Abstract
Under the constraints of energy and environment, improving green economic efficiency (GEE) has become the key path to promote the sustainable economic development. Among the driving factors of GEE, the role of outward foreign direct investment (OFDI) is worth exploring. In this paper, we adopt the inter-provincial panel data of China from 2011 to 2019 and System Generalized Method of Moments (SYS-GMM) to explore the influence of OFDI on GEE. We find that OFDI significantly improves China’s GEE, and reverse technology spillover through direct investment in developed countries is an important way for OFDI to promote GEE. Regional heterogeneity test shows that OFDI significantly promotes GEE in eastern China; however, the promotion effect is not significant in midwestern China. Besides, the promoting effect of OFDI on GEE has been further improved after 2016. We further adopt panel threshold model and find that when the financial development (FD) and human capital (HUM) exceeds 2.0954 and 0.0290, respectively, the promoting effects of OFDI on GEE are greatly enhanced. We suppose that the above conclusions can provide guidance for policymakers to optimize OFDI and improve GEE.
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Data availability
The data that support the findings of this study are available from the corresponding author upon reasonable request.
Abbreviations
- GEE:
-
Green economic efficiency
- TFEE:
-
Total factor energy efficiency
- GTFEE:
-
Green total factor energy efficiency
- OFDI:
-
Outward foreign direct investment
- FD:
-
Financial development
- HUM:
-
Human capital
- FDI:
-
Foreign direct investment
- ES:
-
Energy structure
- SOE:
-
State-owned enterprises
- POPDEN:
-
Population density
- ER:
-
Environmental regulation
- OFDI-Spillover:
-
Reverse technology spillovers of OFDI
- SYS-GMM:
-
System Generalized Method of Moments
- IV:
-
Instrumental variable
- 2SLS:
-
Two-stage least square
- MNEs:
-
Multinational enterprises
- BRI:
-
Belt and Road Initiative
- RCEP:
-
Regional Comprehensive Economic Partnership
- SBCOFDI:
-
Statistical Bulletin of China’s Outward Foreign Direct Investment
- CSY:
-
China Statistical Yearbook
- CESY:
-
China Energy Statistical Yearbook
- CSYE:
-
China Statistical Yearbook on Environment
- SYCIFA:
-
Statistical Yearbook of the Chinese Investment in Fixed Assets
- SYCIF:
-
Statistical Yearbook of the Chinese Investment Field
- SYEP:
-
Statistical Yearbooks of each province
References
Abbas HW, Guo XS, Anwar B, Naqvi SAA, Shah SAR (2022) The land degradation neutrality management enablers, challenges, and benefits for mobilizing private investments in Pakistan. Land Use Policy 120:106224
Acemoglu D, Aghion P, Bursztyn L (2012) The environment and directed technical change. Am Econ Rev 102(1):131–166
Ali U, Shan W, Wang J, Amin A (2018) Outward foreign direct investment and economic growth in China: evidence from a symmetric ADRL approach. J Bus Econ Manag 19(5):706–721
Andreoni J, Levinson A (2001) The simple analytics of the environmental Kuznets curve. J Public Econ 80(2):269–286
Bai Y, Qian QQ, Jiao JL, Li LL, Li FY, Yang RR (2020) Can environmental innovation benefit from outward foreign direct investment to developed countries? Evidence from Chinese manufacturing enterprises. Environ Sci Pollut Res 27(12):13790–13808
Bitzer J, Kerekes M (2008) Does foreign direct investment transfer technology across borders? New Evidence Econ Lett 100(3):355–358
Bojnec S, Fertő I (2018) Globalization and outward foreign direct investment emerging markets finance and trade. 54:88-99
Bond S (2002) Dynamic panel data models: a guide to micro data methods and practice. Port Econ J 1:141–162
Branstetter L (2006) Is foreign direct investment a channel of knowledge spillovers? Evidence from Japan’s FDI in the United States. J Int Econ 68(2):325–344
Chen C (2018) Impact of China’s outward foreign direct investment on its regional economic growth. Chin World Econ 26(3):1–21
Chen H, Pan J, Xiao W (2020) Chinese outward foreign direct investment and industrial upgrading from the perspective of differences among countries. Chin World Econ 28(3):1–28
Cai L, Firdousi S, Li C, Luo Y (2021) Inward foreign direct investment, outward foreign direct investment, and carbon dioxide emission intensity-threshold regression analysis based on interprovincial panel data. Environ Sci Pollut Res 28:46147–46160
