Abstract
Outward foreign direct investment (OFDI) plays a pivotal role in the strategy to build a high-level and open economy. This research used spatial panel models and data from 30 provinces in China from 2004 to 2017 to empirically analyse the relationship between OFDI and air pollution. The results revealed that, first, China’s air pollution showed two spatial clustering areas: the eastern coastal area (e.g. Zhejiang) and the north-western area (e.g. Xinjiang). Second, with the increase in OFDI, the direct effect on the concentration of respirable suspended particulate matter (PM10) and sulphur dioxide (SO2) was negative, and the direct effect on nitrogen dioxide (NO2) was positive; however, the total effect was negative. An increase of 1% in OFDI would directly decrease the concentrations of PM10 and SO2 by 0.024% and 0.096%, respectively, while NO2 would directly increase by 0.061%, but the total effect of OFDI on the three air pollutants was negative. Third, the environmental Kuznets curve hypothesis existed between economic growth and SO2 and NO2 but not between economic growth and PM10. The spatial panel model results revealed that the spatial spillover effects of air pollutants (i.e. PM10, SO2, and NO2) were 0.494, 0.447 and 0.314, respectively. Moreover, the impact of OFDI on air pollution had significant temporal heterogeneity. To make the results robust, this research conducted a robustness test by replacing the spatial weight matrix and dependent variables. Finally, the conclusion of this article demonstrates the importance of OFDI in improving air pollution, and we could benefit from OFDI. Our research conclusions provide an important reference for policymakers in implementing trade policies and improving air pollution.
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All data generated or analysed during this study were included in this published article. In addition, the datasets used or analysed during the current study were available from the corresponding author on reasonable request.
References
Albulescu CT, Tiwari AK, Yoon S-M, Kang SH (2019) FDI, income, and environmental pollution in Latin America: replication and extension using panel quantiles regression analysis. Energy Econ 84:104504. https://doi.org/10.1016/j.eneco.2019.104504
Andreff W (2015) Outward Foreign Direct Investment from BRIC countries: comparing strategies of Brazilian, Russian, Indian and Chinese multinational companies. Eur J Comp Econ 12:79–131 https://ideas.repec.org/p/hal/cesptp/halshs-01342391.html
Anselin L (1988) Lagrange multiplier test diagnostics for spatial dependence and spatial heterogeneity. Geogr Anal 20:1–17. https://doi.org/10.1111/j.1538-4632.1988.tb00159.x
Bao Q, Chen YY, Song LG (2011) Foreign direct investment and environmental pollution in China: a simultaneous equations estimation. Environ Dev Econ 16:71–92. https://doi.org/10.1017/s1355770x10000380
Barro RJ (2000) Inequality and Growth in a panel of countries. J Econ Growth 5:5–32. https://doi.org/10.1023/A:1009850119329
Cai XQ, Lu Y, Wu MQ, Yu LH (2016) Does environmental regulation drive away inbound foreign direct investment? Evidence from a quasi-natural experiment in China J Devel Econ 123:73-85 https://doi.org/10.1016/j.jdeveco.2016.08.003
Chandran VGR, Tang CF (2013) The impacts of transport energy consumption, foreign direct investment and income on CO2 emissions in ASEAN-5 economies. Renew Sust Energ Rev 24:445–453. https://doi.org/10.1016/j.rser.2013.03.054
Chen CL (2018) Impact of China's outward foreign direct investment on its regional economic growth China. World Econ 26:1–21. https://doi.org/10.1111/cwe.12240
Cole MA, Elliott RJR, Zhang J (2011) Growth, foreign direct investment and the environment: evidence from Chinese cities. J Reg Sci 51:121–138. https://doi.org/10.1111/j.1467-9787.2010.00674.x
Copeland B, Taylor MS (1994) North-South trade and the environment. Quart J Econ 109:755–787. https://doi.org/10.2307/2118421
