Abstract
This paper explores the nonlinear effect of outward foreign direct investment (ODI) and Export Trade Structure on CO2 emissions in China. A national panel of 30 provinces and two sub-national panels for the time span 2003 to 2016 have been estimated by using SGMM estimator and panel threshold regression model. The results indicate that GDP has a positive and significant impact on carbon emissions and that the scale effect of ODI will increase the CO2 emissions. Additionally, ODI and Export Trade Structure are generally conducive to the reduction of carbon emission intensities, except that the impact of Export Trade Structure is not significant the in northern region. Moreover, GDP, ODI, and Export Trade Structure contribute to the reduction of CO2 emissions via the technical effects of energy efficiency, and ODI will help reduce CO2 emissions even as the output of energy-intensive industries grows. Therefore, regions should develop a more effective opening-up strategy based on their industrial distribution characteristics and development stages against the background of trade protectionism affecting the evolution of global value chains, use the spillover effects generated by various channels to effectively mitigate CO2 emissions, and seek sustainable economic growth accompanied by clean technologies and faster development of energy efficiency.
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Abbreviations
- ODI:
-
Outward foreign direct investment
- SGMM:
-
System GMM estimator
- PTRM:
-
Panel threshold regression model
- EKC:
-
Environmental kuznets curve
- FDI:
-
Foreign direct investment
References
Acharyya, J. (2009). FDI, growth and the environment: Evidence from india on CO2 emission during the last two decades. Journal of Economic Development, 34(1), 43–58.
Agras, J., & Chapman, D. (1999). A dynamic approach to the Environmental Kuznets Curve hypothesis. Ecological Economics, 28(2), 267–277. https://doi.org/10.1016/S0921-8009(98)00040-8
Ahmad, M., Khattak, S. I., Khan, A., & Rahman, Z. U. (2020). Innovation, foreign direct investment (FDI), and the energy–pollution–growth nexus in OECD region: A simultaneous equation modeling approach. Environmental and Ecological Statistics, 27(2), 203–232. https://doi.org/10.1007/s10651-020-00442-8
Aklin, M. (2016). Re-exploring the trade and environment nexus through the diffusion of pollution. Environmental and Resource Economics, 64(4), 663–682. https://doi.org/10.1007/s10640-015-9893-1
Alonso-Borrego, C., & Arellano, M. (1999). Symmetrically normalized instrumental-variable estimation using panel data. Journal of Business & Economic Statistics, 17(1), 36–49. https://doi.org/10.1080/07350015.1999.10524795
Aminullah, E., Fizzanty, T., Kusnandar, K., & Wijayanti, R. (2013). Technology transfer through OFDI: The case of Indonesian natural resource-based MNEs. Asian Journal of Technology Innovation, 21(sup1), 104–118. https://doi.org/10.1080/19761597.2013.819236
Antweiler, W., Copeland, B. R., & Taylor, M. S. (2001). Is free trade good for the environment? Journal of American Economic Review, 91(4), 877–908.
Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte carlo evidence and an application to employment equations. The Review of Economic Studies, 58(2), 277–297. https://doi.org/10.2307/2297968
Azomahou, T., Laisney, F., & Van Nguyen, P. (2006). Economic development and CO2 emissions: A nonparametric panel approach. Journal of Public Economics, 90(6), 1347–1363. https://doi.org/10.1016/j.jpubeco.2005.09.005
Bai, Y., Qian, Q., Jiao, J., Li, L., Li, F., & Yang, R. (2020). Can environmental innovation benefit from outward foreign direct investment to developed countries? Evidence from Chinese manufacturing enterprises. Environmental Science and Pollution Research, 27(12), 13790–13808. https://doi.org/10.1007/s11356-020-07819-z
Bakhsh, K., Rose, S., Ali, M. F., Ahmad, N., & Shahbaz, M. (2017). Economic growth, CO2 emissions, renewable waste and FDI relation in Pakistan: New evidences from 3SLS. Journal of Environmental Management, 196, 627–632. https://doi.org/10.1016/j.jenvman.2017.03.029
Che, C. M. (2013). Panel threshold analysis of Taiwan’s outbound visitors. Economic Modelling, 33, 787–793. https://doi.org/10.1016/j.econmod.2013.06.006
Cui, L., Meyer, K. E., & Hu, H. W. (2014). What drives firms’ intent to seek strategic assets by foreign direct investment? A study of emerging economy firms. Journal of World Business, 49(4), 488–501. https://doi.org/10.1016/j.jwb.2013.12.003
Destek, M. A., & Sarkodie, S. A. (2019). Investigation of environmental Kuznets curve for ecological footprint: The role of energy and financial development. Science of the Total Environment, 650, 2483–2489. https://doi.org/10.1016/j.scitotenv.2018.10.017
