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Green innovation efficiency measurement and its influencing factors in specialized and new enterprises
                Second, the GIE in resource-based cities is   cooperation and mutual assistance relationship is
            examined. R&D investment and GIE are signifi-     essential for enhancing the green innovation lev-
            cantly positively correlated. SNEs should invest  els of SNEs and reducing the differences in GIE
            more in R&D to boost the effectiveness of their   among these enterprises. It is vital to learn from
            green innovation. Additionally, there is a strong  the development experience of companies with
            negative correlation between the GIE in Special-  high GIE to strengthen the flow of outstanding
            ized and New Enterprise and their size. For SNEs,  talent and enhance one’s own GIE.
            maintaining the current ES rather than rushing
            to expand is more beneficial for improving their      Thirdly, maintain a stable business scale. ES
            GIE. Furthermore, there is a significant positive  has a significant negative correlation with GIE. As
            correlation between COORP and GIE. For SNEs,      the representatives of SMEs, SNEs have certain
            strengthening their cooperation with other insti-  limitations in their expansion capabilities com-
            tutions can enhance GIE. Moreover, the GIE and    pared to large enterprises. Blind expansion only
            GOVNM are significantly positively correlated.    backfires, leading to a decline in their green inno-
            One efficient strategy to increase resource-based  vation capabilities. Therefore, SNEs should focus
            cities’ GIE is to increase government funding.    on their strengths, leveraging their inherent ad-
            Lastly, the effectiveness of corporate green in-  vantages in market competition to gain a compet-
            novation may also be influenced by operating      itive edge, thereby further enhancing their innova-
            profit margin and board size, suggesting that the  tion capabilities and improving their GIE. SNEs
            effectiveness of corporate green innovation may   should focus on improving management efficiency,
            be connected to the operational capabilities and  optimizing resource allocation, and reducing oper-
            management of the business, which should be       ating costs through the implementation of refined
            taken into consideration.                         management to enhance the GIE. Besides, estab-
                                                              lishing an internal innovation incentive mecha-
                                                              nism to encourage employees to suggest green in-
            5.2. Policy recommendations                       novation proposals and rewarding excellent inno-
            Considering the systematic GMM dynamic            vation results to stimulate employees’ enthusiasm
            model, this paper finds that influencing fac-     for innovation can result in GIE improvement as
            tors, such as R&D investment, ES, COORP, and      well. During the process of expansion, the enter-
            GOVNM, all have important impacts on GIE.         prise should give full consideration to enhancing
            Based on this, this paper suggests targeted policy  GIE and avoid blindly pursuing scale expansion,
            recommendations from four aspects to provide      which neglects the importance of green transfor-
            help and reference significance for the improve-  mation.
            ment of GIE in SNEs.
                                                                  Lastly, reform government subsidy schemes
                Firstly, establish and improve a comprehen-   and bolster government assistance. One of the
            sive research mechanism.   Investment in R&D      four factors with the most effective impact is
            funding is a crucial guarantee for innovation.    government support, which is essential for im-
            The enterprise innovation system should reason-   proving the GIE. To enhance the innovation abil-
            ably increase R&D funding, improve the efficiency  ity and leadership role of SMEs, the government
            of R&D funding utilization, and rely on issuing   should first improve its policy support capabilities
            green innovation subsidy policies to guide social  and unleash the innovative vitality of businesses.
            funds into the green innovation field, thereby en-  Since businesses are the foundation, it is crucial
            hancing the enterprise’s innovation capability and  to concentrate on resource allocation to consis-
            economic development level. It is advisable to    tently allocate scarce societal resources to green
            strengthen efforts to attract research talent, opti-  innovation in businesses while encouraging green
            mize incentive mechanisms, and broaden channels   transformation and industry upgrading through
            for talent introduction while increasing the num-  intense market rivalry. Additionally, it is sensi-
            ber of personnel and effectively enhancing the in-  ble to encourage SMEs to increase research in-
            novation capability of enterprises.               vestment and establish research centers, guiding
                Secondly, establish connections for coopera-  SMEs to conduct fundamental and cutting-edge
            tion between enterprises and research institutes,  R&D. Lastly, utilizing the signaling effect of gov-
            as well as between enterprises and universities.  ernment subsidies encourages further investment
            There is a significant positive correlation between  from investors and alleviates the financing pres-
            COORP and GIE. Due to the spillover effects       sure on enterprises, enhancing the GIE.
            of green innovation, establishing a comprehensive
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