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Producer services development and manufacturing carbon intensity: Evidence from an international perspective

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  • Jin, Zhida
  • Li, Zheng
  • Yang, Mian

Abstract

Reducing the carbon intensity of manufacturing is pivotal to meeting international carbon reduction targets aimed at mitigating global warming. This paper originally investigates the implications of producer services development (PSD) on the carbon intensity of manufacturing. We first evolved an approach to quantify the indirect role of producer services in reducing the carbon intensity of manufacturing. Empirical tests are then carried out using data from 18 manufacturing sectors in 42 countries from 2000 to 2014. The results demonstrate that domestic PSD reduces the carbon intensity of manufacturing sectors, but this effect is significant only in the sectors with high embedment of producer services, both domestic and foreign producer services. By deeply embedded in manufacturing, the development of producer services improves the energy structure and energy efficiency of the manufacturing sector, thereby reducing its carbon intensity. In addition, among producer services, the development and embedment of the information and communication sector has a more pronounced impact on reducing the carbon intensity of manufacturing. Our findings are informative and insightful for coordinating inter-sector development and implementing climate change mitigation measures.

Suggested Citation

  • Jin, Zhida & Li, Zheng & Yang, Mian, 2022. "Producer services development and manufacturing carbon intensity: Evidence from an international perspective," Energy Policy, Elsevier, vol. 170(C).
    • Handle: RePEc:eee:enepol:v:170:y:2022:i:c:s0301421522004724
    DOI: 10.1016/j.enpol.2022.113253
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    as
    1. Kim, Pyung & Bae, Hyunhoe, 2022. "Do firms respond differently to the carbon pricing by industrial sector? How and why? A comparison between manufacturing and electricity generation sectors using firm-level panel data in Korea," Energy Policy, Elsevier, vol. 162(C).
    2. Yang, Mian & Wang, En-Ze & Hou, Yaru, 2021. "The relationship between manufacturing growth and CO2 emissions: Does renewable energy consumption matter?," Energy, Elsevier, vol. 232(C).
    3. Tamazian, Artur & Chousa, Juan Piñeiro & Vadlamannati, Krishna Chaitanya, 2009. "Does higher economic and financial development lead to environmental degradation: Evidence from BRIC countries," Energy Policy, Elsevier, vol. 37(1), pages 246-253, January.
    4. Zhu, Bangzhu & Jiang, Minxing & Wang, Kefan & Chevallier, Julien & Wang, Ping & Wei, Yi-Ming, 2018. "On the road to China's 2020 carbon intensity target from the perspective of “double control”," Energy Policy, Elsevier, vol. 119(C), pages 377-387.
    5. Robert Koopman & Zhi Wang & Shang-Jin Wei, 2014. "Tracing Value-Added and Double Counting in Gross Exports," American Economic Review, American Economic Association, vol. 104(2), pages 459-494, February.
    6. Okushima, Shinichiro & Tamura, Makoto, 2010. "What causes the change in energy demand in the economy?: The role of technological change," Energy Economics, Elsevier, vol. 32(Supplemen), pages 41-46, September.
    7. Zhang, Zhongxiang, 2000. "Decoupling China's Carbon Emissions Increase from Economic Growth: An Economic Analysis and Policy Implications," World Development, Elsevier, vol. 28(4), pages 739-752, April.
    8. Yu, Yantuan & Zhang, Ning, 2021. "Low-carbon city pilot and carbon emission efficiency: Quasi-experimental evidence from China," Energy Economics, Elsevier, vol. 96(C).
    9. Jun Yang & Maigeng Zhou & Zhoupeng Ren & Mengmeng Li & Boguang Wang & De Li Liu & Chun-Quan Ou & Peng Yin & Jimin Sun & Shilu Tong & Hao Wang & Chunlin Zhang & Jinfeng Wang & Yuming Guo & Qiyong Liu, 2021. "Projecting heat-related excess mortality under climate change scenarios in China," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
    10. Aichele, Rahel & Heiland, Inga, 2018. "Where is the value added? Trade liberalization and production networks," Journal of International Economics, Elsevier, vol. 115(C), pages 130-144.
