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Embodied Carbon in China’s Export Trade: A Multi Region Input-Output Analysis

Author

Listed:
  • Weixin Yang

    (Business School, University of Shanghai for Science and Technology, Shanghai 200093, China
    These authors contributed equally to this work.)

  • Hao Gao

    (Business School, University of Shanghai for Science and Technology, Shanghai 200093, China)

  • Yunpeng Yang

    (Antai College of Economics and Management, Shanghai Jiao Tong University, Shanghai 200030, China
    These authors contributed equally to this work.)

  • Jiacheng Liao

    (Faculty of Finance, City University of Macau, Macau 999078, China)

Abstract

With the rapid growth of China’s export trade and increasing pressure of domestic carbon emission reduction, the issue of carbon embodied in export trade has attracted increasing attention from academic circles. This paper has constructed a calculation model for embodied carbon in China’s export trade by using the multi-region input-output model and the international input-output data from the World Input-Output Database (WIOD) database in order to calculate the amount of embodied carbon. Our objective is to analyze the main source industry and specific sectors of embodied carbon in China’s export trade, and to provide a quantitative basis for emission reduction under the “carbon neutrality” strategy. The findings reveal that the embodied carbon in China’s export trade mainly comes from the secondary industry, which accounts for more than 90% of the total embodied carbon in export trade, while the proportions of embodied carbon in the primary industry and the tertiary industry are relatively low, about 1% and 5–7%, respectively. In terms of specific sectors, the crop and animal production and hunting sectors have the largest share (over 60%) of embodied carbon in the export trade of the primary industry; in the export trade of the secondary industry, the main sources of embodied carbon are the manufacturing sector and the power, gas, steam and air-conditioning supply sectors, respectively accounting for around 50% and 45% of the total embodied carbon in the export trade of the secondary industry; as for the tertiary industry, the transport and storage sectors have the largest share of embodied carbon in the export trade, which is around 70%. Based on the above research results, this paper has provided relevant policy recommendations, which are optimizing the export structure, improving the energy consumption structure and the carbon emissions trading system.

Suggested Citation

  • Weixin Yang & Hao Gao & Yunpeng Yang & Jiacheng Liao, 2022. "Embodied Carbon in China’s Export Trade: A Multi Region Input-Output Analysis," IJERPH, MDPI, vol. 19(7), pages 1-16, March.
    • Handle: RePEc:gam:jijerp:v:19:y:2022:i:7:p:3894-:d:779090
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    References listed on IDEAS

