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Assessing the impact of digitization and servitization of manufacturing firms in the context of carbon emission reduction: Evidence from a microsurvey in China

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  • Xiaowei Song
  • Jun Yang

Abstract

In the context of carbon emission reduction, both servitization and digitalization of manufacturing enterprises are important ways to promote the high-quality development of manufacturing enterprises. The coordinated development of digitalization and servitization may provide a feasible path for enterprises to realize energy conservation and emission reduction across the value chain. Based on the 393 valid questionnaires issued by the Association of Manufacturing Enterprises and government agencies, this paper uses the methods of Grey Relational Analysis and Topsis to construct three major indicator systems of manufacturing enterprise service, digitalization and high-quality economic development. Based on the Cobb–Douglas production function regression analysis, the relevant assumptions involved in the model of promoting the service of manufacturing enterprises and the model of promoting the digitalization of manufacturing enterprises are verified. The empirical results show that, firstly, the digitalization capability of manufacturing enterprises can positively affect the servitization performance of manufacturing enterprises. Secondly, the digital capability of manufacturing enterprises has a significant positive impact on both breakthrough service innovation and incremental innovation of manufacturing enterprises. Thirdly, breakthrough service innovation and incremental service innovation play a partial mediating role. Fourthly, the degree of servitization of manufacturing enterprises has a significant positive impact on the digital demand of supporting customer behavior service business and supporting customer product service. There are three possible contributions of this paper. Firstly, it has further enriched and deepened the research on the interactive mechanism of digitalization and service of manufacturing enterprises. The second is to design a scientific and systematic evaluation system for the digitalization and service level of Chinese manufacturing enterprises, and measure and evaluate the coupling and coordination level of digitalization and service level of Chinese manufacturing enterprises based on this. Thirdly, it reveals the promotion of the coordinated development of digitalization and service in manufacturing enterprises to the high-quality development of manufacturing enterprises in China and puts forward that the coordinated development of digitalization and service in manufacturing enterprises is a way to promote the high-quality development of manufacturing enterprises.

