Abstract
Multinational enterprises are essential to achieving climate goals, yet the carbon benefits of their production linkages with domestic-owned enterprises remain unclear. Here we construct an extreme counterfactual scenario and use an environmentally extended input-output model, structural path analysis and structural decomposition analysis to evaluate these benefits. The results reveal that domestic-owned enterprises-multinational enterprises production linkages cumulatively reduced carbon emissions in China by over thirteen thousand megatons from 2000 to 2020. These carbon benefits primarily originated in the energy and material sectors, especially coke and refined petroleum and basic metals, and propagated toward technology-intensive manufacturing and service industries. Carbon efficiency was the largest proximate contributor to emission reductions, whereas domestic final demand remained the main contributor to emission growth. These findings provide insights into better aligning foreign investment with climate mitigation goals.
Similar content being viewed by others
Data availability
The data that support the findings of this study are available on Figshare under the identifier https://doi.org/10.6084/m9.figshare.31834180.
Code availability
The custom MATLAB (R2024a) codes used for the analysis are publicly available on Figshare under the identifier https://doi.org/10.6084/m9.figshare.31834627.
References
Fuso Nerini, F. et al. Connecting climate action with other Sustainable Development Goals. Nat. Sustain. 2, 674–680 (2019).
Xia, C. et al. Heterogeneity in carbon footprint trends and trade-induced emissions in China’s urban agglomerations. Commun. Earth Environ. 6, 723 (2025).
Meng, B. et al. Developing countries’ responsibilities for CO2 emissions in value chains are larger and growing faster than those of developed countries. One Earth 6, 167–181 (2023).
Biermann, F. et al. Four governance reforms to strengthen the SDGs. Science 381, 1159–1160 (2023).
Soergel, B. et al. A sustainable development pathway for climate action within the UN 2030 Agenda. Nat. Clim. Change 11, 656–664 (2021).
Lei, T. et al. Global iron and steel plant CO2 emissions and carbon-neutrality pathways. Nature 622, 514–520 (2023).
Di Lucia, L., Slade, R. & Khan, J. Decision-making fitness of methods to understand sustainable development goal interactions. Nat. Sustain. 5, 131–138 (2022).
Deng, L., Lu, Y. & Tang, Y. Does FDI increase product innovation of domestic firms? Evidence from China. J. Econ. Behav. Organ. 222, 1–24 (2024).
Chen, J. & Zhou, Z. The effects of FDI on innovative entrepreneurship: A regional-level study. Technol. Forecast. Soc. Change 186, 122159 (2023).
Fu, X., Buckley, P. J. & Fu, X. M. The growth impact of Chinese direct investment on host developing countries. Int. Bus. Rev. 29, 101658 (2020).
Fu, X., Emes, D. & Hou, J. Multinational enterprises and structural transformation in emerging and developing countries: A survey of the literature. Int. Bus. Rev. 30, 101801 (2021).
Javorcik, B. S. Does foreign direct investment increase the productivity of domestic firms? In search of spillovers through backward linkages. Am. Econ. Rev. 94, 605–627 (2004).
Alfaro-Ureña, A., Manelici, I. & Vasquez, J. P. The effects of joining multinational supply chains: New evidence from firm-to-firm linkages. Q. J. Econ. 137, 1495–1552 (2022).
Liu, Z. Foreign direct investment and technology spillovers: Theory and evidence. J. Dev. Econ. 85, 176–193 (2008).
Mahadevan, R. & Sun, Y. Effects of foreign direct investment on carbon emissions: Evidence from China and its Belt and Road countries. J. Environ. Manag. 276, 111321 (2020).
Shahbaz, M., Nasir, M. A. & Roubaud, D. Environmental degradation in France: the effects of FDI, financial development, and energy innovations. Energy Econ. 74, 843–857 (2018).
Duan, Y. & Jiang, X. Pollution haven or pollution halo? A re-evaluation on the role ofmultinational enterprises in global CO2 emissions. Energy Econ. 97, 105181 (2021).
Dechezleprêtre, A. et al. Searching for carbon leaks in multinational companies. J. Environ. Econ. Manag. 112, 102601 (2022).
Fang, H. et al. Does “stabilizing FDI” enable a low-carbon transition in Chinese cities?. J. Clean. Prod. 437, 140780 (2024).
Tian, L. et al. Pollution emission reduction effect of the coordinated development of inward and outward FDI in China. J. Clean. Prod. 391, 136233 (2023).
Yan, Y. et al. Black monster or green giant? Revaluating the role of Chinese multinational enterprises in Belt and Road countries on carbon emissions. J. Clean. Prod. 468, 143036 (2024).
Antràs, P. & De Gortari, A. On the geography of global value chains. Econometrica 88, 1553–1598 (2020).
Zhu, K., Guo, X. & Zhang, Z. Reevaluation of the carbon emissions embodied in global value chains based on an inter-country input-output model with multinational enterprises. Appl. Energy 307, 118220 (2022).
