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The impact of digital transformation on enterprise green innovation

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... The concept of greenwashing was first proposed by American environmentalists in 1986 and was initially defined as the act of disguising the pursuit of economic interests as environmental protection [5]. Nowadays, greenwashing refers to companies attempting to establish an image of environmental responsibility through false, untrue, and misleading means [6]. ...
... The late establishment and incomplete system of corporate environmental information disclosure in China have perpetuated corporate greenwashing behavior [2,10]. Moreover, with increasing environmental protection pressures, an increasing number of enterprises are establishing their own environmentally friendly image through greenwashing, attempting to achieve economic benefits with minimal environmental protection measures [5]. This is especially true for heavily polluting enterprises, which are characterized by high energy consumption, high pollution, and high carbon emissions; their extensive production methods often focus on economic benefits while neglecting environmental costs [11], making greenwashing behavior more common. ...
... On the one hand, as an innovative organizational change [16], digital transformation has long been considered an important approach to optimizing management processes and business models to achieve the long-term sustainable development of enterprises [41]. Heavily polluting enterprises undergoing digital transformation can send a positive signal to the external capital market [5], indicating their efforts at building core competencies and creating long-term value. In this way, digital transformation has become a focus of the external market and has gained continuous attention from all sectors of society. ...
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Identifying and governing enterprises’ greenwashing behavior is important for achieving green and low-carbon development. This behavior can be governed via digital transformation. Based on data from listed companies from 2013 to 2021, this article examines the impact of the digital transformation of heavily polluting enterprises on their greenwashing behavior, with an empirical analysis revealing that it can significantly inhibit this behavior. A mechanism analysis indicates that the digital transformation of heavily polluting enterprises reduces greenwashing behavior by enhancing the level of enterprise green technological innovation and improving investor attention. A heterogeneity analysis shows that the impact of enterprise digital transformation on greenwashing behavior is more significant among the private and highly competitive heavily polluting enterprises located in central China. The research conclusions of this article indicate that digital transformation is important for curbing enterprises’ greenwashing behavior and achieving green and sustainable development.
... Eventually, numerous countries actively participate in securing the environment from environmental hazards and developing government regulations for manufacturing firms to save the environment (Liu & Song, 2023). However, over the past few decades, many nations have seen exponential economic growth and modernization toward green, as the conflict between ecological preservation and economic advancement is a global concern (Xu et al., 2024). In this regard, prior research suggested that there should be some solutions to control and solve the current global crisis as well as to achieve the "United Nations 2030 Sustainable Development Goals" toward climate change, pandemics, unusual population growth, and quality food (Rowan & Casey, 2021). ...
... In the age of big data, blockchain, artificial intelligence (AI), and the Internet of Things (IoT), these new technologies have had a positively profound impact on human production processes, and lifestyles, which affects enterprise circulation and distribution techniques in both internal and external invention aspects (Sareen & Haarstad, 2021), assisting green innovation. In this regard, many studies have recently revealed that digital transformation positively affects corporate green innovation statistically (He & Chen, 2024;Lin & Xie, 2024;Xu et al., 2024). Therefore, we propose as follows: ...
... Other studies also found that the utilization of digital transformation (Alvarenga et al., 2020) and artificial intelligence (AI) (Leoni et al., 2022) significantly impacts the implementation and execution of knowledge management procedures . Moreover, the result of the second hypothesis, H1b, shows that digital transformation positively and significantly impacts green innovation, consistent with prior research (He & Chen, 2024;Lin & Xie, 2024;Xu et al., 2024). Additionally, industrial robots (Nie et al., 2022), manufacturing intelligence , and blockchain technology (Chin et al., 2022) positively affect green innovation. ...
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Due to change in climate and environment, firms are actively seeking to bring solutions through adopting green innovation. This paper investigates the impact of digital transformation, responsible leadership, and corporate social responsibilities on green innovation and tests how knowledge sharing mediates the above relationship. The resource-based theory is used as the underlying framework for modeling our conceptualized arguments. Moreover, a moderated mediation analysis is performed based on collected data from 458 hierarchy-level employees from manufacturing small and medium-sized enterprises (SMEs) in Pakistan with a cross-sectional and random sampling method. The study finds the positive relationships between digital transformation, responsible leadership, corporate social responsibility, and green innovation where knowledge sharing significantly mediates the above relationship. Further, organizational culture moderates the path between knowledge sharing and green innovation. The paper recommends to encourage the value of digitalization and corporate social responsibility in SMEs to form green innovation.
... Firstly, state-owned companies typically receive more government resources and policy support than non-state-owned companies, providing them with essential funding and technical backing for their digital transformation efforts [89,90]. This disparity arises from the Chinese government's continued significant role in resource allocation. ...
... Conversely, state-owned companies tend to receive more credit support during banks' lending decisions due to their backing from local government credit. In addition, state-owned sports companies have greater opportunities to access advanced technologies and information resources [90]. They typically can apply for government special funds for scientific and technological research to support the development of smart equipment and sports gear. ...
... The nature of property rights for companies was represented as a binary variable: it took a value of 1 for state-owned companies and a value of 0 for non-state-owned companies [90]. The level of environmental regulation was measured by the proportion of the amount invested in wastewater and air pollution control in a given year to the industrial output value of that year [18], based on the location of the listed companies. ...
