In the face of the challenges of the dual carbon strategy, emerging digital technologies are reshaping the landscape of the supply chain and are also transforming the long-term stability and adaptability of green innovation in supply chain firms. Drawing on stakeholder theory and limited-attention theory, this study established a theoretical framework of opportunism behavior and environmentalism behavior on digitization and examined the nonlinear relationship between supply chain digitization and firms’ green technology innovation. Additionally, this study used the machine learning method to construct a supply chain data based on 12,466 firm-year observations from manufacturing firms on supply chain networks. The findings suggest that digitization of upstream and downstream firms has a U-shaped effect on green technology innovation of focal firms from the dual perspectives of opportunism behavior and environmentalism behavior. Importantly, opportunism behavior has a negative mediating effect on the relationship between digitization of upstream and downstream firms and green technology innovation of focal firms. Environmentalism behavior has a positive mediating effect on the relationship between digitization of upstream and downstream firms and green technology innovation of focal firms. Also, we find that media attention and institutional investors positively regulate the nonlinear relationship between digitization of upstream and downstream firms and green technology innovation of focal firms. These findings provide theoretical insights and practical references for the study of digital spillover effects from a supply chain perspective and promoting the development of green supply chains.
Supply chain digitalization has emerged as a critical mechanism for advancing sustainable agriculture amidst intensifying climate and resource constraints. Utilizing panel data from A-share listed agri-food enterprises in China spanning 2013 to 2024, this study examines the impact of supply chain digitalization on corp...
Si-Liang Guo, Yang Qu, Yang Zhang et al.· Frontiers in Sustainable Foo...· 0 citations
Amid growing environmental pressures and sustainability challenges, understanding how institutional reforms enhance firms' ability to cope with green‐related disruptions is of substantial importance. Exploiting China's Supply Chain Innovation and Application Pilot Cities as a quasi‐natural experiment, this study inve...
Jia-Xing Wang, Jia-Cheng Liu· Business Strategy and the En...· 1 citation
Based on Information Processing Theory (IPT), this study examines the relationship between suppliers’ digital transformation (SDT) and focal firms’ green innovation (FGI) from a supply chain information-processing perspective. It identifies three boundary conditions—geographical distance, environmental regulation inten...
Against the backdrop of the synergistic development of digitalization and green transformation, supply chain digitalization (SCD) plays a significant role in supporting companies’ green development; however, it remains unclear how it affects greenwashing. This study uses supply chain innovation and application pilots a...
Sheng-Zhong Huang, Jun Zhou, Hong-Yong Fu et al.· Sustainability· 0 citations
As digital transformation accelerates and environmental regulations become more stringent, increasing attention has been paid to how maritime firms translate digital resources into environmental value. Drawing on organizational information processing theory and the natural resource-based view, this study develops a mul...
Xin-Chen Wang, Po-Lin Lai, Sheng-Qiang Lai et al.· Frontiers in Marine Science· 0 citations
Emerging economies are pushing manufacturing companies to enhance environmental, economic and social results simultaneously. The study investigates the impact of GSCM on sustainable performance, the impact of circular economy practices (CEP) on that, and the impact of digital transformation (DT) on that. A descriptive...
M. Umar, Ahmad Zeb, Shahid Ali Durrani· Journal for Social Science A...· 0 citations
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