Wang, Z. et al. Tracing value added in the presence of foreign direct investment. NBER Working Paper (2021).
Zhang, Z. et al. Embodied carbon emissions in the supply chains of multinational enterprises. Nat. Clim. Change 10, 1096–1101 (2020).
López, L. et al. The carbon footprint of the US multinationals’ foreign affiliates. Nat. Commun. 10, 1672 (2019).
Wang, A. et al. Tracing the CO2 emissions embodied in Chinese mainland’s exports with multinational enterprises: From source to sink. J. Clean. Prod. 414, 137430 (2023).
Yan, Y. et al. Mapping carbon footprint along global value chains: A study based on firm heterogeneity in China. Struct. Change Econ. Dyn. 61, 398–408 (2022).
Yan, Y. et al. Decomposing the carbon footprints of multinational enterprises along global value chains. Struct. Change Econ. Dyn. 66, 13–28 (2023).
Jiang, X. et al. The emissions responsibility accounting of multinational enterprises for an efficient climate policy. Glob. Environ. Change 75, 102545 (2022).
Jiang, X., Guan, D. & Zhang, J. Firm ownership, China’s export related emissions, and the responsibility issue. Energy Econ. 51, 466–474 (2015).
Zheng, H. et al. Leveraging opportunity of low carbon transition by super-emitter cities in China. Sci. Bull. 68, 2456–2466 (2023).
Wang, Z. et al. Measures of participation in global value chains and global business cycles. NBER Working Paper (2017).
Tian, K. et al. Regional trade agreement burdens global carbon emissions mitigation. Nat. Commun. 13, 408 (2022).
Tian, K. et al. Leveraging multinational enterprises to reduce the escalating regional carbon inequality in China. Nat. Commun. 16, 6603 (2025).
Los, B., Timmer, M. P. & De Vries, G. J. Tracing value-added and double counting in gross exports: Comment. Am. Econ. Rev. 106, 1958–1966 (2016).
Yang, X. et al. Net-zero greenhouse gas mitigation potential across multi-tier supply chains. Commun. Earth Environ. 6, 230 (2025).
Wang, J. et al. Significant inequality shown in Chinese provincial export-related fine particle matter pollution and their contributors. Commun. Earth Environ. 6, 467 (2025).
Defourny, J. & Thorbecke, E. Structural path analysis and multiplier decomposition within a social accounting matrix framework. Econ. J. 94, 111–136 (1984).
Li, Y., Su, B. & Dasgupta, S. Structural path analysis of India’s carbon emissions using input-output and social accounting matrix frameworks. Energy Econ. 76, 457–469 (2018).
Su, B., Ang, B. W. & Li, Y. Structural path and decomposition analysis of aggregate embodied energy and emission intensities. Energy Econ. 83, 345–360 (2019).
Li, Q., Wu, S. & Li, S. Weighing China’s embodied CO2 emissions and value added under global value chains: trends, characteristics, and paths. J. Environ. Manag. 316, 115302 (2022).
Xu, D. et al. Identifying the critical paths and sectors for carbon transfers driven by global consumption in 2015. Appl. Energy 306, 118137 (2022).
Mi, Z. et al. Chinese CO2 emission flows have reversed since the global financial crisis. Nat. Commun. 8, 1712 (2017).
Zhang, Z. et al. Occupational carbon footprints and exposure to climate transition risks. Nat. Commun. 16, 5886 (2025).
Xia, C. et al. Outsourced carbon mitigation efforts of Chinese cities from 2012 to 2017. Nat. Cities 1, 480–488 (2024).
Meng, J. et al. The rise of South–South trade and its effect on global CO2 emissions. Nat. Commun. 9, 1871 (2018).
Su, B. & Ang, B. W. Structural decomposition analysis applied to energy and emissions: some methodological developments. Energy Econ. 34, 177–188 (2012).
Jiang, X., Zhu, K. & Wang, S. The potential for reducing China’s carbon dioxide emissions: role of foreign-invested enterprises. Glob. Environ. Change 35, 22–30 (2015).
Acknowledgements
This research was supported by the National Social Science Foundation of China (19ZDA054).
Author information
Authors and Affiliations
Contributions
Y.W.: Conceptualization, Data Curation, Formal analysis, Visualization, Writing—Original Draft, Writing—review & editing. H.H.: Conceptualization, Funding acquisition, Formal analysis, Resources, Writing—Original Draft, Writing—review & editing. Z.J.: Investigation, Methodology, Supervision, Writing—Original Draft, Writing—review & editing.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Peer review
Peer review information
Communications Earth and Environment thanks Ilaria Fusacchia and the other, anonymous, reviewer(s) for their contribution to the peer review of this work. Primary Handling Editors: Yuwan Duan and Nandita Basu. A peer review file is available.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
About this article
Cite this article
Wu, Y., Huang, H. & Jin, Z. Evaluating the carbon benefits of multinational enterprises from a production linkages perspective. Commun Earth Environ (2026). https://doi.org/10.1038/s43247-026-03513-z
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s43247-026-03513-z