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In the context of the “dual carbon” strategic goal and sustainable development, the digital transformation of sports companies has emerged as a crucial factor in overcoming barriers to green growth and addressing institutional and efficiency challenges. This study examines the mechanism by which digital transformation drives green innovation, using a sample of Chinese-listed companies in the sports industry from 2011 to 2022. Fixed effects models were employed. The study’s findings are as follows: (1) Digital transformation has a significant positive impact on green innovation, indicating that the digitalization of companies plays a crucial role in promoting green practices. (2) A mechanism analysis revealed that digital transformation facilitates green innovation by enhancing human capital and improving internal control levels. (3) A heterogeneity analysis demonstrated that stricter environmental regulations strengthen the driving effect of digital transformation. Moreover, state-owned sports companies exhibit a stronger endogenous impetus for green innovation than non-state-owned companies, driven by their alignment with national strategic planning, thus enhancing the role of digital transformation. This study contributes to the literature by offering insights into the integration of digitization and green innovation. Furthermore, it provides practical guidance and path selection for achieving coordinated digitization and green innovation in Chinese sports companies within the framework of the “dual carbon” goal.
... While innovation in general has garnered considerable attention, the specific realm of green innovation, including sustainable innovation and environmental innovation, is gaining increasing prominence in both academic and practical spheres (Yang et al., 2024). green innovation involves the development and implementation of new products, processes, or technologies that aim to minimize environmental impact or promote sustainability (tang et al., 2023;Xu et al., 2024). sustainable innovation, on the other hand, focuses on creating value for society and the environment while simultaneously driving economic growth (schiederig et al., 2012). ...
... Digital solutions such as internet of things (iot), big data analytics and artificial intelligence can enable organizations to optimize energy usage, improve waste management processes and develop eco-friendly products (alahmad et al., 2021; li et al., 2023). additionally, digital platforms can facilitate collaboration and knowledge-sharing among stakeholders to promote sustainable practices across supply chains and industries (Xu et al., 2024). hence, digital innovation plays a pivotal role in driving green innovation by providing organizations with the tools and capabilities to address environmental challenges effectively. ...
... effective leadership plays a pivotal role in fostering innovation by providing direction, support and resources necessary for innovation initiatives to thrive. additionally, the positive moderation effect of innovative leadership between iWB and digital innovation underscores the importance of a supportive leadership environment in fostering employee creativity and innovation (shen et al., 2022;Xu et al., 2024). however, the lack of significant moderation impact of innovative leadership between digital innovation and green innovation suggests potential areas for further exploration. ...
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This study examines the dynamics of digital and green innovation within organizational contexts, focusing on the interplay between innovative work behavior, innovative leadership and the adoption of digital technologies. Survey data were collected from employees working in private sector organizations in Saudi Arabia, using a questionnaire encompassing key constructs related to digital and green innovation. Data analysis was conducted using Partial Least Squares Structural Equation Modeling (PLS-SEM), revealing significant relationships between the variables under investigation. The results indicate that innovative work behavior positively influences digital innovation, while digital innovation in turn facilitates green innovation. Innovative leadership emerges as a critical factor influencing both digital and green innovation, with strong positive associations found between innovative leadership and innovation outcomes. Furthermore, the study underscores the importance of fostering a culture of innovation and investing in leadership development to drive both digital and green innovation effectively. The implications of these findings extend to organizations, policymakers and researchers, highlighting the importance of promoting innovation and sustainability initiatives in organizational and societal contexts. This study contributes to the understanding of the drivers of digital and green innovation, offering insights for organizations seeking to enhance their competitiveness and promote environmental sustainability in an increasingly digitalized world.
... The results showed that DT promotes enterprises to engage in more and higher-quality GI activities by influencing environmental attention, and there are spatial spillover effects [23]. Xu et al. (2024) found that DT promotes GI in enterprises by increasing R&D investment and information disclosure, and this effect is particularly notable in high-tech enterprises [24]. With the implementation of the NAIPZ in China, scholars have used this event as a quasi-natural experiment and evaluated the micro effects of the NAIPZ using the difference-in-difference method. ...
... The results showed that DT promotes enterprises to engage in more and higher-quality GI activities by influencing environmental attention, and there are spatial spillover effects [23]. Xu et al. (2024) found that DT promotes GI in enterprises by increasing R&D investment and information disclosure, and this effect is particularly notable in high-tech enterprises [24]. With the implementation of the NAIPZ in China, scholars have used this event as a quasi-natural experiment and evaluated the micro effects of the NAIPZ using the difference-in-difference method. ...
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Against the backdrop of addressing global climate change, whether the new generation of information technology, centered on artificial intelligence (AI), can promote comprehensive green transformation and achieve the “dual carbon” goal has become an important issue in China’s national development strategy. The research objective of this paper is to explore the causal relationship between AI and green innovation (GI). In this study, we conduct a quasi-natural experiment using the National New Generation Artificial Intelligence Innovation and Development Pilot Zone (NAIPZ). On the basis of data from A-share-listed companies from 2013 to 2022, we use a staggered difference-in-difference model to study the impact and mechanism of AI on corporate GI. Research results show that AI can improve the GI of enterprises. Mechanism analysis results show that AI promotes GI in enterprises by improving internal governance and optimizing human capital, while industry competition can increase the promotion effect of AI on GI. Heterogeneity analysis results indicate that the promotion effect of AI on GI is particularly prominent in the eastern region, high-tech industries, and non-state-owned enterprises. This study addresses the important question of whether the NAIPZ can promote GI in enterprises, thereby providing empirical evidence and policy references for accelerating the integration and development of AI and GI in China.