Ding, Q., Khattak, S. I., & Ahmad, M. (2021). Towards sustainable production and consumption: Assessing the impact of energy productivity and eco-innovation on consumption-based carbon dioxide emissions (CCO2) in G-7 nations. Sustainable Production and Consumption, 27, 254–268. https://doi.org/10.1016/j.spc.2020.11.004
Elliott, R. J. R., & Zhou, Y. (2013). Environmental regulation induced foreign direct investment. Environmental and Resource Economics, 55(1), 141–158. https://doi.org/10.1007/s10640-012-9620-0
Essandoh, O. K., Islam, M., & Kakinaka, M. (2020). Linking international trade and foreign direct investment to CO2 emissions: Any differences between developed and developing countries? Science of the Total Environment, 712, 136437. https://doi.org/10.1016/j.scitotenv.2019.136437
Fang, C., Wang, S., & Li, G. (2015). Changing urban forms and carbon dioxide emissions in China: A case study of 30 provincial capital cities. Applied Energy, 158, 519–531. https://doi.org/10.1016/j.apenergy.2015.08.095
Farhani, S., Chaibi, A., & Rault, C. (2014). CO2 emissions, output, energy consumption, and trade in Tunisia. Economic Modelling, 38, 426–434. https://doi.org/10.1016/j.econmod.2014.01.025
Frankel, J. A., & Rose, A. K. (2005). Is trade good or bad for the environment? sorting out the causality. The Review of Economics and Statistics, 87(1), 85–91.
Glover, D. (1999). Economic growth and the environment. Canadian Journal of Development Studies / Revue Canadienne D’études Du Développement, 20(3), 609–623. https://doi.org/10.1080/02255189.1999.9669857
Hansen, B. E. (2000). Sample splitting and threshold estimation. Econometrica, 68(3), 575–603. https://doi.org/10.1111/1468-0262.00124
Hao, Y., Guo, Y., Guo, Y., Wu, H., & Ren, S. (2020). Does outward foreign direct investment (OFDI) affect the home country’s environmental quality? The case of China. Structural Change and Economic Dynamics, 52, 109–119. https://doi.org/10.1016/j.strueco.2019.08.012
Harbaugh, W. T., Levinson, A., & Wilson, D. M. (2002). Reexamining the empirical evidence for an environmental kuznets curve. The Review of Economics and Statistics, 84(3), 541–551. https://doi.org/10.1162/003465302320259538
Hashmi, R., & Alam, K. (2019). Dynamic relationship among environmental regulation, innovation, CO2 emissions, population, and economic growth in OECD countries: A panel investigation. Journal of Cleaner Production, 231, 1100–1109. https://doi.org/10.1016/j.jclepro.2019.05.325
Haug, A. A., & Ucal, M. (2019). The role of trade and FDI for CO2 emissions in Turkey: Nonlinear relationships. Energy Economics, 81, 297–307. https://doi.org/10.1016/j.eneco.2019.04.006
Holtsmark, B., & Weitzman, M. L. (2020). On the effects of linking Cap-and-Trade systems for CO2 emissions. Environmental and Resource Economics, 75(3), 615–630. https://doi.org/10.1007/s10640-020-00401-8
Hu, H., Xie, N., Fang, D., & Zhang, X. (2018). The role of renewable energy consumption and commercial services trade in carbon dioxide reduction: Evidence from 25 developing countries. Applied Energy, 211, 1229–1244. https://doi.org/10.1016/j.apenergy.2017.12.019
Huang, J., Du, D., & Tao, Q. (2017). An analysis of technological factors and energy intensity in China. Energy Policy, 109, 1–9. https://doi.org/10.1016/j.enpol.2017.06.048
Hübler, M., & Keller, A. (2010). Energy savings via FDI? Empirical evidence from developing countries. Environment and Development Economics, 15(1), 59–80. https://doi.org/10.1017/S1355770X09990088
Ibrahim, R. L., & Ajide, K. B. (2021). Trade facilitation and environmental quality: Empirical evidence from some selected African countries. Environment, Development and Sustainability. https://doi.org/10.1007/s10668-021-01497-8
Jiang, H., Kong, P., Hu, Y.-C., & Jiang, P. (2021). Forecasting China’s CO2 emissions by considering interaction of bilateral FDI using the improved grey multivariable verhulst model. Environment, Development and Sustainability, 23(1), 225–240. https://doi.org/10.1007/s10668-019-00575-2
Jiang, M., Luo, S., & Zhou, G. (2020). Financial development, OFDI spillovers and upgrading of industrial structure. Technological Forecasting and Social Change, 155, 119974. https://doi.org/10.1016/j.techfore.2020.119974
Kais, S., & Sami, H. (2016). An econometric study of the impact of economic growth and energy use on carbon emissions: Panel data evidence from fifty eight countries. Renewable and Sustainable Energy Reviews, 59, 1101–1110. https://doi.org/10.1016/j.rser.2016.01.054
