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Mengxue Li et al. / IJOCTA, Vol.15, No.4, pp.686-705 (2025)
            3. Conceptual definition and                      3.1.2. Green innovation efficiency
                measurement of green innovation
                                                              The goal of green innovation is to address envi-
                efficiency in SNEs
                                                              ronmental issues, accomplish particular environ-
                                                              mental protection objectives, and promote sus-
            Based on the systematic GMM dynamic model,
                                                              tainable development. This includes energy con-
            this paper measured GIE of SNEs using the
                                                              servation, pollution avoidance, waste recycling,
            DEA model, conducted a comprehensive evalu-
                                                              and other enterprise green product and process in-
            ation of the measured results, characterized the
                                                              novation, along with organizational management
            GIE in each region, and decomposed the influ-
                                                              support and innovation execution. Green innova-
            encing factors of GIE, to put forward the sug-
                                                              tion is a form of innovation aimed at achieving
            gestions of SNEs in China for future enhance-
                                                              sustainable development. While sustainable de-
            ment of their GIE. To ensure the accuracy and
            effectiveness of the calculation results for the GIE  velopment represents the purpose and direction,
            of SNEs, it is necessary to define the estimation  innovation serves as the means to reach it. Inno-
            method for both efficiency and the parameters in-  vation drives economic growth and facilitates the
            volved.                                           transition toward sustainable development, while
                                                              sustainable development, in turn, sets the require-
                                                              ments for innovation, demanding that it moves in
                                                              a sustainable direction. Green innovation has the
                                                              public nature of research, content diversity, pro-
            3.1. Conceptual definition of green               cess complexity, and externality of results, which
                 innovation efficiency in SNEs
                                                              is significantly different from traditional innova-
                                                              tion.
            3.1.1. SNEs
                                                                  Efficiency is the extent to which resources are
            To be specific, the term “SNEs” means the en-     fully utilized under certain technological condi-
            terprises that possess development characteris-   tions to maximize the benefits of production, that
            tics of specialization, refinement, uniqueness, and  is, resource allocation efficiency, to measure the
            novelty.  Specialization includes several mean-   ratio of different inputs to outputs. 39  Based on the
            ings, such as focusing on one industry, special-  definition of efficiency, it can be derived that GIE
            izing in a few products, concentrating on serv-   is a comprehensive index that evaluates regional
            ing one type of customer, and specializing in cer-  green efficiency, considering both innovation in-
            tain regions, 33  as well as possessing specialized  puts and environmental losses. This is specifi-
            technology, specialized teams, unique resources   cally reflected in improving the efficiency of re-
            and specialized market groups, 34  and a compar-  source elements in product development, promot-
            ative advantage in a specific link of the indus-  ing economic development by emphasizing eco-
            try chain. Refinement includes refined produc-    logical protection, and considering undesired out-
            tion, management, and services, generating high-  puts, such as comprehensively considering energy
            quality products and services to occupy a com-    loss and pollutant discharge. While emphasizing
            parative advantage in the segment. It requires    environmental protection, it is also crucial to pay
            SMEs to build a scientific and orderly internal   attention to the effectiveness of allocating inno-
            system, including a customer service system, a    vation resources and ensure that there is a cor-
            business management system, a personnel man-      responding quality in the number of innovation
            agement system, a financial management sys-       outputs rather than just emphasizing or seeking
            tem, etc., to ensure that customers have a good   more innovation inputs.
            experience. 35  Uniqueness, such as unique technol-
            ogy, function, and appearance, 36  provides corre-  3.2. Measurement scheme for green
            sponding unique products and services tailored to      innovation efficiency of SNEs
            different consumer groups. Novelty includes new
                                                              3.2.1. Green innovation efficiency and data
            products, processes, market mechanisms, man-
                                                                    envelopment analysis
            agement mechanisms, etc., specifically regarding
            enterprise technological innovation, institutional  Data envelopment analysis is a unique tool de-
            innovation, and standard innovation. 37  Therefore,  veloped by Charnes et al. 40  in 1978 based on
            SNEs refer to SMEs with the characteristics of    linear programming. It is primarily used to as-
            specialized, refined, unique, and novel. The scale  sess the productivity of departments. When there
            of the enterprise conforms to the provisions of the  are many inputs and outputs, their ratio can be
            national “Classification Standard for Small- and  used to measure efficiency. It is typically used
            Medium-sized Enterprises.” 38                     as an indicator to assess performance between
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