... Scholars have attempted to explore the driving factors of green innovation capabilities and willingness in enterprises from various perspectives. Some scholars have analyzed the impact of internal driving forces such as managers [7], corporate governance [8], enterprise size [9], and digital technology [10] on green innovation in enterprises. Similarly, scholars have also analyzed external factors such as the role of policies and regulations [11], research and development subsidies [12], and financial services [13] in promoting green innovation in enterprises. ...
... In this context, with the improvement of regional digital infrastructure and the improvement of government digital services, enterprises will be encouraged to carry out green innovation. According to relevant scholars' research, digital transformation's role in promoting enterprises' green innovation is reflected in reducing costs and expanding financing channels [10]. In addition, enterprises undergoing digital transformation quickly attract more attention from governments, media, and investors. ...
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The optimization of the business environment makes regional economic development more dynamic. Whether this can be used as an influencing factor to promote the green innovation of enterprises is worthy of attention. Based on the concept of digitalization and green collaborative transformation, combined with the panel data of A-share listed companies in China’s capital market from 2016 to 2020 and the corresponding business environment index of each province, this paper empirically tests the impact of business environment optimization on enterprises’ green innovation and its channel mechanism by using a two-way fixed-utility model. The findings are as follows: Firstly, business environment optimization has a significant positive impact on enterprises’ green innovations, and this conclusion is still valid after a series of endogenous and robustness tests. Secondly, business environment optimization can foster conditions conductive to green innovation by promoting enterprises’ digital transformation. Through empirical tests, a chain-channel mechanism is identified whereby business environments can promote enterprises’ green innovation via digital transformation, innovation ability, and a willingness to pursue environmental management. Finally, further analysis reveals significant heterogeneity in the positive impact of business environment optimization on green innovation, with a more pronounced positive impact in state-owned enterprises, high-tech enterprises, and low-polluting enterprises. The research findings of this paper provide a specific reference and basis for the Chinese government to further optimize the business environment and effectively promote the green innovation of enterprises.
... Currently, research on digitization and greening is relatively scattered, with only a few scholars focusing on the impact of digital transformation on green innovation [11]. Despite this, most studies mainly concentrate on how digital transformation directly influences enterprises' green innovation behavior and capabilities, neglecting the exploration of intrinsic connections and impact mechanisms from macro and systemic perspectives, such as green investment and industrial policies. ...
... In exploring the complex relationships between digital transformation, green transformation, green investment, and industrial policies in the manufacturing industry, this study has uncovered several key findings that contribute to and expand upon the existing literature: Firstly, this study demonstrates that digital transformation significantly promotes green transformation in manufacturing enterprises, confirming the positive impact of digital technology on environmental sustainability. This finding echoes the growing literature emphasizing the crucial role of digital transformation in enhancing resource utilization efficiency and fostering green innovation [11,40]. This result adds empirical support to the existing literature and deepens our understanding of how digital technology shapes the future green economic model. ...
... In the era of digital economy, Chinese firms have carried out digital transformation which to the hybridization and integration of artificial intelligence, blockchain, cloud computing and big data, aiming to reshape the firm's business model (Akter et al., 2022) to seize the opportunity to achieve transformation. Research shows that digital transformation has become an important support for firm green innovation (Xu et al., 2024), because it can reduce information asymmetry, promote the integration of dispersed resources, increase energy efficiency, improve operational efficiency and reduce costs, and thus can promote firm green innovation (Santoalha et al., 2021). The impact of digital transformation on firms green innovation in strategic emerging industries characterized by technology-intensive is more prominently, as green development is one of the main missions of these firms . ...
... In other words, the digital transformation is an important nexus between the fintech and firm green innovation. This finding align with previous research holding that fintech plays a crucial role in driving digital transformation (Luo, 2022), and offer support for the argument that digital transformation can have a positive and statistically significant impact on firm green innovation (Xu et al., 2024). Moreover, the heterogeneity analysis finds that the positive effect of the fintech on firm green innovation is heterogeneous in different regions with different levels of economic development, and the effect is stronger in eastern region more perfect economic infrastructure, financial facilities, institutional environment, which is in line with the existing literature that emphasizes the importance of regional characteristics in shaping the effectiveness of fintech (e.g., Wu et al., 2023;Yang & Wang, 2022). ...
... As the moderating variables of digital transformation to realize the effect of pollution mitigation and carbon abatement, the accurate measurement of green innovation and green investment is also crucial. First, referring to related studies (Xiang et al., 2022;Xu et al., 2024), the sum of the number of green patents, green invention patents, and green utility model patents of an enterprise is used to indicate the degree of green innovation of an enterprise. ...
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Digitization has become an enabler of green development, and its joint impact on the environment has yet to be fully investigated. Using data from Chinese A-share manufacturing firms from 2013 to 2022, this paper integrated the multidimensional fixed-effects model, Entropy method, Instrumental variable model, and Moderating effect model to measure the green benefits of digitalization. Findings reveal that digital transformation significantly inhibits CO2 and pollution emissions; that is, there is an increased synergy between them. This conclusion satisfies the robustness test and the endogeneity test. Further, manufacturing firms also reinforce digital transformation's pollution and carbon reduction effects through green innovation and green investment. Heterogeneity analyses indicate that the green benefits of digitization are more pronounced for state-owned enterprises, firms with standard audit opinions, technology-intensive and capital-intensive firms, and firms located in the eastern and western. This paper considers the impact of digitization on the multidimensional environment and validates the synergistic environmental effects of the digital revolution. It provides meaningful practical guidance for the digitalization and greening of enterprises.