    11. Liu, Xuepeng & Mattoo, Aaditya & Wang, Zhi & Wei, Shang-Jin, 2020. "Services development and comparative advantage in manufacturing," Journal of Development Economics, Elsevier, vol. 144(C).
    12. Sun, Hongye & Kim, Giseung, 2021. "The composite impact of ICT industry on lowering carbon intensity: From the perspective of regional heterogeneity," Technology in Society, Elsevier, vol. 66(C).
    13. Zhong, Mei-Rui & Cao, Meng-Yuan & Zou, Han, 2022. "The carbon reduction effect of ICT: A perspective of factor substitution," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
    14. Tian, Kailan & Dietzenbacher, Erik & Yan, Bingqian & Duan, Yuwan, 2020. "Upgrading or downgrading: China's regional carbon emission intensity evolution and its determinants," Energy Economics, Elsevier, vol. 91(C).
    15. Castellacci, Fulvio, 2008. "Technological paradigms, regimes and trajectories: Manufacturing and service industries in a new taxonomy of sectoral patterns of innovation," Research Policy, Elsevier, vol. 37(6-7), pages 978-994, July.
    16. Zhi Wang & Shang-Jin Wei & Kunfu Zhu, 2013. "Quantifying International Production Sharing at the Bilateral and Sector Levels," NBER Working Papers 19677, National Bureau of Economic Research, Inc.
    17. Xu, Xin & Huang, Shupei & An, Haizhong, 2021. "Identification and causal analysis of the influence channels of financial development on CO2 emissions," Energy Policy, Elsevier, vol. 153(C).
    18. Markusen, James R, 1989. "Trade in Producer Services and in Other Specialized Intermediate Inputs," American Economic Review, American Economic Association, vol. 79(1), pages 85-95, March.
    19. Eswaran, Mukesh & Kotwal, Ashok, 2002. "The role of the service sector in the process of industrialization," Journal of Development Economics, Elsevier, vol. 68(2), pages 401-420, August.
    20. Beverelli, Cosimo & Fiorini, Matteo & Hoekman, Bernard, 2017. "Services trade policy and manufacturing productivity: The role of institutions," Journal of International Economics, Elsevier, vol. 104(C), pages 166-182.
    21. Amy Jocelyn Glassa & Kamal Saggi, 2023. "Innovation and wage effects of international outsourcing," World Scientific Book Chapters, in: Kamal Saggi (ed.), Technology Transfer, Foreign Direct Investment, and the Protection of Intellectual Property in the Global Economy, chapter 2, pages 33-52, World Scientific Publishing Co. Pte. Ltd..
    22. Eric Williams, 2011. "Environmental effects of information and communications technologies," Nature, Nature, vol. 479(7373), pages 354-358, November.
    23. Dietzenbacher, Erik & Pei, Jiansuo & Yang, Cuihong, 2012. "Trade, production fragmentation, and China's carbon dioxide emissions," Journal of Environmental Economics and Management, Elsevier, vol. 64(1), pages 88-101.
    24. Fernandes, Ana M. & Paunov, Caroline, 2012. "Foreign direct investment in services and manufacturing productivity: Evidence for Chile," Journal of Development Economics, Elsevier, vol. 97(2), pages 305-321.
    25. Sun, Chuanwang & Li, Zhi & Ma, Tiemeng & He, Runyong, 2019. "Carbon efficiency and international specialization position: Evidence from global value chain position index of manufacture," Energy Policy, Elsevier, vol. 128(C), pages 235-242.
    26. Joseph Francois & Miriam Manchin & Patrick Tomberger, 2015. "Services Linkages and the Value Added Content of Trade," The World Economy, Wiley Blackwell, vol. 38(11), pages 1631-1649, November.
    27. Cainelli, Giulio & Mazzanti, Massimiliano, 2013. "Environmental innovations in services: Manufacturing–services integration and policy transmissions," Research Policy, Elsevier, vol. 42(9), pages 1595-1604.
    28. Shandre M. Thangavelu & Wenxiao Wang & Sothea Oum, 2018. "Servicification in global value chains: Comparative analysis of selected Asian countries with OECD," The World Economy, Wiley Blackwell, vol. 41(11), pages 3045-3070, November.
    29. Robert Koopman & William Powers & Zhi Wang & Shang-Jin Wei, 2010. "Give Credit Where Credit Is Due: Tracing Value Added in Global Production Chains," NBER Working Papers 16426, National Bureau of Economic Research, Inc.
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