da Schio N, Boussauw K, Sansen J (2019) Accessibility versus air pollution: a geography of externalities in the Brussels agglomeration Cities 84:178-189 https://doi.org/10.1016/j.cities.2018.08.006
de Bont J, Casas M, Barrera-Gómez J, Cirach M, Rivas I, Valvi D, Álvarez M, Dadvand P, Sunyer J, Vrijheid M (2019) Ambient air pollution and overweight and obesity in school-aged children in Barcelona. Spain Environ Int 125:58–64. https://doi.org/10.1016/j.envint.2019.01.048
Demena BA, Afesorgbor SK (2020) The effect of FDI on environmental emissions: evidence from a meta-analysis. Energy Policy 138:111192. https://doi.org/10.1016/j.enpol.2019.111192
Dietz T, Rosa EA (1994) Rethinking the environmental impacts of population, affluence and technology. Hum Ecol Rev 1:277–300 https://www.jstor.org/stable/24706840
Dong Y, Shao S, Zhang Y (2019) Does FDI have energy-saving spillover effect in China? A perspective of energy-biased technical change. J Clean Prod 234:436–450. https://doi.org/10.1016/j.jclepro.2019.06.133
Ehrlich PR, Holdren JP (1971) Impact of population growth Sci 171:1212-1217 https://doi.org/10.1126/science.171.3977.1212
Eskeland GS, Harrison AE (2003) Moving to greener pastures? Multinationals and the pollution haven hypothesis. J Dev Econ 70:1–23. https://doi.org/10.1016/S0304-3878(02)00084-6
Essandoh OK, Islam M, Kakinaka M (2020) Linking international trade and foreign direct investment to CO2 emissions: any differences between developed and developing countries? Sci Total Environ 712:136437–136445. https://doi.org/10.1016/j.scitotenv.2019.136437
Golub SS, Kauffmann C, Yeres P (2011) Defining and measuring green FDI. In., vol No. 2011/02. OECD Publishing, Paris. https://doi.org/10.1787/5kg58j1cvcvk-en
Grimes P, Kentor J (2003) Exporting the Greenhouse: foreign capital penetration and CO emissions 1980 1996. J World-Syst Res 9:261–275. https://doi.org/10.5195/jwsr.2003.244
Grossman GM, Krueger AB (1995) Economic growth and the environment. Q J Econ 110:353–377. https://doi.org/10.2307/2118443
Hao Y, Ba N, Ren S, Wu H (2021) How does international technology spillover affect China's carbon emissions? A new perspective through intellectual property protection. Sustain Prod Consump 25:577–590. https://doi.org/10.1016/j.spc.2020.12.008
Hao Y, Guo Y, Guo Y, Wu H, Ren S (2020a) Does outward foreign direct investment (OFDI) affect the home country’s environmental quality? The case of China. Struct Chang Econ Dyn 52:109–119. https://doi.org/10.1016/j.strueco.2019.08.012
Hao Y, Peng H, Temulun T, Liu L-Q, Mao J, Lu Z-N, Chen H (2018) How harmful is air pollution to economic development? New evidence from PM2.5 concentrations of Chinese cities. J Clean Prod 172:743–757. https://doi.org/10.1016/j.jclepro.2017.10.195
Hao Y, Wu Y, Wu H, Ren S (2020b) How do FDI and technical innovation affect environmental quality? Evidence from China. Environ Sci Pollut R 27:7835–7850. https://doi.org/10.1007/s11356-019-07411-0
Hashmi R, Alam K (2019) Dynamic relationship among environmental regulation, innovation, CO2 emissions, population, and economic growth in OECD countries: a panel investigation. J Clean Prod 231:1100–1109. https://doi.org/10.1016/j.jclepro.2019.05.325
He J (2006) Pollution haven hypothesis and environmental impacts of foreign direct investment: the case of industrial emission of sulfur dioxide (SO2) in Chinese provinces. Ecol Econ 60:228–245. https://doi.org/10.1016/j.ecolecon.2005.12.008
Huang Y (2019) Environmental risks and opportunities for countries along the Belt and Road: location choice of China's investment. J Clean Prod 211:14–26. https://doi.org/10.1016/j.jclepro.2018.11.093
Jiang L, H-f Z, Bai L, Zhou P (2018) Does foreign direct investment drive environmental degradation in China? An empirical study based on air quality index from a spatial perspective. J Clean Prod 176:864–872. https://doi.org/10.1016/j.jclepro.2017.12.048
