IDEAS home Printed from https://ideas.repec.org/a/eee/streco/v71y2024icp145-156.html
   My bibliography  Save this article

Are SME exporters dirtier? A novel input-output analysis distinguishing firm size heterogeneity

Author

Listed:
  • Zhang, Junrong
  • Tian, Kailan
  • Zhu, Lingxiu
  • Yang, Cuihong

Abstract

The thriving development of small and medium sized enterprises (SMEs) and their growing engagement in global markets have exerted significant environmental transformations. This study assesses the environmental effects of China's exports from small, medium, and large enterprises by constructing novel input-output tables that distinguish firm size heterogeneity for 2007, 2012, and 2017. We find that SMEs are responsible for over 60 % of the CO2 emissions embodied in China's industrial exports. Notably, the emission intensities for exports (EIEs) by large enterprises are on average 8.4 % and 20.8 % lower than those by medium and small enterprises, respectively. The results of structural decomposition analysis highlight several major determinants including a cleaner export structure and a higher proportion of imported intermediate inputs. Our study provides a novel input-output framework applicable to analyzing SME-related issues for more countries and underscores some strategies to enhance the cleaner export performance of SMEs.

Suggested Citation

  • Zhang, Junrong & Tian, Kailan & Zhu, Lingxiu & Yang, Cuihong, 2024. "Are SME exporters dirtier? A novel input-output analysis distinguishing firm size heterogeneity," Structural Change and Economic Dynamics, Elsevier, vol. 71(C), pages 145-156.
  • Handle: RePEc:eee:streco:v:71:y:2024:i:c:p:145-156
    DOI: 10.1016/j.strueco.2024.07.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0954349X24000985
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.strueco.2024.07.003?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Mary Amiti & Oleg Itskhoki & Jozef Konings, 2012. "Importers, exporters, and exchange rate disconnect," Working Paper Research 238, National Bank of Belgium.
    2. 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.
    3. 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.
    4. Mary Amiti & Oleg Itskhoki & Jozef Konings, 2014. "Importers, Exporters, and Exchange Rate Disconnect," American Economic Review, American Economic Association, vol. 104(7), pages 1942-1978, July.
    5. Feng, Tong & Du, Huibin & Zhang, Zengkai & Mi, Zhifu & Guan, Dabo & Zuo, Jian, 2020. "Carbon transfer within China: Insights from production fragmentation," Energy Economics, Elsevier, vol. 86(C).
    6. Yan, Yunfeng & Li, Xiyuan & Wang, Ran & Zhao, Zhongxiu & Jiao, Aodong, 2023. "Decomposing the carbon footprints of multinational enterprises along global value chains," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 13-28.
    7. Zhifu Mi & Jing Meng & Dabo Guan & Yuli Shan & Malin Song & Yi-Ming Wei & Zhu Liu & Klaus Hubacek, 2017. "Chinese CO2 emission flows have reversed since the global financial crisis," Nature Communications, Nature, vol. 8(1), pages 1-10, December.
    8. Erik Dietzenbacher & Bart Los, 1998. "Structural Decomposition Techniques: Sense and Sensitivity," Economic Systems Research, Taylor & Francis Journals, vol. 10(4), pages 307-324.
    9. Weitzel, Matthias & Ma, Tao, 2014. "Emissions embodied in Chinese exports taking into account the special export structure of China," Energy Economics, Elsevier, vol. 45(C), pages 45-52.
    10. 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.
    11. Liu, Yu & Meng, Bo & Hubacek, Klaus & Xue, Jinjun & Feng, Kuishuang & Gao, Yuning, 2016. "‘Made in China’: A reevaluation of embodied CO2 emissions in Chinese exports using firm heterogeneity information," Applied Energy, Elsevier, vol. 184(C), pages 1106-1113.
    12. Heiwai Tang & Fei Wang & Zhi Wang, 2016. "Extending the Input-Output Table Based on Firm-level Data," CESifo Working Paper Series 5811, CESifo.