... In the context of the digital economy era, the impact of digital transformation on corporate green innovation has become increasingly significant, yet research in this area remains contentious. Some studies argue that digital transformation promotes green innovation C. Xu et al., 2024). Through digital technologies, firms can achieve more efficient resource allocation and production process optimization. Digital tools such as cloud computing and artificial intelligence enable firms to identify and implement green technological solutions more rapidly, accelerating the pace of green innovation (J. Xu et al., 2023). This ...
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This study examines the impact of digital transformation on green innovation in manufacturing firms and its underlying transmission mechanisms, using a sample of A-share listed manufacturing companies in Shanghai and Shenzhen from 2011 to 2022. It also explores the external supportive role of digital finance. The findings reveal that digital transformation significantly enhances firms’ green innovation capabilities, with this effect primarily driven by two mechanisms: the “risk effect” and the “reputation effect.” Contextual analysis indicates that in regions with more advanced digital financial development, state-owned enterprises benefit more from digital transformation in promoting green innovation. However, the green innovation-driving effect of digital transformation in non-state-owned enterprises is inhibited in such regions. Further analysis shows that digital transformation also improves the efficiency of green innovation. These findings provide theoretical support for deepening the digital transformation of manufacturing enterprises and promoting high-quality economic development.
... Furthermore, DT promotes cost optimization through automation and improves value chains [27]. It can also contribute to sustainability by reducing companies' carbon footprints through optimized resource management and digitalized practices [28,29]. According to Sebastian et al. [13], this transformation enhances companies' dynamic capabilities, enabling them to adapt to market disruptions while maximizing financial and operational performance. ...
Article
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Digital transformation (DT) has become an imperative for companies seeking to evolve in a constantly changing industrial ecosystem, driven by the continual development and application of innovative digital technologies. Nevertheless, the success rate of DT initiatives remains surprisingly low, which only serves to highlight the need for a deeper understanding of the factors that determine the success of these initiatives. This study adopts a quantitative methodological approach to address this challenge, focusing on the Moroccan insurance industry. First, a systematic literature review was undertaken to identify the key change dimensions and related factors that influence DT acceptance, at both individual and corporate levels, as well as the potential risks associated with the adoption of DT. A survey of 100 employees of insurance companies in Morocco was then undertaken to statistically establish the key factors that determine the success of DT in these companies. The research results reveal that planned behavioral factors, as well as the innovative features of digital technologies, exert a positive influence on the attitude toward the acceptance of DT. Furthermore, this positivity translates into greater personal acceptance of new technologies within the Moroccan organizations studied. Although this paper focuses on one industry sector in one country, the authors believe the results make a valid contribution to both theory and practice. The findings indicate a clear distinction between individual acceptance of innovation and acceptance at a social level, an approach that has scarcely been addressed in previous research. It also offers valuable insights for leaders and organizational managers seeking to succeed in their DT projects by highlighting key determining factors to effectively guide this complex process.
... Furthermore, DT promotes cost optimization through automation and improves value chains [27]. It can also contribute to sustainability by reducing companies' carbon footprints through optimized resource management and digitalized practices [28,29]. According to Sebastian et al. [13], this transformation enhances companies' dynamic capabilities, enabling them to adapt to market disruptions while maximizing financial and operational performance. ...
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Digital transformation (DT) has become an imperative for companies seeking to evolve in a constantly changing industrial ecosystem, driven by the continual development and application of innovative digital technologies. Nevertheless, the success rate of DT initiatives remains surprisingly low, which only serves to highlight the need for a deeper understanding of the factors that determine the success of these initiatives. This study adopts a quantitative methodological approach to address this challenge, focusing on the Moroccan insurance industry. First a systematic literature review was undertaken to identify the key change dimensions and related factors that influence DT acceptance, at both individual and corporate levels, as well as the potential risks associated with the adoption of DT. A survey of 100 employees of insurance companies in Morocco was then undertaken, to statistically establish the key factors that determine the success of DT in these companies. Research results reveal that planned behavioral factors, as well as the innovative features of digital technologies, exert a positive influence on the attitude towards acceptance of DT. Furthermore, this positivity translates into greater personal acceptance of new technologies within the Moroccan organizations studied. Although the paper focuses on one industry sector in one country, the authors believe the results make a valid contribution to both theory and practice. The findings indicate a clear distinction between individual acceptance of innovation and acceptance at a social level, an approach that has scarcely been addressed in previous research. It also offers valuable insights for leaders and organizational managers seeking to succeed in their DT projects by highlighting key determining factors to effectively guide this complex process.
... Specifically, the policy has a more pronounced positive effect on green innovation resilience for non-stateowned enterprises and non-heavy polluting enterprises. This finding contrasts with Xu et al. [64] and Li et al. [65], who argue that digitalization has a more significant promoting effect on green innovation for state-owned enterprises and heavy-polluting enterprises. One possible reason is that non-state-owned enterprises face more severe financing issues compared to state-owned enterprises. ...