Kuznets S (1955) Economic growth and income inequality. Am Econ Rev 45:1–28. https://doi.org/10.1086/257662
Lee CG (2009) Foreign direct investment, pollution and economic growth: evidence from Malaysia. Appl Econ 41:1709–1716. https://doi.org/10.1080/00036840701564376
Li H, Mu H, Zhang M, Gui S (2012) Analysis of regional difference on impact factors of China’s energy — related CO2 emissions. Energy 39:319–326. https://doi.org/10.1016/j.energy.2012.01.008
Li L, Liu X, Yuan D, Yu M (2017) Does outward FDI generate higher productivity for emerging economy MNEs? — micro-level evidence from Chinese manufacturing firms. Int Bus Rev 26:839–854. https://doi.org/10.1016/j.ibusrev.2017.02.003
Liddle B, Lung S (2010) Age-structure, urbanization, and climate change in developed countries: revisiting STIRPAT for disaggregated population and consumption-related environmental impacts. Popul Environ 31:317–343. https://doi.org/10.1007/s11111-010-0101-5
Liu QQ, Wang SJ, Zhang WZ, Zhan DS, Li JM (2018) Does foreign direct investment affect environmental pollution in China's cities? A spatial econometric perspective. Sci Total Environ 613:521–529. https://doi.org/10.1016/j.scitotenv.2017.09.110
MEE (2018) Statistical Bulletin of Chinese Ecological Environment. Ministry of Ecology and Environment. Accessed 12 2018. http://www.mee.gov.cn/.
MOFCOM (2020) China Outward Foreign Direct Investment Bulletin Ministry of Commerce. Accessed 11 2020. http://www.mofcom.gov.cn/.
Mutafoglu T (2012) Foreign direct investment, pollution, and economic growth: evidence from Turkey. J Dev Soc 28:281–297. https://doi.org/10.1177/0169796X12453780
Pazienza P (2019) The impact of FDI in the OECD manufacturing sector on CO2 emission: evidence and policy issues. Environ Impact Assess Rev 77:60–68. https://doi.org/10.1016/j.eiar.2019.04.002
Poon JPH, Casas I, He C (2006) The impact of energy, transport, and trade on air pollution in China. Eurasian Geogr Econ 47:568–584. https://doi.org/10.2747/1538-7216.47.5.568
Ramasamy B, Yeung M, Laforet S (2012) China's outward foreign direct investment: location choice and firm ownership. J World Bus 47:17–25. https://doi.org/10.1016/j.jwb.2010.10.016
Sapkota P, Bastola U (2017) Foreign direct investment, income, and environmental pollution in developing countries: panel data analysis of Latin America. Energy Econ 64:206–212. https://doi.org/10.1016/j.eneco.2017.04.001
Shahbaz M, Balsalobre-Lorente D, Sinha A (2019) Foreign direct Investment-CO2 emissions nexus in Middle East and North African countries: importance of biomass energy consumption. J Clean Prod 217:603–614. https://doi.org/10.1016/j.jclepro.2019.01.282
Shahbaz M, Nasreen S, Abbas F, Anis O (2015) Does foreign direct investment impede environmental quality in high-, middle-, and low-income countries? Energy Econ 51:275–287. https://doi.org/10.1016/j.eneco.2015.06.014
Shairsingh KK, Jeong C-H, Wang JM, Evans GJ (2018) Characterizing the spatial variability of local and background concentration signals for air pollution at the neighbourhood scale. Atmos Environ 183:57–68. https://doi.org/10.1016/j.atmosenv.2018.04.010
Shi A (2003) The impact of population pressure on global carbon dioxide emissions, 1975–1996: evidence from pooled cross-country data. Ecol Econ 44:29–42. https://doi.org/10.1016/S0921-8009(02)00223-9
Spatareanu M (2007) Searching for pollution havens the impact of environmental regulations on foreign direct investment. J Environ Dev 16:161–182. https://doi.org/10.1177/1070496507302873
Tilt B (2019) China’s air pollution crisis: science and policy perspectives. Environ Sci Pol 92:275–280. https://doi.org/10.1016/j.envsci.2018.11.020
Wang DT, Chen WY (2014) Foreign direct investment, institutional development, and environmental externalities: evidence from China. J Environ Manag 135:81–90. https://doi.org/10.1016/j.jenvman.2014.01.013