    13. Li, Xiaoyu & Zeng, Zhao & Zhang, Zengkai & Yao, Ye & Du, Huibin, 2023. "The rising North-South carbon flows within China from 2012 to 2017," Structural Change and Economic Dynamics, Elsevier, vol. 64(C), pages 263-272.
    14. 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.
    15. Ortiz, Mateo & Cadarso, María-Ángeles & López, Luis-Antonio & Jiang, Xuemei, 2022. "The trade-off between the economic and environmental footprints of multinationals’ foreign affiliates," Structural Change and Economic Dynamics, Elsevier, vol. 62(C), pages 85-97.
    16. 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.
    17. 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.
    18. Tang, Heiwai & Wang, Fei & Wang, Zhi, 2020. "Domestic segment of global value chains in China under state capitalism✰," Journal of Comparative Economics, Elsevier, vol. 48(4), pages 797-821.
    19. 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.
    20. Zhao, Xiaoli & Yin, Haitao & Zhao, Yue, 2015. "Impact of environmental regulations on the efficiency and CO2 emissions of power plants in China," Applied Energy, Elsevier, vol. 149(C), pages 238-247.
    21. Kailan Tian & Zhuoying Zhang & Lingxiu Zhu & Cuihong Yang & Jianwu He & Shantong Li, 2023. "Economic exposure to regional value chain disruptions: evidence from Wuhan’s lockdown in China," Regional Studies, Taylor & Francis Journals, vol. 57(3), pages 525-536, March.
    22. Chen, Xikang & Cheng, Leonard K. & Fung, K.C. & Lau, Lawrence J. & Sung, Yun-Wing & Zhu, K. & Yang, C. & Pei, J. & Duan, Y., 2012. "Domestic value added and employment generated by Chinese exports: A quantitative estimation," China Economic Review, Elsevier, vol. 23(4), pages 850-864.
    23. 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.
    24. Kailan Tian & Yu Zhang & Yuze Li & Xi Ming & Shangrong Jiang & Hongbo Duan & Cuihong Yang & Shouyang Wang, 2022. "Regional trade agreement burdens global carbon emissions mitigation," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    25. Li, Meng & Gao, Yuning & Liu, Shenglong, 2020. "China’s energy intensity change in 1997–2015: Non-vertical adjusted structural decomposition analysis based on input-output tables," Structural Change and Economic Dynamics, Elsevier, vol. 53(C), pages 222-236.
    26. Yan, Bingqian & Xia, Yan & Jiang, Xuemei, 2023. "Carbon productivity and value-added generations: Regional heterogeneity along global value chain," Structural Change and Economic Dynamics, Elsevier, vol. 65(C), pages 111-125.
    27. 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).
    28. Koopman, Robert & Wang, Zhi & Wei, Shang-Jin, 2012. "Estimating domestic content in exports when processing trade is pervasive," Journal of Development Economics, Elsevier, vol. 99(1), pages 178-189.
    29. Zhang, Zengkai & Duan, Yuwan & Zhang, Wei, 2019. "Economic gains and environmental costs from China's exports: Regional inequality and trade heterogeneity," Ecological Economics, Elsevier, vol. 164(C), pages 1-1.
    30. 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.
    31. Su, Bin & Thomson, Elspeth, 2016. "China's carbon emissions embodied in (normal and processing) exports and their driving forces, 2006–2012," Energy Economics, Elsevier, vol. 59(C), pages 414-422.
    32. Dabo Guan & Zhu Liu & Yong Geng & Sören Lindner & Klaus Hubacek, 2012. "The gigatonne gap in China’s carbon dioxide inventories," Nature Climate Change, Nature, vol. 2(9), pages 672-675, September.
    33. Richard Kneller & Mauro Pisu, 2011. "Barriers to Exporting: What are They and Who do They Matter to?," The World Economy, Wiley Blackwell, vol. 34(6), pages 893-930, June.
    34. Sonja Studer & Richard Welford & Peter Hills, 2006. "Engaging Hong Kong businesses in environmental change: drivers and barriers," Business Strategy and the Environment, Wiley Blackwell, vol. 15(6), pages 416-431, November.
    35. Ma, Hong & Wang, Zhi & Zhu, Kunfu, 2015. "Domestic content in China’s exports and its distribution by firm ownership," Journal of Comparative Economics, Elsevier, vol. 43(1), pages 3-18.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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).
