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The green innovation spillover effect of enterprise digital transformation: Based on supply chain perspective

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  • Liu, Yaobin
  • Hu, Sheng
  • Wang, Chenchen

Abstract

In the process of constructing green supply chains, how to incentivize suppliers to participate in green innovation is the main challenge. This paper investigates whether digital transformation of customers (CDT) can enhance green innovation of suppliers (SGIT) based on the theoretical framework of resource dependence theory and digital empowerment theory. Paired data of Chinese A-share listed companies and their major customers from 2010 to 2020 are used in this study. The conclusions show that: (1) CDT can significantly enhance SGIT. For economic significance, CDT contributes to an 18 % increase in green patent applications of suppliers. The conclusion remains robust after a series of tests. (2) The main influence mechanisms include: a) increasing the demand for green innovation (DE), and b) facilitating the spillover of digital technologies (SP). (3) Heterogeneity analysis shows that: CDT can more significantly drive SGIT in samples with higher customer concentration. (4) The effect of CDT on SGIT is more significant for suppliers with lower uncertainty and less environmental pollution. (5) The impact of CDT on SGIT is more significant in samples where customers and suppliers are geographically closer. The findings enhance the understanding of digital transformation and offer some insights for promoting green innovation.

Suggested Citation

  • Liu, Yaobin & Hu, Sheng & Wang, Chenchen, 2024. "The green innovation spillover effect of enterprise digital transformation: Based on supply chain perspective," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1381-1393.
  • Handle: RePEc:eee:ecanpo:v:84:y:2024:i:c:p:1381-1393
    DOI: 10.1016/j.eap.2024.10.041
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    as
    1. Yin, Xiang & Chen, Wenying & Eom, Jiyong & Clarke, Leon E. & Kim, Son H. & Patel, Pralit L. & Yu, Sha & Kyle, G. Page, 2015. "China's transportation energy consumption and CO2 emissions from a global perspective," Energy Policy, Elsevier, vol. 82(C), pages 233-248.
    2. Ajay Agrawal & Avi Goldfarb, 2008. "Restructuring Research: Communication Costs and the Democratization of University Innovation," American Economic Review, American Economic Association, vol. 98(4), pages 1578-1590, September.
    3. Lai, Kee-hung & Feng, Yunting & Zhu, Qinghua, 2023. "Digital transformation for green supply chain innovation in manufacturing operations," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 175(C).
    4. Subramanian, Nachiappan & Gunasekaran, Angappa, 2015. "Cleaner supply-chain management practices for twenty-first-century organizational competitiveness: Practice-performance framework and research propositions," International Journal of Production Economics, Elsevier, vol. 164(C), pages 216-233.
    5. Trabucchi, Daniel & Patrucco, Andrea S. & Buganza, Tommaso & Marzi, Giacomo, 2023. "Is transparency the new green? How business model transparency influences digital service adoption," Technovation, Elsevier, vol. 126(C).
    6. Ghosh, Dipankar & Olsen, Lori, 2009. "Environmental uncertainty and managers' use of discretionary accruals," Accounting, Organizations and Society, Elsevier, vol. 34(2), pages 188-205, February.
    7. Wang, Liukai & Li, Min & Wang, Weiqing & Gong, Yu & Xiong, Yu, 2023. "Green innovation output in the supply chain network with environmental information disclosure: An empirical analysis of Chinese listed firms," International Journal of Production Economics, Elsevier, vol. 256(C).
    8. Liu, Yihui & Wu, Aiqi & Song, Di, 2022. "Exploring the Impact of Cross-side Network Interaction on Digital Platforms on Internationalization of Manufacturing Firms," Journal of International Management, Elsevier, vol. 28(4).
    9. Cohn, Jonathan B. & Liu, Zack & Wardlaw, Malcolm I., 2022. "Count (and count-like) data in finance," Journal of Financial Economics, Elsevier, vol. 146(2), pages 529-551.