Dong Z, Miao Z, Zhang Y (2021) The impact of China’s outward foreign direct investment on domestic innovation. J Asian Econ 75:101307
Fang Y X, Lu Y B (2022) Reverse technology spillover, independent innovation and carbon emission intensity in China. Studies in Science of Science. I10.16192/j. cnki.1003–2053.20220613.004
Gondim I, Ogasavara M, Masiero G (2018) effects of outward foreign direct investment on domestic investment: the cases of Brazil and China. J Int Dev 30:1439–1454
Hansen B (1999) Threshold effects in non-dynamic panels: estimation, testing, and inference. J Econometr 93(2):345–368
Hao Y, Guo Y, Guo Y, Wu H, Ren S (2020) Does outward foreign direct investment (OFDI) affect the home country’s environment quality? The case of China. Struct Chang Econ Dyn 52(3):109–119
He Y, Zuo H, Liao N (2022) Assessing the impact of reverse technology spillover of outward foreign direct investment on energy efficiency. Environment, Development and Sustainability. https://doi.org/10.1007/s10668-022-02204-x
Herzer D (2011) The long-run relationship between outward foreign direct investment and total factor productivity: evidence for developing countries. J Dev Stud 47(5):767–785
Hong J, Zhou C, Wu Y, Wang R, Marinova D (2019) Technology gap, reverse technology spillover and domestic innovation performance in outward foreign direct investment: evidence from China. China World Econ 27(2):1–23
Huang Y, Wang B (2011) Chinese outward direct investment: is there a China model? China World Econ 19(4):1–21
Hu A, Guo A, Zhong F, Wang X (2018) Can the high-tech industrial agglomeration improve the green economic efficiency of the region? China Popul Resour Environ 28(9):93–101
Jia N, Han Y, Peng K, Lei H (2019) Does outward foreign direct investment boost employment in the home country? Evidence from China’s microlevel data emerging. Mark Fin Trade 55:3386–3403
Jia R, Shao S, Yang L (2021) High-speed rail and CO2 emission in urban China: a spatial difference-in-differences approach. Energy Econ 99(3):105271
Jiang M, Luo S, Zhou G (2020) Financial development, OFDI spillovers and upgrading of industrial structure. Technol Forecast Soc Chang 155(6):1–10
Kogut B, Chang S (1991) Technological capabilities and Japanese foreign direct investment in the United States. Rev Econ Stat 73(3):401–413
Knoerich J (2017) How does outward foreign direct investment contribute to economic development in less advanced home countries? Oxf Dev Stud 45(4):443–459
Li J, Strange R, Ning L, Sutherland D (2016) Outward foreign direct investment and domestic innovation capabilities: evidence from China. Int Bus Rev 25(5):1010–1019
Li L, Liu X, Yuan D, Yu M (2017) Does outward FDI generate higher productivity for emerging economy MNEs? -level evidence from Chinese manufacturing firms. Int Bus Rev 26(5):839–854
Li M, Liu S (2012) Regional differences and threshold effects of OFDI reverse technology spillovers: a threshold regression analysis based on China’s provincial panel data. J Manag World 1:21–32
Liao W, Dong X, Wang M, Chen X (2020) Economic effect of market-oriented environmental regulation: carbon emission trading, green innovation and green economic growth. China Soft Sci 6:159–173
Lin B, Tan R (2019) Economic agglomeration and green economy efficiency in China. Econ Res J 2:119–132
Liu HQ, Peng CL, Chen LX (2022) The impact of OFDI on the energy efficiency in Chinese provinces: based on PVAR model. Energy Rep 8:84–96
Long W, Luo L, Sun H, Zhong Q (2022) Does going abroad lead to going green? Firm outward foreign direct investment and domestic environmental performance. Business Strategy and the Environment. 1–15
Luo YS, Salman M, Lu ZN (2021) Heterogeneous impacts of environmental regulations and foreign direct investment on green innovation across different regions in China. Sci Total Environ 759:143744
Lyles M, Li D, Yan H (2014) Chinese outward foreign direct investment performance: the role of learning. Manag Organ Rev 10(3):411–437
Morck R, Yeung B, Zhao M (2008) Perspectives on China’s outward foreign direct investment. J Int Bus Stud 39(3):337–350
Naqvi SAA, Shah SAR, Anwar S, Raza H (2021) Renewable energy, economic development, and ecological footprint nexus: fresh evidence of renewable energy environment Kuznets curve (RKC) from income groups. Environ Sci Pollut Res 28:2031–2051
