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Mengxue Li et al. / IJOCTA, Vol.15, No.4, pp.686-705 (2025)
            innovation, such as pollutant emissions, on the   limitation of focusing on economic rationality and
            measurement of efficiency. Consequently, focus-   neglecting system interaction. Existing literature
            ing on SNEs, the evaluation indices of GIE are    generally reduces green innovation to rational
            selected to measure their innovation ability and  decision-making under a cost-benefit game, overly
            green development. GIE is evaluated using the     relies on the direct impacts of financial perfor-
            undesirable slack-based measure (SBM) model,      mance or a single innovation input, but neglects
            and influencing factors affecting GIE are analyzed  the dynamic coupling mechanism of internal and
            using the systematic generalized method of mo-    external factors. For example, although finan-
            ments (GMM) dynamic model. Finally, for SNEs,     cial status can explain short-term resource con-
            suggestions are provided based on an accurate     straints, it cannot reveal the role of non-financial
            evaluation of GIE, while providing leadership and  factors, such as management’s environmental val-
            demonstration for the green development of SMEs   ues and organizational culture, in shaping the
            and filling gaps in existing research in this field.  direction of green innovation. The positive cor-
                                                              relation between up-front environmental costs
            2. Literature review                              and patent outputs may also conceal deep-seated
                                                              contradictions, such as technological path depen-
            Although green innovation as an important path
            to promote sustainable development has received   dence and policy subsidy heterogeneity. Regard-
            widespread attention in the academic community,   ing the research on the impact of a company’s
            the fragmentation and subjectivity of its measure-  characteristics on green innovation, numerous
            ment methods still constrain the scientific and   scholars, both domestically and internationally,
            policy guidance value of the research.   Ernest   have proposed and validated their viewpoints
                      6
            and David proposed the concept of green inno-     from different angles. Due to the high cost of
            vation in 1994, which refers to products, tech-   green innovation for enterprises, the financial sta-
            nologies, innovation efficiency, and processes that  tus of the enterprise and its initial R&D expendi-
                                                              tures will affect the implementation of green inno-
            can achieve the goal of reducing, eliminating, or                                   11
                                                              vation activities. Zhang and Zhang   found that
            avoiding environmental pollution while saving re-
                                                              the expected economic benefits and profitability
            sources. However, in relevant domestic and inter-
                                                              of enterprises have a significant impact on green
            national research, scholars have yet to establish                                     10
                                                              innovation. Brunnermeier and Cohen     indicate
            a unified standard for measuring green innova-
                                                              that the initial environmental costs invested by
            tion. In several important studies, green innova-
                                                              enterprises are positively correlated with the out-
            tion is measured using questionnaires. Due to the
                                                              put of green patents, meaning that the higher
            high cost of surveys, scholars subsequently began
                                                              the environmental costs, the more green patents
            using input–output data related to innovation to                                       12
                                                              enterprises produce. Zhang and Wang     verified
            measure green innovation. The company’s R&D       the donation of R&D investment to corporate
            investment can reflect its importance in innova-
            tion. Generally speaking, the more a company      green technology innovation by simulating the
            invests in R&D, the more it values innovation.    dynamic changes in green technology innovation,
            Therefore, R&D investment can be used to re-      and the incentive effect continuously strengthened
                                                                                    13
            flect a company’s level of innovation. For exam-  over time. Wang et al.,  from the perspective of
                          7
            ple, Lee et al. used green R&D expenditures to    public scientific research institutions, found that
            measure green innovation, while Wang and Chen 8   green R&D interventions can raise the standard
            used R&D investment in energy consumption to      of enterprises’ green innovation and broaden the
            measure green innovation. As a result of innova-  boundary of green innovation; the higher the in-
            tion activities, innovation output can also reflect  tensity of green R&D cooperation, the stronger
            the level of innovation within a company to some  the green innovation driving effect.
            extent. The quantity of corporate green innova-
                                                      9
            tion activities was measured by Tao et al. us-        Green innovation efficiency is the most ele-
            ing the number of invention patent applications.  mentary component of green innovation research
            They then created a patent knowledge breadth in-  and a crucial statistic for assessing the judicious
            dex to characterize the quality of green innovation  distribution of innovation resources. From the
            activities.                                       standpoint of green growth, Zhang and Zhu 14  as-
                Although the current research on the impact   sessed the technological innovation efficiency of
            of enterprise characteristics on green innovation  China’s industrial businesses in 2009. Based on
            has accumulated abundant results, most of them    the results, environmental factors help different
            focus on the linear correlation between finan-    provinces become more efficient at technological
            cial targets and R&D inputs, 10  with the cognitive  innovation. Qian et al. determined the GIE of
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