... Scholars have thoroughly studied various specialized and pilot policies. In terms of specialized policies, studies have found that digital finance subsidies and tax incentives effectively alleviate financial pressures on enterprises, improve their operating conditions, and stimulate innovation, thereby providing sufficient momentum for digital transformation [53]. Regarding pilot policies, it is widely believed that policies related to the development of the digital economy, digital infrastructure construction, and the application of digital technologies, such as digital economy innovation development pilot zones, the "Broadband China" pilot, national big data pilot zones, science and technology finance pilot policies, and smart city pilots, can enhance technological innovation capabilities and optimize resource allocation, effectively empowering local enterprises' digital transformation [18,48,52,59,60]. ...
Article
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Digital transformation has become a crucial strategy for enhancing the core competitiveness of enterprises, and the policy of comprehensive pilot zones for cross-border E-commerce in China plays a significant role in accelerating this process. Based on data from Chinese listed companies from 2012 to 2021, this study employs the difference-in-differences approach to examine the positive impact of this policy on the digital transformation of local manufacturing enterprises and its operational mechanisms. The results indicate that the establishment of comprehensive pilot zones positively fosters the digital transformation of local manufacturing enterprises, providing a replicable and referable successful experience for accelerating digital transformation regionally. Moreover, the heterogeneity analysis reveals that the pilot zones in the northern and eastern regions are more effective in promoting digital transformation, and the pilot policy exerts a more pronounced driving effect on large, private, and highly innovative enterprises. Further analysis of mediation mechanisms shows that the comprehensive pilot zones facilitate in-depth digital transformation of enterprises by capitalizing on three major effects: accumulation of human capital, alleviation of capital constraints, and intensification of market competition. The successful implementation of China’s Cross-border E-commerce Comprehensive Pilot Zones serves as an important model for promoting the deep integration of the digital economy with the real economy on a global scale.
... It indicates that green product innovation has a positive impact on firm performance, highlighting the importance of sustainable product development in achieving business success (C. Xu et al., 2024). All the relations of table 06 are statistically significant and present that both digital transformation and green manufacturing practices have major influences on the mediation of firm performance and green product innovation. ...
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Purpose: The objective of this research is to determine the impact of green manufacturing practices and digital transformation on firm performance, with a particular focus on the mediating role of green product innovation. Design/Methodology/Approach: The study conducted a survey of 212 employees from various businesses using a questionnaire-based method. The data is analysed using Partial Least Squares Structural Equation Modelling (PLS-SEM) to examine the connections between digital transformation, green manufacturing practices, and company performance. The study also investigated the intermediary function of green product innovation in these connections and offered valuable insights into how sustainable practices might enhance corporate performance. Findings: This research indicates that green product innovation plays a vital role in connecting these practices to improved company success. The results suggests that organisations that have used digital transformation technologies are more inclined to foster innovation in environmental friendly goods, so enhancing sustainability and subsequently improving performance. Implications/Originality/Value: The present research contributes to the existing understanding of the impact of digital transformation and green manufacturing techniques on enhancing company performance with a specific emphasis on sustainability. The importance of digital transformation and environmentally-conscious manufacturing methods in improving the sustainability of enterprises is emphasised.
... Considering the effects of resource acquisition and allocation, green innovation requires increased quality innovation resources. Digital transformation significantly alleviates financing constraints, improves firms' financing capabilities [48,[54][55][56], reduces tax burdens, increases government subsidies [57,58], and enhances resource allocation efficiency [59], thereby improving green investment efficacy. In terms of human resources, green innovation increasingly relies on skilled talent [60]. ...
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Enhancing the persistence of corporate green innovation is crucial for promoting sustainable societal development. As big data technologies and related policies advance, digitalization emerges as an effective enabler of green innovation in enterprises. This study, grounded in resource-based theory and corporate ecology theory, examines the impact of national-level big data pilot zone reforms on the persistence of corporate green innovation, utilizing data from China’s A-share-listed companies from 2011 to 2021. It also explores the moderating effect of green finance development. Empirical results indicate that (1) the implementation of national-level big data pilot zones positively influences the persistence of green innovation, with robustness and endogeneity tests confirming these findings. (2) The development of regional green finance positively moderates this relationship. (3) A mediation analysis reveals that national-level big data policies enhance innovation persistence by alleviating financing constraints, promoting talent aggregation, and facilitating industrial upgrading. (4) The heterogeneity analysis shows that the positive impact of these reforms is more pronounced in non-state-owned, non-heavy polluting firms, those receiving high subsidies, and in regions with stringent environmental regulations. This study offers a novel theoretical perspective on and empirical evidence for digital transformation from the angle of national policy, supporting societal green development and contributing to policy enhancement aimed at achieving sustainable growth.
... Traditional printing and dyeing techniques include plant dyeing, blue dyeing, etc. Especially the blue dyeing technology, with its unique cultural significance and dyeing effect, has become one of the important dyes for the development of the textile industry in Hubei Province after the Ming and Qing dynasties. [7][8][9][10][11][12] ...
