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Mapping carbon footprint along global value chains: A study based on firm heterogeneity in China

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  • Yan, Yunfeng
  • Wang, Ran
  • Chen, Sida
  • Wang, Feifan
  • Zhao, Zhongxiu

Abstract

The carbon footprint (CF) measures the carbon emissions not only within enterprises but also in upstream suppliers. As global production fragmentation becomes dominant, the generation and distribution of the CF have been profoundly changed. By building a multiregional input–output model that distinguishes firm ownership types, we analyse the CF of domestic-owned enterprises (DOEs) and foreign-owned enterprises (FOEs) in China from the global, host country and other countries’ perspectives and trace their CF along global value chains (GVCs) to the upstream regions and industries where the CF is generated. Our findings show that the CF per value added (VA) of DOEs fell faster than that of FOEs during 2005–2016. Most of the CF of FOEs is distributed in the energy-intensive industries of DOEs in the host country. When tracing the CF of FOEs beyond the host country, we find that for sectors that involve intense cross-border production activities, FOEs induce a higher percentage of CF abroad than DOEs, and the CF per VA of FOEs in developing countries is higher than that of DOEs. The policy implication for foreign direct investment host countries is to formulate strict emission restrictions for all kinds of enterprises, and for MNEs, it is to be aware of the emissions of their affiliates abroad. A new approach towards global climate governance that emphasizes the role of firms in building green GVCs is recommended.