    10. Zhengxia He & Leyi Kuai & Jianming Wang, 2023. "Driving mechanism model of enterprise green strategy evolution under digital technology empowerment: A case study based on Zhejiang Enterprises," Business Strategy and the Environment, Wiley Blackwell, vol. 32(1), pages 408-429, January.
    11. Xu, Chao & Sun, Guanglin & Kong, Tao, 2024. "The impact of digital transformation on enterprise green innovation," International Review of Economics & Finance, Elsevier, vol. 90(C), pages 1-12.
    12. Ye, Fei & Ouyang, You & Li, Yina, 2023. "Digital investment and environmental performance: The mediating roles of production efficiency and green innovation," International Journal of Production Economics, Elsevier, vol. 259(C).
    13. Li, Min & Liu, Na & Kou, Aiju & Chen, Wenchuan, 2023. "Customer concentration and digital transformation," International Review of Financial Analysis, Elsevier, vol. 89(C).
    14. Li, Yi & Su, Da An & Mardani, Abbas, 2023. "Digital twins and blockchain technology in the industrial Internet of Things (IIoT) using an extended decision support system model: Industry 4.0 barriers perspective," Technological Forecasting and Social Change, Elsevier, vol. 195(C).
    15. Kamar Zekhnini & Anass Cherrafi & Imane Bouhaddou & Abla Chaouni Benabdellah & Surajit Bag, 2022. "A model integrating lean and green practices for viable, sustainable, and digital supply chain performance," International Journal of Production Research, Taylor & Francis Journals, vol. 60(21), pages 6529-6555, November.
    16. Sha, Yezhou & Zhang, Ping & Wang, Yiru & Xu, Yifan, 2022. "Capital market opening and green innovation——Evidence from Shanghai-Hong Kong stock connect and the Shenzhen-Hong Kong stock connect," Energy Economics, Elsevier, vol. 111(C).
    17. Dhaliwal, Dan & Judd, J. Scott & Serfling, Matthew & Shaikh, Sarah, 2016. "Customer concentration risk and the cost of equity capital," Journal of Accounting and Economics, Elsevier, vol. 61(1), pages 23-48.
    18. Yuan, Huaxi & Zou, Longhui & Feng, Yidai, 2023. "How to achieve emission reduction without hindering economic growth? The role of judicial quality," Ecological Economics, Elsevier, vol. 209(C).
    19. Ding, Jian & Liu, Baoliu & Shao, Xuefeng, 2022. "Spatial effects of industrial synergistic agglomeration and regional green development efficiency: Evidence from China," Energy Economics, Elsevier, vol. 112(C).
    20. Krieger, Bastian & Zipperer, Vera, 2022. "Does green public procurement trigger environmental innovations?," Research Policy, Elsevier, vol. 51(6).
    21. Liu, Baoliu & Cifuentes-Faura, Javier & Ding, Chante Jian & Liu, Xiaoqian, 2023. "Toward carbon neutrality: How will environmental regulatory policies affect corporate green innovation?," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1006-1020.
    22. Zhang, Yimeng & Ma, Xinyu & Pang, Jianing & Xing, Hailong & Wang, Jian, 2023. "The impact of digital transformation of manufacturing on corporate performance — The mediating effect of business model innovation and the moderating effect of innovation capability," Research in International Business and Finance, Elsevier, vol. 64(C).
    23. Williamson, Oliver E, 1983. "Credible Commitments: Using Hostages to Support Exchange," American Economic Review, American Economic Association, vol. 73(4), pages 519-540, September.
    24. Yongqiang Chu & Xuan Tian & Wenyu Wang, 2019. "Corporate Innovation Along the Supply Chain," Management Science, INFORMS, vol. 67(6), pages 2445-2466, June.
    25. Matarazzo, Michela & Penco, Lara & Profumo, Giorgia & Quaglia, Roberto, 2021. "Digital transformation and customer value creation in Made in Italy SMEs: A dynamic capabilities perspective," Journal of Business Research, Elsevier, vol. 123(C), pages 642-656.
    26. Mashalah, Heider Al & Hassini, Elkafi & Gunasekaran, Angappa & Bhatt (Mishra), Deepa, 2022. "The impact of digital transformation on supply chains through e-commerce: Literature review and a conceptual framework," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 165(C).