Khan, M., & Ozturk, I. (2021). Examining the direct and indirect effects of financial development on CO2 emissions for 88 developing countries. Journal of Environmental Management, 293, 112812. https://doi.org/10.1016/j.jenvman.2021.112812
Kleemann, L., & Abdulai, A. (2013). The impact of trade and economic growth on the environment: Revisiting the cross-country evidence. Journal of International Development, 25(2), 180–205. https://doi.org/10.1002/jid.1789
Le, T.-H., Chang, Y., & Park, D. (2016). Trade openness and environmental quality: International evidence. Energy Policy, 92, 45–55. https://doi.org/10.1016/j.enpol.2016.01.030
Li, J., & Li, S. (2020). Energy investment, economic growth and carbon emissions in China—Empirical analysis based on spatial Durbin model. Energy Policy, 140, 111425. https://doi.org/10.1016/j.enpol.2020.111425
Li, Z., Jin, M., & Cheng, J. (2021). Economic growth of green agriculture and its influencing factors in china: Based on emergy theory and spatial econometric model. Environment, Development and Sustainability. https://doi.org/10.1007/s10668-021-01307-1
Lin, B., & Zhu, J. (2019). Is the implementation of energy saving and emission reduction policy really effective in Chinese cities? A policy evaluation perspective. Journal of Cleaner Production, 220, 1111–1120. https://doi.org/10.1016/j.jclepro.2019.02.209
Lin, J., Du, M., Chen, L., Feng, K., Liu, Y., Martin, R. V., Wang, J., Ni, R., Zhao, Y., Kong, H., & Weng, H. (2019). Carbon and health implications of trade restrictions. Nature Communications, 10(1), 4947.
Liobikienė, G., & Butkus, M. (2019). Scale, composition, and technique effects through which the economic growth, foreign direct investment, urbanization, and trade affect greenhouse gas emissions. Renewable Energy, 132, 1310–1322. https://doi.org/10.1016/j.renene.2018.09.032
Liu, H., Wang, Y., Jiang, J., & Wu, P. (2020). How green is the “Belt and Road Initiative”? – Evidence from Chinese OFDI in the energy sector. Energy Policy, 145, 111709. https://doi.org/10.1016/j.enpol.2020.111709
Luo, S., Shi, Y., Sun, Y., Zhao, Z., & Zhou, G. (2021). Can FDI and ODI two-way flows improve the quality of economic growth? Empirical Evidence from China. Applied Economics. https://doi.org/10.1080/00036846.2021.1914318
Luo, Y., Lu, Z., & Long, X. (2020). Heterogeneous effects of endogenous and foreign innovation on CO2 emissions stochastic convergence across China. Energy Economics, 91, 104893. https://doi.org/10.1016/j.eneco.2020.104893
Man, Y., Li, J., Hong, M., & Han, Y. (2020). Energy transition for the low-carbon pulp and paper industry in China. Renewable and Sustainable Energy Reviews, 131, 109998. https://doi.org/10.1016/j.rser.2020.109998
Meng, J., Mi, Z., Guan, D., Li, J., Tao, S., Li, Y., Feng, K., Liu, J., Liu, Z., Wang, X., Zhang, Q., & Davis, S. J. (2018). The rise of south-south trade and its effect on global CO2 emissions. Nature Communications, 9(1), 1871. https://doi.org/10.1038/s41467-018-04337-y
Ning, L., & Wang, F. (2018). Does FDI bring environmental knowledge spillovers to developing countries? The role of the local industrial structure. Environmental and Resource Economics, 71(2), 381–405. https://doi.org/10.1007/s10640-017-0159-y
Pan, X., Li, M., Wang, M., Chu, J., & Bo, H. (2020). The effects of outward foreign direct investment and reverse technology spillover on China’s carbon productivity. Energy Policy, 145, 111730. https://doi.org/10.1016/j.enpol.2020.111730
Pao, H.-T., & Tsai, C.-M. (2011). Multivariate granger causality between CO2 emissions, energy consumption, FDI (foreign direct investment) and GDP (gross domestic product): Evidence from a panel of BRIC (Brazil, Russian Federation, India, and China) countries. Energy, 36(1), 685–693. https://doi.org/10.1016/j.energy.2010.09.041
Rehman, A., Ma, H., Ozturk, I., Murshed, M., & Dagar, V. (2021). The dynamic impacts of CO2 emissions from different sources on Pakistan’s economic progress: A roadmap to sustainable development. Environment, Development and Sustainability. https://doi.org/10.1007/s10668-021-01418-9
Riti, J. S., Song, D., Shu, Y., Kamah, M., & Atabani, A. A. (2018). Does renewable energy ensure environmental quality in favour of economic growth? Empirical evidence from China’s renewable development. Quality & Quantity, 52(5), 2007–2030. https://doi.org/10.1007/s11135-017-0577-5
Seker, F., Ertugrul, H. M., & Cetin, M. (2015). The impact of foreign direct investment on environmental quality: A bounds testing and causality analysis for Turkey. Renewable and Sustainable Energy Reviews, 52, 347–356. https://doi.org/10.1016/j.rser.2015.07.118
Shi, Y., He, X., Gu, Q., & Zou, G. (2011). Legal origins and the entry mode of foreign investments: Evidence from China. Economic Research Journal, 46(12):59–71+96.
