Abstract
As an important way for China to integrate into the international circulation, foreign direct investment (FDI) can not only increase China’s capital accumulation but also directly affect inclusive green growth by promoting the diffusion and transfer of green technologies and activating the domestic market. Based on China’s provincial panel data from 2007 to 2019, this paper discusses the following issues: first, Global Malmquist-Luenberger (GML) productivity index is used to measure and analyze the current situation of inclusive green growth in 30 provinces of China; second, we set a fixed effect panel model to test the relationship between FDI and inclusive green growth in China. Third, based on PVAR (panel vector autoregressive) model, the dynamic impacts of FDI and new urbanization on inclusive green growth are tested. Finally, a regression model with the new urbanization level as the threshold variable is constructed to test the threshold effect of FDI on China’s green inclusive growth. Accordingly, each region needs to formulate FDI introduction policies according to the local new urbanization level, so as to give full play to the positive role of FDI in inclusive green growth.
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References
Abbasi MA, Parveen S, Khan S, Kamal MA (2020) Urbanization and energy consumption effects on carbon dioxide emissions: evidence from Asian-8 countries using panel data analysis. Environ Sci Pollut Res 27(15):18029–18043
Acquah AM, Ibrahim M (2020) Foreign direct investment, economic growth and financial sector development in Africa. J Sustain Financ Invest 10(4):315–334
Ahmad M, Akhtar N, Jabeen G, Irfan M, Khalid Anser M, Wu H, Işık C (2021) Intention-based critical factors affecting willingness to adopt Novel Coronavirus prevention in Pakistan: implications for future pandemics. Int J Environ Res Public Health 18(11):6167
Andlib Z, Khan A (2021) The role of information and communication technologies (ICT) in environmental quality: an empirical analysis for South Asian economies. Int J Econ Environ Geol 12(2):80–86
Armeanu DS, Joldes CC, Gherghina SC, Andrei JV (2021) Understanding the multidimensional linkages among renewable energy, pollution, economic growth and urbanization in contemporary economies: quantitative assessments across different income countries’ groups. Renew Sustain Energy Rev 142:110818
Azman-Saini WNW, Law SH (2010) FDI and economic growth: new evidence on the role of financial markets. Econ Lett 107(2):211–213
Behera P and Sethi N (2022) Nexus between environment regulation, FDI, and green technology innovation in OECD countries. Environ Sci Pollut Res 1–14
Chai J, Hao Y, Wu H, Yang Y (2021) Do constraints created by economic growth targets benefit sustainable development? Evidence from China. Bus Strateg Environ 30(8):4188–4205
Chien F, Ajaz T, Andlib Z, Chau KY, Ahmad P, Sharif A (2021) The role of technology innovation, renewable energy and globalization in reducing environmental degradation in Pakistan: a step towards sustainable environment. Renew Energy 177:308–317
Chien F, Hsu CC, Andlib Z, Shah MI, Ajaz T, Genie MG (2022) The role of solar energy and eco-innovation in reducing environmental degradation in China: evidence from QARDL approach. Integr Environ Assess Manag 18(2):555–571
Chunxiang A, Shen Y, Zeng Y (2022) Dynamic asset-liability management problem in a continuous-time model with delay. Int J Control 95(5):1315–1336
Cicea C, Marinescu C (2021) Bibliometric analysis of foreign direct investment and economic growth relationship. A research agenda. J Bus Econ Manag 22(2):445–466
Dean JM, Lovely ME, Wang H (2009) Are foreign investors attracted to weak environmental regulations? Evaluating the evidence from China. J Dev Econ 90(1):1–13
Demena BA, Afesorgbor SK (2020) The effect of FDI on environmental emissions: evidence from a meta-analysis. Energy Policy 138:111192
Desalegn G, Tangl A (2022) Enhancing green finance for inclusive green growth: a systematic approach. Sustainability 14(12):7416
Du L, Jiang H, Adebayo TS, Awosusi AA, Razzaq A (2022) Asymmetric effects of high-tech industry and renewable energy on consumption-based carbon emissions in MINT countries. Renewable Energy 196:1269–1280
Fan S, Huang H, Mbanyele W, Guo Z and Zhang C (2022) Inclusive green growth for sustainable development of cities in China: spatiotemporal differences and influencing factors. Environ Sci Pollut Res 1–21. https://doi.org/10.1007/s11356-022-22697-3
Hansen BE (1999) Threshold effects in non-dynamic panels: estimation, testing, and inference. J Econ 93(2):345–368
Hao Y, Gai Z, Wu H (2020) How do resource misallocation and government corruption affect green total factor energy efficiency? Evidence from China. Energy Policy 143:111562
