansi & William F. Maxwell, 2012. "Corporate Governance and Firm Cash Holdings in the U.S," Springer Books, in: Sabri Boubaker & Bang Dang Nguyen & Duc Khuong Nguyen (ed.), Corporate Governance, edition 127, pages 107-138, Springer.
    30. Asher Blass & Oved Yosha, 2003. "Financing R&D in mature companies: An empirical analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 12(5), pages 425-447.
    31. Alessandro Caiani & Antoine Godin & Stefano Lucarelli, 2015. "Innovation and Finance: A Stock Flow Consistent Analysis of Great Surges of Development," Economic Complexity and Evolution, in: Andreas Pyka & John Foster (ed.), The Evolution of Economic and Innovation Systems, edition 127, pages 401-430, Springer.
    32. Inessa Love & María Martinez Pería & Sandeep Singh, 2016. "Collateral Registries for Movable Assets: Does Their Introduction Spur Firms’ Access to Bank Financing?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 49(1), pages 1-37, February.
    33. Brown, James R. & Petersen, Bruce C., 2011. "Cash holdings and R&D smoothing," Journal of Corporate Finance, Elsevier, vol. 17(3), pages 694-709, June.
    34. He, Jie (Jack) & Tian, Xuan, 2013. "The dark side of analyst coverage: The case of innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 856-878.
    35. Gilbert, Richard J & Newbery, David M G, 1982. "Preemptive Patenting and the Persistence of Monopoly," American Economic Review, American Economic Association, vol. 72(3), pages 514-526, June.
    36. Hui Wang & Qing Wang & Xia Sheng, 2021. "Does Corporate Financialization Have a Non-Linear Impact on Sustainable Total Factor Productivity? Perspectives of Cash Holdings and Technical Innovation," Sustainability, MDPI, vol. 13(5), pages 1-17, February.
    37. Himmelberg, Charles P & Petersen, Bruce C, 1994. "R&D and Internal Finance: A Panel Study of Small Firms in High-Tech Industries," The Review of Economics and Statistics, MIT Press, vol. 76(1), pages 38-51, February.
    38. Diamond, Douglas W & Verrecchia, Robert E, 1982. "Optimal Managerial Contracts and Equilibrium Security Prices," Journal of Finance, American Finance Association, vol. 37(2), pages 275-287, May.
    39. Yue Jin & Chen Chen & Zhanyi Shi, 2021. "Spillover Effect of FDI on Food Exports: Based on Firm-Level Analysis in China," Sustainability, MDPI, vol. 13(9), pages 1-20, April.
    40. Daniel Bradley & Incheol Kim & Xuan Tian, 2017. "Do Unions Affect Innovation?," Management Science, INFORMS, vol. 63(7), pages 2251-2271, July.
    41. Qiu, Jiaping & Wan, Chi, 2015. "Technology spillovers and corporate cash holdings," Journal of Financial Economics, Elsevier, vol. 115(3), pages 558-573.
    42. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    43. He, Zhaozhao & Wintoki, M. Babajide, 2016. "The cost of innovation: R&D and high cash holdings in U.S. firms," Journal of Corporate Finance, Elsevier, vol. 41(C), pages 280-303.
    44. Haushalter, David & Klasa, Sandy & Maxwell, William F., 2007. "The influence of product market dynamics on a firm's cash holdings and hedging behavior," Journal of Financial Economics, Elsevier, vol. 84(3), pages 797-825, June.
    45. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    46. Chemmanur, Thomas J. & Tian, Xuan, 2018. "Do Antitakeover Provisions Spur Corporate Innovation? A Regression Discontinuity Analysis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(3), pages 1163-1194, June.
    47. Smith, Clifford Jr. & Warner, Jerold B., 1979. "On financial contracting : An analysis of bond covenants," Journal of Financial Economics, Elsevier, vol. 7(2), pages 117-161, June.
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