    2. Duan, Yuwan & Yan, Bingqian, 2021. "Has processing trade made China's exports cleaner? A regional level analysis," Energy Economics, Elsevier, vol. 96(C).
    3. Yan, Bingqian & Duan, Yuwan & Wang, Shouyang, 2020. "China’s emissions embodied in exports: How regional and trade heterogeneity matter," Energy Economics, Elsevier, vol. 87(C).
    4. 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.
    5. Wang, Zhenguo & Su, Bin & Xie, Rui & Long, Haiyu, 2020. "China’s aggregate embodied CO2 emission intensity from 2007 to 2012: A multi-region multiplicative structural decomposition analysis," Energy Economics, Elsevier, vol. 85(C).
    6. Yan, Yunfeng & Li, Xiyuan & Wang, Ran & Pan, An, 2023. "Global value chain and export-embodied carbon emissions: New evidence from foreign-invested enterprises," Economic Modelling, Elsevier, vol. 127(C).
    7. Yan, Yunfeng & Li, Xiyuan & Wang, Ran & Zhao, Zhongxiu & Jiao, Aodong, 2023. "Decomposing the carbon footprints of multinational enterprises along global value chains," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 13-28.
    8. Feng, Tong & Du, Huibin & Zhang, Zengkai & Mi, Zhifu & Guan, Dabo & Zuo, Jian, 2020. "Carbon transfer within China: Insights from production fragmentation," Energy Economics, Elsevier, vol. 86(C).
    9. 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.
    10. Zhang, Zengkai & Zhu, Kunfu & Hewings, Geoffrey J.D., 2017. "A multi-regional input–output analysis of the pollution haven hypothesis from the perspective of global production fragmentation," Energy Economics, Elsevier, vol. 64(C), pages 13-23.
    11. 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.
    12. Ortiz, Mateo & Cadarso, María-Ángeles & López, Luis-Antonio & Jiang, Xuemei, 2022. "The trade-off between the economic and environmental footprints of multinationals’ foreign affiliates," Structural Change and Economic Dynamics, Elsevier, vol. 62(C), pages 85-97.
    13. Zhang, Zengkai & Duan, Yuwan & Zhang, Wei, 2019. "Economic gains and environmental costs from China's exports: Regional inequality and trade heterogeneity," Ecological Economics, Elsevier, vol. 164(C), pages 1-1.
    14. Duan, Yuwan & Dietzenbacher, Erik & Los, Bart & Yang, Cuihong, 2021. "How much did China's emergence as “the world's factory” contribute to its national income?," China Economic Review, Elsevier, vol. 69(C).
    15. Bagheri, Mehdi & Guevara, Zeus & Alikarami, Mohammad & Kennedy, Christopher A. & Doluweera, Ganesh, 2018. "Green growth planning: A multi-factor energy input-output analysis of the Canadian economy," Energy Economics, Elsevier, vol. 74(C), pages 708-720.
    16. Li, Qiuping & Wu, Sanmang & Liu, Quanwen & Li, Shantong, 2024. "Role of global value chains in embodied domestic CO2 emissions of China's manufacturing exports: Normal and processing trade heterogeneity," Energy Economics, Elsevier, vol. 132(C).
    17. Xu, Chengzhen & Zhu, Qingyuan & Li, Xingchen & Wu, Liangpeng & Deng, Ping, 2024. "Determinants of global carbon emission and aggregate carbon intensity: A multi-region input−output approach," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 418-435.
    18. Tang, Heiwai & Wang, Fei & Wang, Zhi, 2020. "Domestic segment of global value chains in China under state capitalism✰," Journal of Comparative Economics, Elsevier, vol. 48(4), pages 797-821.
    19. Hertwich, Edgar G., 2020. "Carbon fueling complex global value chains tripled in the period 1995–2012," Energy Economics, Elsevier, vol. 86(C).
    20. Yuwan Duan & Erik Dietzenbacher & Bart Los & Ruochen Dai, 2023. "Regional inequality in China during its rise as a giant exporter: A value chain analysis," Journal of Regional Science, Wiley Blackwell, vol. 63(1), pages 148-172, January.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:streco:v:71:y:2024:i:c:p:145-156. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/525148 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.