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This article aims to explore the empowering role of artificial intelligence (AI) technology in the inheritance and protection of intangible cultural heritage - Jingchu textile culture, and to study its application strategies in art education in the new era. This article first reviews the historical background, traditional techniques, and their status and challenges in modern society of Jingchu textile culture. Subsequently, the current situation of art education is analyzed, and the existing problems and challenges are pointed out. On this basis, this article proposes the feasibility and necessity of combining AI technology with Jingchu textile culture, and elaborates on the application examples of AI technology in textile design, production, educational dissemination, and cultural inheritance. Furthermore, this article constructs a set of integrated innovation strategies, including establishing an AI enabled Jingchu textile culture database, developing interactive teaching platforms, promoting virtual reality and augmented reality technologies, implementing interdisciplinary teaching models, and establishing an integrated cooperation mechanism between industry, academia, and research. This article provides a new perspective and tool for the inheritance of Jingchu textile culture, and provides theoretical and practical support for the innovative development of art education.
... Additionally, digital simulation technology allows users to experience green innovation products in advance, capturing customer value propositions to the greatest extent possible (Leone et al., 2021). This enhances market participants' involvement in the green innovation process, facilitating the efficient matching of supply and demand Xu et al., 2024), thereby improving green innovation products and identifying other potential green innovation directions. ...
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The global commitment to carbon neutrality signals the decline of the traditional development paradigm since the Industrial Revolution and the emergence of a new green development model. This study analyzes data from Chinese listed companies between 2011 and 2022 to explore the impact of digital transformation on corporate green innovation.Our findings reveal that higher levels of digital transformation significantly enhance corporate green innovation. This influence operates through mechanisms such as improved corporate information transparency, better internal control quality, and increased absorptive capacity. Notably, the green innovation benefits of digital transformation are more pronounced in state-owned enterprises and heavily polluting industries compared to non-state-owned and less polluting industries. Moreover, digital transformation leads to substantial environmental benefits, particularly by significantly reducing corporate carbon emissions over time. These conclusions provide empirical evidence for assessing the green innovation effects of digital transformation and for developing targeted digital empowerment policies to support corporate green and low-carbon transitions.
... Currently, the definition of digital technology lacks clear and unified definitions. Most scholars use theoretical qualitative digital technology (Xu et al., 2024) or use IPC classification codes and digital patent vocabularies (Lee et al., 2009) to identify digital patents to reflect digital technology. There are also a few quantitative studies based on the frequency of keywords related to annual reports of listed companies to characterize digital transformation (Feng et al., 2022). ...
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Digital technology promotes the dual transformation of enterprise digitization and greenization, thereby promoting the synergistic efficiency between the digital economy and the green economy. This paper collected financial data from 2010 to 2021 from Chinese listed companies on the Shanghai and Shenzhen stock exchanges. Through an in-depth semantic analysis of textual data, the study constructed an index to measure the level of enterprise digitization. Utilizing panel data models, the paper explored the impact of digital technology on enterprise green innovation and its mechanisms from the perspectives of quality and quantity. The research findings are as follows: (1) Digital technology significantly enhances the capability of enterprises for green innovation, with an emphasis on quality rather than quantity; (2) digital technology effectively alleviates financing constraints and information constraints, thereby enhancing the level of enterprise green innovation, but the former's effect is limited to small and medium-sized enterprises; (3) the "quality over quantity" effect of digital technology on enterprise green innovation is more pronounced in state-owned enterprises, non-heavy polluting industries, and enterprises located in regions with moderate to low levels of economic development.
... To mitigate the effects of extreme values, in this study, all variables were reduced at the upper and lower 1% levels [57]. In addition, some indicators were treated as natural logarithms to smooth the data distribution [58]. The data used in this paper to construct the digital transformation indicators were obtained from the "Management Discussion and Analysis" of the annual reports of listed companies; the data on negative media coverage were from the CNRDS database; and the data on corporate violations and other variables were from the CSMAR database. ...
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Illegal and irregular behavior restricts the development of listed companies. Digital technology provides new opportunities for corporate governance, including the management of corporate violations, and companies are utilizing the “digital express” to achieve organizational restructuring and innovations in governance. In this study, the aim was to clarify whether digital transformation can disincentivize corporate violations in an environment where legal constraints remain inadequate. Therefore, samples of China’s A-share-listed companies were used from 2013 to 2022, including a fixed-effects model to explore the impact of digital transformation on corporate violations. In this study, digital transformation is identified as significantly curbing the incidence of corporate violations. The moderating mechanism test shows that audit quality, analyst attention, and negative media reports all strengthen the inhibitory effect of digital transformation on corporate violations to varying degrees. Heterogeneity analysis identifies that the inhibitory effect of digital transformation on corporate violations is more pronounced in non-SOEs, large firms, and the manufacturing sector. In this study, the inhibitory effect of digital transformation on corporate violations is revealed, and the relevant literature on digital technology in the field of corporate governance is enriched, providing empirical references to promote the digital construction and healthy and compliant development of commercial enterprises.
... Additionally, digital technologies support energy management and circular economy practices, achieving efficient energy use and management. Blockchain technology facilitates traceability of waste and resource recycling, promoting enterprises' transition to green and sustainable development [43]. Furthermore, digital transformation fosters collaborative innovation in high-tech manufacturing firms, providing a broad cooperation platform for green innovation. ...