Soytas, U., Sari, R., & Ewing, B. T. (2007). Energy consumption, income, and carbon emissions in the United States. Ecological Economics, 62(3), 482–489. https://doi.org/10.1016/j.ecolecon.2006.07.009
Wang, H., Zhang, Y., Zhao, H., Lu, X., Zhang, Y., Zhu, W., Nielsen, C. P., Li, X., Zhang, Q., Bi, J., & McElroy, M. B. (2017). Trade-driven relocation of air pollution and health impacts in China. Nature Communications, 8(1), 738. https://doi.org/10.1038/s41467-017-00918-5
Wang, J., Wan, G., & Wang, C. (2019). Participation in GVCs and CO2 emissions. Energy Economics, 84, 104561. https://doi.org/10.1016/j.eneco.2019.104561
Wu, H., Hao, Y., & Ren, S. (2020). How do environmental regulation and environmental decentralization affect green total factor energy efficiency: Evidence from China. Energy Economics, 91, 104880. https://doi.org/10.1016/j.eneco.2020.104880
Xin, D., & Zhang, Y. (2020). Threshold effect of OFDI on China’s provincial environmental pollution. Journal of Cleaner Production, 258, 120608.
Xiong, Y., & Wu, S. (2021). Real economic benefits and environmental costs accounting of China-US trade. Journal of Environmental Management, 279, 111390. https://doi.org/10.1016/j.jenvman.2020.111390
Yang, T., Dong, Q., Du, Q., Du, M., Dong, R., & Chen, M. (2021). Carbon dioxide emissions and Chinese OFDI: From the perspective of carbon neutrality targets and environmental management of home country. Journal of Environmental Management, 295, 113120. https://doi.org/10.1016/j.jenvman.2021.113120
Zhang, C., & Zhou, X. (2016). Does foreign direct investment lead to lower CO2 emissions? Evidence from a regional analysis in China. Renewable and Sustainable Energy Reviews, 58, 943–951. https://doi.org/10.1016/j.rser.2015.12.226
Zhao, Y., Shi, X., & Song, F. (2020). Has Chinese outward foreign direct investment in energy enhanced China’s energy security? Energy Policy, 146, 111803. https://doi.org/10.1016/j.enpol.2020.111803
Zheng, J., Mi, Z., Coffman, D. M., Milcheva, S., Shan, Y., Guan, D., & Wang, S. (2019). Regional development and carbon emissions in China. Energy Economics, 81, 25–36. https://doi.org/10.1016/j.eneco.2019.03.003
Zhou, A., & Li, J. (2021a). Analysis of the spatial effect of outward foreign direct investment on air pollution: Evidence from China. Environmental Science and Pollution Research, 28(37), 50983–51002. https://doi.org/10.1007/s11356-021-13960-0
Zhou, A., & Li, J. (2021b). Analysis of the spatial effect of outward foreign direct investment on air pollution: Evidence from China. Environmental Science and Pollution Research. https://doi.org/10.1007/s11356-021-13960-0
Zhu, L., Gan, Q., Liu, Y., & Yan, Z. (2017). The impact of foreign direct investment on SO2 emissions in the Beijing-Tianjin-Hebei region: A spatial econometric analysis. Journal of Cleaner Production, 166, 189–196. https://doi.org/10.1016/j.jclepro.2017.08.032
Zhu, Z., Zheng, H., & Zhu, Z. (2021). Analysis on the economic effect of Sino-US trade friction from the perspective of added value. Environment, Development and Sustainability. https://doi.org/10.1007/s10668-021-01390-4
Acknowledgements
The Science Fund Distinguished Young Scholars of Hunan province, 2018JJ1010 Zhao Liu, The Hunan Provincial Social Science Foundation Project No. 20ZDB006.
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Liu, Z., Wei, LY. Effects of ODI and export trade structure on CO2 emissions in China: nonlinear relationships. Environ Dev Sustain 24, 13630–13656 (2022). https://doi.org/10.1007/s10668-021-02004-9
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DOI: https://doi.org/10.1007/s10668-021-02004-9