Suggested Citation

  • Xiaowei Song & Jun Yang, 2024. "Assessing the impact of digitization and servitization of manufacturing firms in the context of carbon emission reduction: Evidence from a microsurvey in China," Energy & Environment, , vol. 35(7), pages 3340-3385, November.
  • Handle: RePEc:sae:engenv:v:35:y:2024:i:7:p:3340-3385
    DOI: 10.1177/0958305X231167470
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    1. Shikuan Zhao & Wen Tian & Abd Alwahed Dagestani, 2022. "How do R&D factors affect total factor productivity: based on stochastic frontier analysis method," Economic Analysis Letters, Anser Press, vol. 1(2), pages 28-34, December.
    2. repec:bba:eallet:v:1:y:2022:i:2:p:28-34 is not listed on IDEAS
    3. Feiling Lu, 2023. "How does financial development environment affect regional innovation capabilities? New perspectives from digital finance and institutional quality," Journal of Information Economics, Anser Press, vol. 1(1), pages 31-46, January.
    4. Kohtamäki, Marko & Parida, Vinit & Patel, Pankaj C. & Gebauer, Heiko, 2020. "The relationship between digitalization and servitization: The role of servitization in capturing the financial potential of digitalization," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    5. Yuxin Meng & Lu Liu & Zhenlong Xu & Wenwen Gong & Guanpeng Yan, 2022. "Research on the Heterogeneity of Green Biased Technology Progress in Chinese Industries: Decomposition Index Analysis Based on the Slacks-based measure integrating," Journal of Economic Analysis, Anser Press, vol. 1(2), pages 17-34, December.
    6. repec:bba:eallet:v:1:y:2022:i:1:p:15-21 is not listed on IDEAS
    7. Fang, Zhen, 2023. "Assessing the impact of renewable energy investment, green technology innovation, and industrialization on sustainable development: A case study of China," Renewable Energy, Elsevier, vol. 205(C), pages 772-782.
    8. Dogan, Eyup & Inglesi-Lotz, Roula, 2017. "Analyzing the effects of real income and biomass energy consumption on carbon dioxide (CO2) emissions: Empirical evidence from the panel of biomass-consuming countries," Energy, Elsevier, vol. 138(C), pages 721-727.
    9. Lei Shen & Cong Sun & Muhammad Ali, 2021. "Role of Servitization, Digitalization, and Innovation Performance in Manufacturing Enterprises," Sustainability, MDPI, vol. 13(17), pages 1-17, September.
    10. Yuxin Meng & Lu Liu & Zhenlong Xu & Wenwen Gong & Guanpeng Yan, 2022. "Research on the Heterogeneity of Green Biased Technology Progress in Chinese Industries: Decomposition Index Analysis Based on the Slacks-based measure integrating," Journal of Economic Analysis, Anser Press, vol. 1(2), pages 17-34, December.
    11. David Gago & Luis Rubalcaba, 2007. "Innovation and ICT in service firms: towards a multidimensional approach for impact assessment," Journal of Evolutionary Economics, Springer, vol. 17(1), pages 25-44, February.
    12. Yushan Qiu & Shuaishuai Jia & Jianping Liao & Xiaohan Yang, 2022. "Evaluation of Urban High quality Development Level based on Entropy Weight-TOPSIS Two step Method," Journal of Economic Analysis, Anser Press, vol. 1(2), pages 50-65, December.
    13. Li, Sheng & Samour, Ahmed & Irfan, Muhammad & Ali, Madad, 2023. "Role of renewable energy and fiscal policy on trade adjusted carbon emissions: Evaluating the role of environmental policy stringency," Renewable Energy, Elsevier, vol. 205(C), pages 156-165.
    14. Xiaoli Hao & Xinhui Wang & Haitao Wu & Yu Hao, 2023. "Path to sustainable development: Does digital economy matter in manufacturing green total factor productivity?," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(1), pages 360-378, February.
    15. Mingyue Du & Siyu Ren, 2023. "Does the digital economy promote industrial green transformation? Evidence from spatial Durbin model," Journal of Information Economics, Anser Press, vol. 1(1), pages 1-17, January.
    16. Yushan Qiu & Shuaishuai Jia & Jianping Liao & Xiaohan Yang, 2022. "Evaluation of Urban High-quality Development Level based on Entropy Weight-TOPSIS Two-step Method," Journal of Economic Analysis, Anser Press, vol. 1(2), pages 50-65, December.
    17. Mingyue Du & Siyu Ren, 2023. "Does the digital economy promote industrial green transformation? Evidence from spatial Durbin model," Journal of Information Economics, Anser Press, vol. 1(1), pages 1-17, January.
    18. Nannan Wang & Dengfeng Cui & Chuanzhen Geng & Zefan Xia, 2022. "The role of business environment optimization on entrepreneurship enhancement," Journal of Economic Analysis, Anser Press, vol. 1(2), pages 66-81, December.
    19. Usama Awan & Marlen Gabriele Arnold & Ismail Gölgeci, 2021. "Enhancing green product and process innovation: Towards an integrative framework of knowledge acquisition and environmental investment," Business Strategy and the Environment, Wiley Blackwell, vol. 30(2), pages 1283-1295, February.
    20. Feiling Lu, 2023. "How does financial development environment affect regional innovation capabilities? New perspectives from digital finance and institutional quality," Journal of Information Economics, Anser Press, vol. 1(1), pages 31-46, January.
    21. Marco Ardolino & Mario Rapaccini & Nicola Saccani & Paolo Gaiardelli & Giovanni Crespi & Carlo Ruggeri, 2018. "The role of digital technologies for the service transformation of industrial companies," International Journal of Production Research, Taylor & Francis Journals, vol. 56(6), pages 2116-2132, March.
    22. Haoyuan Cheng & Xiaoqian Liu & Zhenlong Xu, 2022. "Impact of Carbon Emission Trading Market on Regional Urbanization: an Empirical Study Based on a Difference-In-Differences Model," Economic Analysis Letters, Anser Press, vol. 1(1), pages 15-21, September.
    23. Nannan Wang & Dengfeng Cui & Chuanzhen Geng & Zefan Xia, 2022. "The role of business environment optimization on entrepreneurship enhancement," Journal of Economic Analysis, Anser Press, vol. 1(2), pages 66-81, December.
    24. Jiyao Chen & Richard M. Walker & Mohanbir Sawhney, 2020. "Public service innovation: a typology," Public Management Review, Taylor & Francis Journals, vol. 22(11), pages 1674-1695, November.
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