Hao Y, Gai Z, Yan G, Wu H, Irfan M (2021) The spatial spillover effect and nonlinear relationship analysis between environmental decentralization, government corruption and air pollution: evidence from China. Sci Total Environ 763:144183
Haug AA, Ucal M (2019) The role of trade and FDI for CO2 emissions in Turkey: nonlinear relationships. Energy Econ 81:297–307
He Q, Du J (2022) The impact of urban land misallocation on inclusive green growth efficiency: evidence from China. Environ Sci Pollut Res 29(3):3575–3586
Hoang DT, Do AD, Trinh MV (2021) Spillover effects of FDI on technology innovation of vietnamese enterprises. J Asian Finan, Econ Bus 8(1):655–663
Huang SL, Chiu HW (2020) Peri-urbanization, land teleconnections, and the equality of ecological exchange: an emergy approach. Landsc Urban Plan 198:103781
Hussain MN, Li Z, Sattar A (2022) Effects of urbanization and nonrenewable energy on carbon emission in Africa. Environ Sci Pollut Res 29(17):25078–25092
Irfan M, Shaw K (2017) Modeling the effects of energy consumption and urbanization on environmental pollution in South Asian countries: a nonparametric panel approach. Qual Quant 51(1):65–78
Irfan M, Hao Y, Ikram M, Wu H, Akram R, Rauf A (2021) Assessment of the public acceptance and utilization of renewable energy in Pakistan. Sustain Prod Consum 27:312–324
Irfan M, Ahmad M, Fareed Z, Iqbal N, Sharif A, Wu H (2022) On the indirect environmental outcomes of COVID-19: short-term revival with futuristic long-term implications. Int J Environ Health Res 32(6):1271–1281
Jia S, Yang C, Wang M, Failler P (2022) Heterogeneous Impact of Land-Use on Climate Change: Study From a Spatial Perspective. Front Environ Sci 510. https://doi.org/10.3389/fenvs.2022.840603
Keho Y (2020) Impact of foreign direct investment on trade balance: evidence from Cote d’Ivoire. Int J Econ Financ 12(7):113
Lavy V, Sand E (2018) On the origins of gender gaps in human capital: short-and long-term consequences of teachers’ biases. J Public Econ 167:263–279
Letchumanan R, Kodama F (2000) Reconciling the conflict between thepollution-haven’hypothesis and an emerging trajectory of international technology transfer. Res Policy 29(1):59–79
Li X, Ozturk I, Ullah S, Andlib Z, Hafeez M (2022) Can top-pollutant economies shift some burden through insurance sector development for sustainable development? Econ Anal Policy 74:326–336
Li Z, Yang C, Huang Z (2022) How does the fintech sector react to signals from central bank digital currencies? Financ Res Lett 50:103308
Li J, Li F, Li J (2022a) Does new-type urbanization help reduce haze pollution damage? Evidence from China’s county-level panel data. Environ Sci Pollut Res 1–14. https://doi.org/10.1007/s11356-022-19272-1
Liang L, Chen M, Luo X, Xian Y (2021) Changes pattern in the population and economic gravity centers since the Reform and Opening up in China: the widening gaps between the South and North. J Clean Prod 310:127379
Lin B, Benjamin IN (2018) Causal relationships between energy consumption, foreign direct investment and economic growth for MINT: evidence from panel dynamic ordinary least square models. J Clean Prod 197:708–720
Ma T, Cao X (2022) FDI, technological progress, and green total factor energy productivity: Evidence from 281 prefecture cities in China. Environ Dev Sustain 24(9):11058–11088
Muhammad B, Khan S (2019) Effect of bilateral FDI, energy consumption, CO2 emission and capital on economic growth of Asia countries. Energy Rep 5:1305–1315
Nejati M, Taleghani F (2022) Pollution halo or pollution haven? A CGE appraisal for Iran. J Clean Prod 344:131092
Nepal R, Paija N, Tyagi B, Harvie C (2021) Energy security, economic growth and environmental sustainability in India: does FDI and trade openness play a role? J Environ Manage 281:111886
Ojha VP, Pohit S, Ghosh J (2020) Recycling carbon tax for inclusive green growth: a CGE analysis of India. Energy Policy 144:111708
Pan X, Guo S, Han C, Wang M, Song J, Liao X (2020) Influence of FDI quality on energy efficiency in China based on seemingly unrelated regression method. Energy 192:116463
Qiang Q, Jian C (2020) Natural resource endowment, institutional quality and China’s regional economic growth. Resour Policy 66:101644
Rahman MM, Alam K (2021) Clean energy, population density, urbanization and environmental pollution nexus: Evidence from Bangladesh. Renew Energy 172:1063–1072
Ren S, Hao Y, Xu L, Wu H, Ba N (2021) Digitalization and energy: How does internet development affect China’s energy consumption? Energy Econ 98:105220
Ren S, Hao Y, Wu H (2022) The role of outward foreign direct investment (OFDI) on green total factor energy efficiency: does institutional quality matters? Evidence from China. Resour Policy 76:102587