    27. Yin, Qiaoyi & Song, Dian & Lai, Fujun & Collins, Brian J. & Dogru, Ali K., 2023. "Customizing governance mechanisms to reduce opportunism in buyer–supplier relationships in the digital economy," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    28. Wei Lisi & Rui Zhu & Chunlin Yuan, 2020. "Embracing green innovation via green supply chain learning: The moderating role of green technology turbulence," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(1), pages 155-168, January.
    29. Ojha, Divesh & Acharya, Chandan & Cooper, Danielle, 2018. "Transformational leadership and supply chain ambidexterity: Mediating role of supply chain organizational learning and moderating role of uncertainty," International Journal of Production Economics, Elsevier, vol. 197(C), pages 215-231.
    30. Ma, Jinjin & Yang, Lin & Wang, Donghan & Li, Yiming & Xie, Zuomiao & Lv, Haodong & Woo, Donghyup, 2024. "Digitalization in response to carbon neutrality: Mechanisms, effects and prospects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 191(C).
    31. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    32. Jiafeng Chen & Jonathan Roth, 2024. "Logs with Zeros? Some Problems and Solutions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 139(2), pages 891-936.
    33. Liao, Feimei & Hu, Yaoyao & Chen, Mengjie & Xu, Shulin, 2024. "Digital transformation and corporate green supply chain efficiency: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 195-207.
    34. Enrique, Daisy Valle & Lerman, Laura Visintainer & Sousa, Paulo Renato de & Benitez, Guilherme Brittes & Bigares Charrua Santos, Fernando M. & Frank, Alejandro G., 2022. "Being digital and flexible to navigate the storm: How digital transformation enhances supply chain flexibility in turbulent environments," International Journal of Production Economics, Elsevier, vol. 250(C).
    35. Zhang, Weiwei & Zhang, Shijin & Chen, Fu & Wang, Yuan & Zhang, Yichi, 2023. "Does Chinese companies' OFDI enhance their own green technology innovation?," Finance Research Letters, Elsevier, vol. 56(C).
    36. Isaksson, Olov H.D. & Simeth, Markus & Seifert, Ralf W., 2016. "Knowledge spillovers in the supply chain: Evidence from the high tech sectors," Research Policy, Elsevier, vol. 45(3), pages 699-706.
    37. Chen, Xu & Wang, Xiaojun & Zhou, Mingmei, 2019. "Firms’ green R&D cooperation behaviour in a supply chain: Technological spillover, power and coordination," International Journal of Production Economics, Elsevier, vol. 218(C), pages 118-134.
    38. Christian C. Blanco, 2021. "Supply Chain Carbon Footprinting and Climate Change Disclosures of Global Firms," Production and Operations Management, Production and Operations Management Society, vol. 30(9), pages 3143-3160, September.
    39. Jesse A. Ellis & C. Edward Fee & Shawn E. Thomas, 2012. "Proprietary Costs and the Disclosure of Information About Customers," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 50(3), pages 685-727, June.
    40. Feliciano-Cestero, María M. & Ameen, Nisreen & Kotabe, Masaaki & Paul, Justin & Signoret, Mario, 2023. "Is digital transformation threatened? A systematic literature review of the factors influencing firms’ digital transformation and internationalization," Journal of Business Research, Elsevier, vol. 157(C).
    41. Liu, Yi & Zhao, Xuan & Liu, Yi & Kong, Fanjun, 2023. "The dynamic impact of digital economy on the green development of traditional manufacturing industry: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 143-160.
    42. Fisman, Raymond & Svensson, Jakob, 2007. "Are corruption and taxation really harmful to growth? Firm level evidence," Journal of Development Economics, Elsevier, vol. 83(1), pages 63-75, May.
    43. Kamalaldin, Anmar & Sjödin, David & Hullova, Dusana & Parida, Vinit, 2021. "Configuring ecosystem strategies for digitally enabled process innovation: A framework for equipment suppliers in the process industries," Technovation, Elsevier, vol. 105(C).
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    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • O25 - Economic Development, Innovation, Technological Change, and Growth - - Development Planning and Policy - - - Industrial Policy

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