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  • Yan, Yunfeng & Wang, Ran & Chen, Sida & Wang, Feifan & Zhao, Zhongxiu, 2022. "Mapping carbon footprint along global value chains: A study based on firm heterogeneity in China," Structural Change and Economic Dynamics, Elsevier, vol. 61(C), pages 398-408.
    • Handle: RePEc:eee:streco:v:61:y:2022:i:c:p:398-408
    DOI: 10.1016/j.strueco.2022.03.002
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    as
    1. Zhang, Zengkai & Zhu, Kunfu & Hewings, Geoffrey J.D., 2017. "The effects of border-crossing frequencies associated with carbon footprints on border carbon adjustments," Energy Economics, Elsevier, vol. 65(C), pages 105-114.
    2. Simone Borghesi & Chiara Franco & Giovanni Marin, 2020. "Outward Foreign Direct Investment Patterns of Italian Firms in the European Union's Emission Trading Scheme," Scandinavian Journal of Economics, Wiley Blackwell, vol. 122(1), pages 219-256, January.
    3. Baldwin, Richard & Venables, Anthony J., 2013. "Spiders and snakes: Offshoring and agglomeration in the global economy," Journal of International Economics, Elsevier, vol. 90(2), pages 245-254.
    4. Aichele, Rahel & Felbermayr, Gabriel, 2012. "Kyoto and the carbon footprint of nations," Journal of Environmental Economics and Management, Elsevier, vol. 63(3), pages 336-354.
    5. Jiang, Xuemei & Guan, Dabo & Zhang, Jin & Zhu, Kunfu & Green, Christopher, 2015. "Firm ownership, China's export related emissions, and the responsibility issue," Energy Economics, Elsevier, vol. 51(C), pages 466-474.
    6. Su, Bin & Ang, B.W., 2017. "Multiplicative structural decomposition analysis of aggregate embodied energy and emission intensities," Energy Economics, Elsevier, vol. 65(C), pages 137-147.
    7. Duan, Yuwan & Yan, Bingqian, 2019. "Economic gains and environmental losses from international trade: A decomposition of pollution intensity in China's value-added trade," Energy Economics, Elsevier, vol. 83(C), pages 540-554.
    8. Jiang, Xuemei & Green, Christopher, 2017. "The Impact on Global Greenhouse Gas Emissions of Geographic Shifts in Global Supply Chains," Ecological Economics, Elsevier, vol. 139(C), pages 102-114.
    9. Thomas Wiedmann & Richard Wood & Jan Minx & Manfred Lenzen & Dabo Guan & Rocky Harris, 2010. "A Carbon Footprint Time Series Of The Uk - Results From A Multi-Region Input-Output Model," Economic Systems Research, Taylor & Francis Journals, vol. 22(1), pages 19-42.
    10. Mateo Ortiz & María‐Ángeles Cadarso & Luis‐Antonio López, 2020. "The carbon footprint of foreign multinationals within the European Union," Journal of Industrial Ecology, Yale University, vol. 24(6), pages 1287-1299, December.
    11. Herrerias, M.J. & Cuadros, A. & Luo, D., 2016. "Foreign versus indigenous innovation and energy intensity: Further research across Chinese regions," Applied Energy, Elsevier, vol. 162(C), pages 1374-1384.
    12. Su, Bin & Ang, B.W. & Li, Yingzhu, 2019. "Structural path and decomposition analysis of aggregate embodied energy and emission intensities," Energy Economics, Elsevier, vol. 83(C), pages 345-360.
    13. Charles Cadestin & Koen De Backer & Isabelle Desnoyers-James & Sébastien Miroudot & Ming Ye & Davide Rigo, 2018. "Multinational enterprises and global value chains: New Insights on the trade-investment nexus," OECD Science, Technology and Industry Working Papers 2018/05, OECD Publishing.
    14. Jiang, Lei & Folmer, Henk & Ji, Minhe, 2014. "The drivers of energy intensity in China: A spatial panel data approach," China Economic Review, Elsevier, vol. 31(C), pages 351-360.
    15. J. C. Minx & T. Wiedmann & R. Wood & G. P. Peters & M. Lenzen & A. Owen & K. Scott & J. Barrett & K. Hubacek & G. Baiocchi & A. Paul & E. Dawkins & J. Briggs & D. Guan & S. Suh & F. Ackerman, 2009. "Input-Output Analysis And Carbon Footprinting: An Overview Of Applications," Economic Systems Research, Taylor & Francis Journals, vol. 21(3), pages 187-216.
    16. Kjartan Steen-Olsen & Richard Wood & Edgar G. Hertwich, 2016. "The Carbon Footprint of Norwegian Household Consumption 1999–2012," Journal of Industrial Ecology, Yale University, vol. 20(3), pages 582-592, June.
    17. Charles Cadestin & Koen De Backer & Isabelle Desnoyers-James & Sébastien Miroudot & Davide Rigo & Ming Ye, 2018. "Multinational enterprises and global value chains: the OECD analytical AMNE database," OECD Trade Policy Papers 211, OECD Publishing.
    18. Hiau Looi Kee & Heiwai Tang, 2016. "Domestic Value Added in Exports: Theory and Firm Evidence from China," American Economic Review, American Economic Association, vol. 106(6), pages 1402-1436, June.
    19. Rema Hanna, 2010. "US Environmental Regulation and FDI: Evidence from a Panel of US-Based Multinational Firms," American Economic Journal: Applied Economics, American Economic Association, vol. 2(3), pages 158-189, July.
    20. Luis-Antonio López & María-Ángeles Cadarso & Jorge Zafrilla & Guadalupe Arce, 2019. "The carbon footprint of the U.S. multinationals’ foreign affiliates," Nature Communications, Nature, vol. 10(1), pages 1-11, December.
    21. World Bank, 2020. "World Development Report 2020," World Bank Publications - Books, The World Bank Group, number 32437.
    22. Zhi Wang & Shang-Jin Wei & Xinding Yu & Kunfu Zhu, 2021. "Tracing Value Added in the Presence of Foreign Direct Investment," NBER Working Papers 29335, National Bureau of Economic Research, Inc.
    23. Arce, Guadalupe & López, Luis Antonio & Guan, Dabo, 2016. "Carbon emissions embodied in international trade: The post-China era," Applied Energy, Elsevier, vol. 184(C), pages 1063-1072.
    24. Zengkai Zhang & Dabo Guan & Ran Wang & Jing Meng & Heran Zheng & Kunfu Zhu & Huibin Du, 2020. "Embodied carbon emissions in the supply chains of multinational enterprises," Nature Climate Change, Nature, vol. 10(12), pages 1096-1101, December.
    25. Breeda Comyns, 2018. "Climate change reporting and multinational companies: Insights from institutional theory and international business," Accounting Forum, Taylor & Francis Journals, vol. 42(1), pages 65-77, March.
    26. Koch, Nicolas & Basse Mama, Houdou, 2019. "Does the EU Emissions Trading System induce investment leakage? Evidence from German multinational firms," Energy Economics, Elsevier, vol. 81(C), pages 479-492.
    27. Meng, Bo & Peters, Glen P. & Wang, Zhi & Li, Meng, 2018. "Tracing CO2 emissions in global value chains," Energy Economics, Elsevier, vol. 73(C), pages 24-42.
    28. Jiang, Xuemei & Zhu, Kunfu & Green, Christopher, 2015. "China's energy saving potential from the perspective of energy efficiency advantages of foreign-invested enterprises," Energy Economics, Elsevier, vol. 49(C), pages 104-112.
    29. Meng, Bo & Liu, Yu & Andrew, Robbie & Zhou, Meifang & Hubacek, Klaus & Xue, Jinjun & Peters, Glen & Gao, Yuning, 2018. "More than half of China’s CO2 emissions are from micro, small and medium-sized enterprises," Applied Energy, Elsevier, vol. 230(C), pages 712-725.
    30. Duan, Yuwan & Jiang, Xuemei, 2021. "Pollution haven or pollution halo? A Re-evaluation on the role of multinational enterprises in global CO2 emissions," Energy Economics, Elsevier, vol. 97(C).
    31. Rutger Hoekstra & Bernhard Michel & Sangwon Suh, 2016. "The emission cost of international sourcing: using structural decomposition analysis to calculate the contribution of international sourcing to CO 2 -emission growth," Economic Systems Research, Taylor & Francis Journals, vol. 28(2), pages 151-167, June.
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    Cited by:

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    More about this item

    Keywords

    Carbon footprint; Global value chains; Firm heterogeneity; Multiregional input–output model; Value added;
    All these keywords.

    JEL classification:

    • F18 - International Economics - - Trade - - - Trade and Environment
    • C67 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Input-Output Models
    • Q50 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - General

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