Ren S, Liu Z, Zhanbayev R, Du M (2022b) Does the internet development put pressure on energy-saving potential for environmental sustainability? Evidence from China. J Econ Anal 1(1):81–101
Shahbaz M, Sbia R, Hamdi H, Ozturk I (2014) Economic growth, electricity consumption, urbanization and environmental degradation relationship in United Arab Emirates. Ecol Ind 45:622–631
Sohail MT, Majeed MT, Shaikh PA, Andlib Z (2022) Environmental costs of political instability in Pakistan: policy options for clean energy consumption and environment. Environ Sci Pollut Res 29(17):25184–25193
Su Y, Li Z, Yang C (2021) Spatial interaction spillover effects between digital financial technology and urban ecological efficiency in China: an empirical study based on spatial simultaneous equations. Int J Environ Res Public Health 18(16):8535
Sun W, Huang C (2020) How does urbanization affect carbon emission efficiency? Evidence from China. J Clean Prod 272:122828
Sun Y, Ding W, Yang Z, Yang G, Du J (2020) Measuring China’s regional inclusive green growth. Sci Total Environ 713:136367
Sun Y, Yesilada F, Andlib Z, Ajaz T (2021) The role of eco-innovation and globalization towards carbon neutrality in the USA. J Environ Manage 299:113568
Sun Y, Li H, Andlib Z, Genie MG (2022) How do renewable energy and urbanization cause carbon emissions? Evidence from advanced panel estimation techniques. Renew Energy 185:996–1005
Vo XV (2018) Determinants of capital flows to emerging economies-evidence from Vietnam. Financ Res Lett 27:23–27
Vujanović N, Stojčić N, Hashi I (2021) FDI spillovers and firm productivity during crisis: Empirical evidence from transition economies. Econ Syst 45(2):100865
Wang W, Muravey D, Shen Y, Zeng Y (2022) Optimal investment and reinsurance strategies under 4/2 stochastic volatility model. Scand Actuar J 1–37. https://doi.org/10.1080/03461238.2022.2108335
Wu Y, Zhou X (2021) Research on the efficiency of China’s fiscal expenditure structure under the goal of inclusive green growth. Sustainability 13(17):9725
Wu H, Hao Y, Weng JH (2019) How does energy consumption affect China’s urbanization? New evidence from dynamic threshold panel models. Energy Policy 127:24–38
Xu M, Albitar K, Li Z (2020) Does corporate financialization affect EVA? Early Evidence from China. Green Financ 2(4):392–408
Xue Y, Jiang C, Guo Y, Liu J, Wu H, Hao Y (2022) Corporate social responsibility and high-quality development: do green innovation, environmental investment and corporate governance matter? Emerg Mark Fin Trade 1–24. https://doi.org/10.1080/1540496X.2022.2034616
Yang X, Wang J, Cao J, Ren S, Ran Q, Wu H (2021) The spatial spillover effect of urban sprawl and fiscal decentralization on air pollution: evidence from 269 cities in China. Empir Econ 63(2):847–875
Yao Y, Hu D, Yang C, Tan Y (2021) The impact and mechanism of fintech on green total factor productivity. Green Financ 3:198–221
Yin M (2018) Moving from rural to urban: Urbanization and its implications for educational equality and equity in China. Metropolitan governance in Asia and the pacific rim. Springer, Singapore, pp 143–162
Yu B (2021) Ecological effects of new-type urbanization in China. Renew Sustain Energy Rev 135:110239
Zhao SX, Wong DW, Wong DW, Jiang YP (2020) Ever-transient FDI and ever-polarizing regional development: revisiting conventional theories of regional development in the context of China, Southeast and South Asia. Growth Chang 51(1):338–361
Zheng W, Walsh PP (2019) Economic growth, urbanization and energy consumption—a provincial level analysis of China. Energy Econ 80:153–162
Zheng Y, Chen S, Wang N (2020) Does financial agglomeration enhance regional green economy development? Evidence from China. Green Financ 2(2):173–196
Zheng C, Deng F, Zhuo C, Sun W (2022) Green credit policy, institution supply and enterprise green innovation. J Econ Anal 1(1):28–51
Zhu J, Zhu M, Xiao Y (2019) Urbanization for rural development: spatial paradigm shifts toward inclusive urban-rural integrated development in China. J Rural Stud 71:94–103
Zhu M, Song X, Chen W (2022) The impact of social capital on land arrangement behavior of migrant workers in China. J Econ Anal 1(1):52–80
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X. Lu: supervision, funding acquisition, conceptualization, writing—original draft, formal analysis, data handling, and methodology. K. Yan: writing—review and editing, variable construction.
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Lu, X., Yan, K. Unleashing the dynamic and nonlinear relationship among new-type urbanization, foreign direct investment, and inclusive green growth in China: an environmental sustainability perspective. Environ Sci Pollut Res 30, 33287–33297 (2023). https://doi.org/10.1007/s11356-022-24503-6
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DOI: https://doi.org/10.1007/s11356-022-24503-6