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The increasingly environmental issues pose challenges to the economic development of countries, particularly hindering industrial transformation in developing nations. This study, grounded in the Resource-Based View, examines factors influencing green innovation in high-tech manufacturing firms. Market interactions and digital technologies significantly impact resource investments in green innovation. Using data from Chinese high-tech manufacturing firms from 2007 to 2021, the study reveals that customer concentration negatively affects green innovation, while digital transformation promotes it and mitigates the inhibitory effect of customer concentration. To explain this mechanism, green innovation is divided into green process innovation and green product innovation, and the effect of customer concentration is more pronounced in green product innovation. Further testing discusses the roles of the external environment, internal governance, and manager characteristics. Specifically, product market competition and political resources influence firms’ reliance on major customers, allowing digital technologies to optimize resource allocation for green innovation. In terms of internal governance, flexibility and regulatory strength alter the emphasis firms place on green innovation, with higher governance efficiency reducing dependency on major customers. Managerial characteristics, particularly managers’ rationality, determine the importance placed on digital technologies versus customer demands, leading to varied investment decisions in green innovation. Our findings provide valuable insights for optimizing resource allocation and enhancing green innovation investment, thereby effectively promoting sustainable regional economic development.
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Digital transformation significantly impacts firm investment, financing, and value enhancement. A systematic investigation from the corporate finance perspective has not yet been formed. This paper combines bibliometric and content analysis methods to systematically review the evolutionary trend, status quo, hotspots and overall structure of research in digital transformation from 2011 to 2024. The study reveals an emerging and rapidly growing focus on digital transformation research, particularly in developed countries. We categorize the literature into three areas according to bibliometric clustering: the measurements (qualitative and quantitative), impact factors (internal and external), and the economic consequences (investment, financing, and firm value). These areas are divided into ten sub-branches, with a detailed literature review. We also review the existing theories related to digital transformation, identify the current gaps in these papers, and provide directions for future research on each sub-branches.
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Large capital investment, extended R&D cycle, and high uncertainties characterize green innovations. Consequently, financial risks easily emerge during firms’ green innovation process. This study utilizes data from Chinese A-share listed companies from 2011 to 2019 to examine the effects of digital finance on firms’ green innovation. The findings reveal that digital finance exerts significant and positive influence on green innovation. Digital finance institutions alleviate information asymmetry in the green innovation market through digital technologies such as big data analysis of firm behavior to directly promote firms’ innovation behavior. The internal mechanism analysis reveals that digital finance indirectly promotes green innovation by improving the quality of firms’ environmental information disclosure and reducing financial constraints. The heterogeneity analysis indicates that the promotional effect of digital finance on green innovation is more prominent in larger and state-owned enterprises.
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This study tests the impact of enterprise digital transformation on the information environment. The results show that while analyst coverage increase significantly and the accuracy of public information improves after enterprises implement digital transformation, there is no significant change in the accuracy of private information. The main influence channels are information disclosure quality and stock price information content. Further analysis shows that this relationship is affected by cyber‐attacks, market competition, and social media. This study enriches the analytical paradigm of the influencing factors of analysts' prediction behaviour and provides evidence for exploring digital transformation in the emerging capital market.
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Purpose This study investigates the impact of Industry 4.0 technologies on green innovation performance. In this relationship, the mediating role of green innovation behavior is also studied. Moreover, open innovation is tested as a mediator between Industry 4.0 technologies and green innovation behavior. Design/methodology/approach A quantitative research method is adopted in which a structured questionnaire was used to collect data from 217 manufacturing firms of Malaysia. After collecting data, the partial least squares-structural equation modeling (PLS-SEM) technique is applied to analyze data and test the hypothesis of study. Findings It is found that Industry 4.0 positively impacts open innovation which leads to green innovation behavior. Also, the former lays positive impact on green innovation behavior which leads to improve green innovation performance. Research limitations/implications The authors conclude that Industry 4.0 technologies can play an important role to improve green innovation performance of Malaysian manufacturing firms by managing open innovation for green innovation behavior which further improves the green innovation performance. In this context, it is recommended that strategists and policymakers should undertake the role of open innovation and Industry 4.0 technologies to promote environment-friendly innovations and to promote the green behavior in companies. The authors suggest hereby that firms should be given incentives to adopt and utilize Industry 4.0 technologies and collaborative innovation interactions – as they foster a climate for sustainable green innovations (which is also a key component to achieve competitive advantage) and a growing concern nowadays. Practical implications First of all the research contributes to achieving the broader of United Nations to promote sustainable innovation through green innovations. Moreover, the companies can also incorporate the findings and insights of this study while devising their policies to foster green innovations. Originality/value This research has done the novel contribution by bridging the gap between open innovation approach and sustainability fields while promoting green innovations in small and medium enterprises (SMEs). These two research fields are rarely studied in previous studies by focusing open innovation particularly. Hence, the authors suggest researchers to undertake these fields to further enhance the level of scholarship between innovation management and sustainability. Also, the authors recommend considering technological orientation and technological absorptive capacity of firms to improve green innovations. The current study has investigated the SMEs perspective in general irrespective to their sectoral differences, thus, for future researchers the authors suggest investigating the sector-wise comparison, i.e. electrical and electronics sector, chemical sector, etc.; or service and manufacturing sector differences.
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This paper investigates the effects of financing constraints on prompting green innovations using a sample of Chinese listed firms in the period 2001–2017. Also, we explore how green finance policies resolve financing constraints of firms to green innovation. The capability of green innovation is found to be impaired when firms face higher financing constraints, and privately owned enterprises tend to be more vulnerable than state-owned ones in this regard. Although green finance policies can effectively ease financing restraints on green innovation overall, green credits are less likely to be available to privately owned enterprises. However, these enterprises which are deeply affected by financing constraints have relatively high innovation capabilities. We suggest the government to provide more supports to privately owned enterprises for investing in green projects. Further, both financial institutions and privately owned enterprises should be required to disclose more information on green credits and green projects, respectively. In addition, the China Banking Regulatory Commission should design a synthetic mechanism for evaluating green performance.