    as
    1. Parikh, A, 1975. "Various Definitions of Direct and Indirect Requirements in Input-Output Analysis," The Review of Economics and Statistics, MIT Press, vol. 57(3), pages 375-377, August.
    2. Wang, Zhaohua & Li, Yiming & Cai, Hailin & Yang, Yuantao & Wang, Bo, 2019. "Regional difference and drivers in China's carbon emissions embodied in internal trade," Energy Economics, Elsevier, vol. 83(C), pages 217-228.
    3. Majeed, Abdul & Wang, Lijun & Zhang, Xiaohui & Muniba, & Kirikkaleli, Dervis, 2021. "Modeling the dynamic links among natural resources, economic globalization, disaggregated energy consumption, and environmental quality: Fresh evidence from GCC economies," Resources Policy, Elsevier, vol. 73(C).
    4. Xia, Wanjun & Apergis, Nicholas & Bashir, Muhammad Farhan & Ghosh, Sudeshna & Doğan, Buhari & Shahzad, Umer, 2022. "Investigating the role of globalization, and energy consumption for environmental externalities: Empirical evidence from developed and developing economies," Renewable Energy, Elsevier, vol. 183(C), pages 219-228.
    5. Yong-Gun Kim & Jong-Soo Lim, 2021. "Treatment of indirect emissions from the power sector in Korean emissions trading system," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 23(3), pages 581-592, July.
    6. Sun, Chuanwang & Ding, Dan & Yang, Mian, 2017. "Estimating the complete CO2 emissions and the carbon intensity in India: From the carbon transfer perspective," Energy Policy, Elsevier, vol. 109(C), pages 418-427.
    7. Minunno, Roberto & O'Grady, Timothy & Morrison, Gregory M. & Gruner, Richard L., 2021. "Investigating the embodied energy and carbon of buildings: A systematic literature review and meta-analysis of life cycle assessments," Renewable and Sustainable Energy Reviews, Elsevier, vol. 143(C).
    8. Weixin Yang & Lingguang Li, 2017. "Analysis of Total Factor Efficiency of Water Resource and Energy in China: A Study Based on DEA-SBM Model," Sustainability, MDPI, vol. 9(8), pages 1-21, July.
    9. Manfred Lenzen & Lise-Lotte Pade & Jesper Munksgaard, 2004. "CO2 Multipliers in Multi-region Input-Output Models," Economic Systems Research, Taylor & Francis Journals, vol. 16(4), pages 391-412.
    10. Bowen Jiang & Yuangang Li & Weixin Yang, 2020. "Evaluation and Treatment Analysis of Air Quality Including Particulate Pollutants: A Case Study of Shandong Province, China," IJERPH, MDPI, vol. 17(24), pages 1-24, December.
    11. Inmaculada Carrasco & Juan Sebastián Castillo-Valero & Carmen Córcoles & Marcos Carchano, 2021. "Greening Wine Exports? Changes in the Carbon Footprint of Spanish Wine Exports," IJERPH, MDPI, vol. 18(17), pages 1-13, August.
    12. Sha Lu & Yiyun Zhao & Zhouqi Chen & Mengke Dou & Qingchun Zhang & Weixin Yang, 2021. "Association between Atrial Fibrillation Incidence and Temperatures, Wind Scale and Air Quality: An Exploratory Study for Shanghai and Kunming," Sustainability, MDPI, vol. 13(9), pages 1-18, May.
    13. 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.
    14. Weixin Yang & Lingguang Li, 2017. "Energy Efficiency, Ownership Structure, and Sustainable Development: Evidence from China," Sustainability, MDPI, vol. 9(6), pages 1-26, June.
    15. Shaojian Qu & Hao Cai & Dandan Xu & Nabé Mohamed, 2021. "Correction to: Uncertainty in the prediction and management of CO2 emissions: a robust minimum entropy approach," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 107(3), pages 2439-2439, July.
    16. Dino, Ipek Gürsel & Meral Akgül, Cagla, 2019. "Impact of climate change on the existing residential building stock in Turkey: An analysis on energy use, greenhouse gas emissions and occupant comfort," Renewable Energy, Elsevier, vol. 141(C), pages 828-846.
    17. Weber, Christopher L. & Peters, Glen P., 2009. "Climate change policy and international trade: Policy considerations in the US," Energy Policy, Elsevier, vol. 37(2), pages 432-440, February.
    18. Schulz, Niels B., 2010. "Delving into the carbon footprints of Singapore--comparing direct and indirect greenhouse gas emissions of a small and open economic system," Energy Policy, Elsevier, vol. 38(9), pages 4848-4855, September.
    19. Yuan, Guanghui & Yang, Weixin, 2019. "Study on optimization of economic dispatching of electric power system based on Hybrid Intelligent Algorithms (PSO and AFSA)," Energy, Elsevier, vol. 183(C), pages 926-935.
    20. Sakai, Marco & Barrett, John, 2016. "Border carbon adjustments: Addressing emissions embodied in trade," Energy Policy, Elsevier, vol. 92(C), pages 102-110.
    21. McAusland, Carol & Millimet, Daniel L., 2013. "Do national borders matter? Intranational trade, international trade, and the environment," Journal of Environmental Economics and Management, Elsevier, vol. 65(3), pages 411-437.
    22. Misato Sato, 2014. "Embodied Carbon In Trade: A Survey Of The Empirical Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 28(5), pages 831-861, December.
