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Mengxue Li et al. / IJOCTA, Vol.15, No.4, pp.686-705 (2025)
            Table 5. Descriptive statistical table of variables involved in this study

                                                             Average   Standard    Maximum     Minimum
                 Variables                              n
                                                             value     deviation   value       value
                 GIE                                   200     0.757      0.372      1.914       0.109
                 RD                                    200    17.385      0.680      19.680      15.800
                 ES                                    200    20.956      0.599      22.310      18.920
                 COORP                                 200    14.490     21.826     151.000      0.000
                 ENVIR                                 200 188854.800 769446.100 5067438.000     0.000
                 GOVNM                                 200     0.014      0.013      0.087       0.000
                 LHD                                   200     0.321      0.140      0.900       0.000
                 Profit                                200     0.150      0.200      0.561      −1.115
                 Lev                                   200     0.293      0.159      0.705       0.048
                 DN                                    200     7.635      1.323      9.000       0.000
                 Abbreviations: COORP, Industry-university-research cooperation;
                 DN, Board size;
                 ENVIR, Environmental protection investment intensity; ES, Enterprise scale;
                 GIE, Green innovation efficiency; GOVNM, Government financial support;
                 Lev, Asset-liability ratio;
                 LHD, Ownership concentration; Profit, Net operating cash flow;
                 RD, research and development investment.

            Table 6. Pearson’s correlation coefficient of all variables involved in this study

              Variables   GIE      RD       ES    COORP ENVIR GOVNM           LHD     Profit  Lev    DN
              GIE          1
              RD         0.153**    1
              ES        −0.133 ∗∗  0.659**  1
              COORP       0.043  0.300**  0.342**    1
              ENVIR      0.182**  0.130   0.265**  −0.051     1
              GOVNM      0.324**  0.222**  0.040   −0.092   0.068      1
              LHD        −0.117  −0.308 ∗∗  −0.269 ∗∗  −0.220 ∗∗  −0.060  0.030  1
              Profit     −0.188 ∗  −0.076  −0.173 ∗  −0.204 ∗∗  0.044  0.240**  0.232**  1
              Lev        −0.049   0.252*  0.301**  0.150*   0.064   −0.231 ∗∗  −0.046  −0.325 ∗∗  1
              DN         0.127**  0.136   0.161*    0.039   0.194**   0.016   −0.117  −0.206 ∗∗  0.075  1
              Abbreviations: COORP, Industry-university-research cooperation; DN, Board size;
              ENVIR, Environmental protection investment intensity;
              ES, Enterprise scale; GIE, Green innovation efficiency;
              GOVNM, Government financial support; Lev, Asset-liability ratio;
              LHD, Ownership concentration; Profit, Net operating cash flow;
              RD, Research and development investment.
              **At level 0.01 (two-tailed), the correlation was significant; *At level 0.05 (two-tailed), the correlation was significant.

            the resilience of innovation entities. During the  innovative elements from high to low, thereby
            innovation and R&D phase, the comparative ad-     achieving the optimal allocation of innovative re-
            vantage of innovation resources is obtained. The  sources and enhancing corporate innovation rates.
            establishment of SNEs attracts R&D capital that   Therefore, the following hypothesis is proposed:
            flows toward these companies, facilitating close
            cooperation, resource complementarity, and infor-  H1: R&D investment is significantly and posi-
            mation sharing among innovation entities, which   tively related to the GIE of SNEs.
            promote regional green innovation division of la-
            bor and collaboration, ultimately improving the
            efficiency of green R&D and achievement transfor-  3.4.2. Enterprise size
            mation. The outflow of R&D capital follows the
            principle of maximizing profits by reconfiguring  Large companies,    with advantages such as
                                                              economies of scale and access to financing, tend to
            and optimizing idle resources within enterprises,
                                                              be more innovative. However, as the scale of en-
            thus avoiding resource waste and misallocation is-
                                                              terprises expands, energy consumption and pollu-
            sues. Under the guidance of relevant policies, the
                                                              tion also increase, which can offset the economies
            upgrading of China’s industrial structure takes
                                                              of scale and reduce the GIE. As most SNEs are
            the initiative to dock the construction of SNEs,
                                                              SMEs, they are sensitive to changes in market de-
            prompting the flow of R&D capital and other
                                                              mand, making it easy for them to specialize in a
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