Wang Y, Kang Y, Wang J, Xu L (2017) Panel estimation for the impacts of population-related factors on CO2 emissions: a regional analysis in China. Ecol Indic 78:322–330. https://doi.org/10.1016/j.ecolind.2017.03.032
Wu H, Ren S, Yan G, Hao Y (2020) Does China's outward direct investment improve green total factor productivity in the “Belt and Road” countries? Evidence from dynamic threshold panel model analysis. J Environ Manag 275:111295. https://doi.org/10.1016/j.jenvman.2020.111295
Xie Q, Sun Q (2020) Assessing the impact of FDI on PM2.5 concentrations: a nonlinear panel data analysis for emerging economies. Environ Impact Assess Rev 80:106314. https://doi.org/10.1016/j.eiar.2019.106314
Xie Q, Xu X, Liu X (2019) Is there an EKC between economic growth and smog pollution in China? New evidence from semiparametric spatial autoregressive models. J Clean Prod 220:873–883. https://doi.org/10.1016/j.jclepro.2019.02.166
Xu C, Zhao W, Zhang M, Cheng B (2021) Pollution haven or halo? The role of the energy transition in the impact of FDI on SO2 emissions. Sci Total Environ 763:143002. https://doi.org/10.1016/j.scitotenv.2020.143002
Yang W, Yuan G, Han J (2019) Is China's air pollution control policy effective? Evidence from Yangtze River Delta cities. J Clean Prod 220:110–133. https://doi.org/10.1016/j.jclepro.2019.01.287
York R, Rosa EA, Dietz T (2003) STIRPAT, IPAT and ImPACT: analytic tools for unpacking the driving forces of environmental impacts. Ecol Econ 46:351–365. https://doi.org/10.1016/S0921-8009(03)00188-5
Zeng Y, Cao Y, Qiao X, Seyler BC, Tang Y (2019) Air pollution reduction in China: recent success but great challenge for the future. Sci Total Environ 663:329–337. https://doi.org/10.1016/j.scitotenv.2019.01.262
Zhang CG, Zhou XX (2016) Does foreign direct investment lead to lower CO2 emissions? Evidence from a regional analysis in China. Renew Sust Energ Rev 58:943–951. https://doi.org/10.1016/j.rser.2015.12.226
Zhao D, Chen H, Li X, Ma X (2018) Air pollution and its influential factors in China's hot spots. J Clean Prod 185:619–627. https://doi.org/10.1016/j.jclepro.2018.02.181
Zhou Y, Jiang J, Ye B, Hou B (2019) Green spillovers of outward foreign direct investment on home countries: evidence from China's province-level data. J Clean Prod 215:829–844. https://doi.org/10.1016/j.jclepro.2019.01.042
Zhu H, Duan L, Guo Y, Yu K (2016) The effects of FDI, economic growth and energy consumption on carbon emissions in ASEAN-5: evidence from panel quantile regression. Econ Model 58:237–248. https://doi.org/10.1016/j.econmod.2016.05.003
Zhu L, Gan QM, Liu Y, Yan ZJ (2017) The impact of foreign direct investment on SO2 emissions in the Beijing-Tianjin-Hebei region: a spatial econometric analysis. J Clean Prod 166:189–196. https://doi.org/10.1016/j.jclepro.2017.08.032
Zhu Y, Wang Z, Yang J, Zhu L (2020) Does renewable energy technological innovation control China’s air pollution? A spatial analysis. J Clean Prod 250:119515. https://doi.org/10.1016/j.jclepro.2019.119515
Zugravu-Soilita N (2017) How does foreign direct investment affect pollution? Toward a better understanding of the direct and conditional effects. Environ Resour Econ 66:293–338. https://doi.org/10.1007/s10640-015-9950-9
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Highlights
• The spatial agglomeration effects of OFDI and air pollutants are estimated.
• Global and local spatial autocorrelation and spatial panel Dubin models are adopted.
• OFDI has different effects on different air pollutants.
• OFDI reduced PM10 and sulfur dioxide and increased nitrogen dioxide.
• The spatial spillover effect of air pollutants is significant.
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Zhou, A., Li, J. Analysis of the spatial effect of outward foreign direct investment on air pollution: evidence from China. Environ Sci Pollut Res 28, 50983–51002 (2021). https://doi.org/10.1007/s11356-021-13960-0
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DOI: https://doi.org/10.1007/s11356-021-13960-0