    23. Qin Liu & Ying Zhu & Weixin Yang & Xueyu Wang, 2022. "Research on the Impact of Environmental Regulation on Green Technology Innovation from the Perspective of Regional Differences: A Quasi-Natural Experiment Based on China’s New Environmental Protection," Sustainability, MDPI, vol. 14(3), pages 1-23, February.
    24. Christa D. Jensen & Stuart Mcintyre & Max Munday & Karen Turner, 2013. "Responsibility for Regional Waste Generation: A Single-Region Extended Input--Output Analysis for Wales," Regional Studies, Taylor & Francis Journals, vol. 47(6), pages 913-933, June.
    25. Ciprian Cimpan & Eivind Lekve Bjelle & Anders Hammer Strømman, 2021. "Plastic packaging flows in Europe: A hybrid input‐output approach," Journal of Industrial Ecology, Yale University, vol. 25(6), pages 1572-1587, December.
    26. Zhu, Kunfu & Guo, Xuefan & Zhang, Zengkai, 2022. "Reevaluation of the carbon emissions embodied in global value chains based on an inter-country input-output model with multinational enterprises," Applied Energy, Elsevier, vol. 307(C).
    27. Haojie Liu & Jinyue Liu & Weixin Yang & Jianing Chen & Mingyang Zhu, 2020. "Analysis and Prediction of Land Use in Beijing-Tianjin-Hebei Region: A Study Based on the Improved Convolutional Neural Network Model," Sustainability, MDPI, vol. 12(7), pages 1-25, April.
    28. Xiaojuan Shen & Weixin Yang & Shaorong Sun, 2019. "Analysis of the Impact of China’s Hierarchical Medical System and Online Appointment Diagnosis System on the Sustainable Development of Public Health: A Case Study of Shanghai," Sustainability, MDPI, vol. 11(23), pages 1-26, November.
    29. Guanghui Yuan & Weixin Yang, 2019. "Evaluating China’s Air Pollution Control Policy with Extended AQI Indicator System: Example of the Beijing-Tianjin-Hebei Region," Sustainability, MDPI, vol. 11(3), pages 1-21, February.
    30. Müller-Casseres, Eduardo & Edelenbosch, Oreane Y. & Szklo, Alexandre & Schaeffer, Roberto & van Vuuren, Detlef P., 2021. "Global futures of trade impacting the challenge to decarbonize the international shipping sector," Energy, Elsevier, vol. 237(C).
    31. Nabeshima, Kaoru & Obashi, Ayako, 2021. "Impact of Regulatory Burdens on International Trade," Journal of the Japanese and International Economies, Elsevier, vol. 59(C).
    32. Wiedmann, Thomas & Lenzen, Manfred & Turner, Karen & Barrett, John, 2007. "Examining the global environmental impact of regional consumption activities -- Part 2: Review of input-output models for the assessment of environmental impacts embodied in trade," Ecological Economics, Elsevier, vol. 61(1), pages 15-26, February.
    33. Shaojian Qu & Hao Cai & Dandan Xu & Nabé Mohamed, 2021. "Uncertainty in the prediction and management of CO2 emissions: a robust minimum entropy approach," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 107(3), pages 2419-2438, July.
    34. Manfred Lenzen & Daniel Moran & Keiichiro Kanemoto & Arne Geschke, 2013. "Building Eora: A Global Multi-Region Input-Output Database At High Country And Sector Resolution," Economic Systems Research, Taylor & Francis Journals, vol. 25(1), pages 20-49, March.
    35. Yunpeng Yang & Weixin Yang, 2019. "Does Whistleblowing Work for Air Pollution Control in China? A Study Based on Three-party Evolutionary Game Model under Incomplete Information," Sustainability, MDPI, vol. 11(2), pages 1-20, January.
    36. Weixin Yang & Yunpeng Yang, 2020. "Research on Air Pollution Control in China: From the Perspective of Quadrilateral Evolutionary Games," Sustainability, MDPI, vol. 12(5), pages 1-23, February.
    37. Sun, Ya-Yen & Cadarso, Maria Angeles & Driml, Sally, 2020. "Tourism carbon footprint inventories: A review of the environmentally extended input-output approach," Annals of Tourism Research, Elsevier, vol. 82(C).
    38. Zha, Donglan & Chen, Qian & Wang, Lijun, 2022. "Exploring carbon rebound effects in Chinese households’ consumption: A simulation analysis based on a multi-regional input–output framework," Applied Energy, Elsevier, vol. 313(C).
    39. Riccardo Boero & Brian K. Edwards & Michael K. Rivera, 2018. "Regional input–output tables and trade flows: an integrated and interregional non-survey approach," Regional Studies, Taylor & Francis Journals, vol. 52(2), pages 225-238, February.
    40. Wang, Qiang & Jiang, Feng & Li, Rongrong, 2022. "Assessing supply chain greenness from the perspective of embodied renewable energy – A data envelopment analysis using multi-regional input-output analysis," Renewable Energy, Elsevier, vol. 189(C), pages 1292-1305.
    41. Lingguang Li & Weixin Yang, 2018. "Total Factor Efficiency Study on China’s Industrial Coal Input and Wastewater Control with Dual Target Variables," Sustainability, MDPI, vol. 10(7), pages 1-22, June.
    42. Weixin Yang & Lingguang Li, 2017. "Efficiency Evaluation and Policy Analysis of Industrial Wastewater Control in China," Energies, MDPI, vol. 10(8), pages 1-18, August.
    43. Leontief, Wassily, 1970. "Environmental Repercussions and the Economic Structure: An Input-Output Approach," The Review of Economics and Statistics, MIT Press, vol. 52(3), pages 262-271, August.
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