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Promoting technological innovations by environmental regulation is one of the essential means to achieve green transformation. This study investigates the effect of environmental regulation on technological innovations based on the provincial panel data of industrial sectors in China during the years 2005–2015. The two-way fixed-effect panel data model is used to investigate the marginal and heterogeneous impacts empirically. Results indicate a U-shaped relationship between environmental regulation and technological innovations. In the short-term, environmental regulation has an “offsetting effect” on the research and innovation capacity of China's industrial sector. However, with the deepening of environmental regulation, it forces the industry to reduce the cost of pollution control by improving technological innovation capacity, thus creating a “compensation effect”. Results also show that environmental regulation policies changed the location and industry selection of foreign capital, which weakened the positive effect of FDI on technological innovations, indicating the “pollution shelter” effect. From the perspective of different types of enterprises, due to the higher cost of energy conservation and emission reduction, environmental regulation is detrimental to the technological innovations of state-owned enterprises. In particular, we find that industries with a higher degree of market competition and higher human capital investment tend to have stronger technological innovation capabilities.
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In this study, we explore the impacts of big data’s main characteristics (i.e., volume, variety, and velocity) on innovation performance (i.e., innovation efficacy and efficiency), which eventually impacts firm performance (i.e., customer perspective, financial returns, and operational excellence). To address this objective, we collected data from 239 managers and empirically examined the relationships in the proposed model. The results reveal that, while data variety and velocity positively enhance firm innovation performance, data volume has no significant impact. The finding that data volume does not play a critical role in enhancing firm innovation performance contributes novel insights to the literature by contradicting the prevalent belief that big data is better data. Moreover, the findings reveal that data velocity plays a more important role in improving firm innovation performance than other big data characteristics.
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This paper examines the impact of digitalization - the adoption of Internet-connected digital technologies and applications by companies - on B2B exchanges. While B2C exchanges are the subject of numerous studies on the transformations brought by the digital technologies, B2B exchanges are far less analyzed. Building on a conceptualization of exchanges between companies as made of activity links, resource ties, and actor bonds, this paper offers to identify three types of "digitalization” according to the nature of the most deeply impacted link. Five cases of digitization in different industrial sectors and five companies providing digital solutions for businesses illustrate these three types. This typology provides an alternative to analyses based on the nature of digital systems used by B2B companies.
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New digital technologies have transformed the nature of uncertainty inherent in entrepreneurial processes and outcomes as well as the ways of dealing with such uncertainty. This has raised important questions at the intersection of digital technologies and entrepreneurship—on digital entrepreneurship. We consider two broad implications—less bounded entrepreneurial processes and outcomes and less predefined locus of entrepreneurial agency—and advance a research agenda that calls for the explicit theorizing of concepts related to digital technologies. In articulating the promise and value of such a digital technology perspective, we consider how it would build on and enrich existing entrepreneurship theories.
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This special issue of the Journal of Cleaner Production addresses sustainability through green supply chain management, design and practice in Asia by examining opportunities for sustainable consumption and production (SCP). The articles present and analyze 'top-down' green efforts by policy makers and 'bottom-up' efforts by companies in the supply chain. The articles also showcase discussions on green supply practices, implications of lean production, green innovation, green supply chain management boundaries, and methods of assessing evaluation and implementation processes. Issues of sustainability are explored in different ways and in several contexts. Within the context of the environmental, social, and economic impacts of present and anticipated impacts on climate change, societal efforts toward sustainable consumption and production within a low-fossil carbon energy system are addressed and applied. This special issue identifies highlights factors such as advanced green technology, green consumerism, green innovations, appropriate sustainable business models, green and lean supply chain management as major concerns and key ingredients in promoting large-scale sustainable consumption and production.
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While innovation processes toward sustainable development (eco-innovations) have received increasing attention during the past years, theoretical and methodological approaches to analyze these processes are poorly developed. Against this background, the term eco-innovation is introduced in this paper addressing explicitly three kinds of changes towards sustainable development: technological, social and institutional innovation. Secondly, the potential contribution of neoclassical and (co-)evolutionary approaches from environmental and innovation economics to eco-innovation research is discussed. Three peculiarities of eco-innovation are identified: the double externality problem, the regulatory push/pull effect and the increasing importance of social and institutional innovation. While the first two are widely ignored in innovation economics, the third is at the least not elaborated appropriately. The consideration of these peculiarities may help to overcome market failure by establishing a specific eco-innovation policy and to avoid a ‘technology bias’ through a broader understanding of innovation. Finally, perspectives for a specific contribution of ecological economics to eco-innovation research are drawn. It is argued that methodological pluralism as established in ecological economics would be very beneficial for eco-innovation research. A theoretical framework integrating elements from both neoclassical and evolutionary approaches should be pursued in order to consider the complexity of factors influencing innovation decisions as well as the specific role of regulatory instruments. And the experience gathered in ecological economics integrating ecological, social and economic aspects of sustainable development is highly useful for opening up innovation research to social and institutional changes.
Misvaluing innovation
  • Cohen
Understanding digital transformation: A review and a research agenda
  • Vial