Naresh K, Nidhi S (2022) Role of outward foreign direct investment in economic growth of India: evidence from non-linear ARDL approach. J Bus Res 11(2):187–204
Pan X, Chu J, Tian M (2022) Non-linear effects of outward foreign direct investment on total factor energy efficiency in China. Energy 239:122293
Pan XF, Li MN, Wang MY, Chu JH, Bo HG (2020) The effects of outward foreign direct investment and reverse technology spillover on China’s carbon productivity. Energy Policy 145:111730
Panagiotis P, Wu J, Wang C (2018) Outward FDI, location choices and innovation performance of emerging market enterprises. Res Policy 47(1):232–240
Pata UK, Yalanci V, Zhang XQ, Shah SAR (2022) Does financial development promote renewable energy consumption in the USA? Evidence from the Fourier-wavelet quantile causality test. Renewable Energy 196:432–443
Potterie B, Lichtenberg F (2001) Does foreign direct investment transfer technology across borders. Rev Econ Stat 83(3):490–497
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 China Resour Policy 76:102587
Romer P (1986) Increasing returns and long-run growth. J Polit Econ 94(5):1002–1037
Shah SAR, Naqvi SAA, Anwar S (2020a) Exploring the linkage among energy intensity, carbon emission and urbanization in Pakistan: fresh evidence from ecological modernization and environment transition theories. Environ Sci Pollut Res 27:40907–40929
Shah SAR, Naqvi SAA, Riaz S, Anwar S, Abbas N (2020b) Nexus of biomass energy, key determinants of economic development and environment: a fresh evidence from Asia. Renew Sustain Energy Rev 133:110244
Shah SAR, Naqvi SAA, Nasreen S, Abbas N (2021) Associating drivers of economic development with environmental degradation: fresh evidence from Western Asia and North African region. Ecol Ind 126:107638
Song Y, Sun X, Xia P, Cui Z, Zhao X (2022) Research on the spatiotemporal evolution and influencing factors of green economic efficiency in the Yangtze River Economic Belt. Environ Sci Pollut Res 29:68257–68268
Sun C W, Guo Z R, Wang Z Z (2022) Outward foreign direct investment and energy intensity: evidence from the listed companies in China. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-022-23946-1
Tan F, Wan H, Jiang X, Niu Z (2021) The impact of outward foreign direct investment on carbon emission toward China’s sustainable development. Sustainability 13:11605
Tone K, Tsutsui M (2010) An epsilon-based measure efficiency in DEA-A third pole of technical efficiency. Eur J Oper Res 3:1554–1563
Valacchi G, Doytch N, Yonzan N (2021) Impact of outward foreign direct investments on patent activity of Greenfield multinationals. Technol Forecast Soc Chang 173:121168
Wang GY, Zhang QX (2018) The relationship between Chinese firm’s OFDI and firm productivity: self-selection effect or learning effect. Nankai Econ Stud 1:176–193
Wang M, Pang S, Wang F, Guo X, He Z (2021) Dynamic interaction between outward foreign direct investment and home country industrial upgrading: regional differences in China. Growth Chang 52(4):2293–2317
Wang XS, Wu H, Li L (2022) Risks and firms’ decision making on outward foreign direct investment: an empirical analysis of China’s state-owned enterprises. China World Econ 30(6):163–182
Xin D, Zhang Y (2020) Threshold effect of OFDI on China’s provincial environmental pollution. J Clean Prod 258:120608
Yan B, Zhang Y, Shen Y, Han J (2018) Productivity, financial constraints and outward foreign direct investment: firm-level evidence. China Econ Rev 47:47–64
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. J Environ Manage 295:113120
Yao S, Zhang F, Wang P, Luo D (2017) Location determinants of China’s outward foreign direct investment. China World Econ 25(6):1–27
Ye J, Zhao YP, Cui CJ, Zhao L (2018) Effect of cultural distance on reverse technology spillover from outward FDI: a bane or a boon? Appl Econ Lett 25(10):693–697
Yuan H, Feng Y, Lee C, Cen Y (2020) How does manufacturing agglomeration affect green economic efficiency? Energy Econ 92:104944
Zhang QX, Naqvi SAA, Shah SAR (2021) The contribution of outward foreign direct investment, human well-being, and technology toward a sustainable environment. Sustainability 13:11430
Zhang QX, Shah SAR, Yang L (2022a) Modeling the effect of disaggregated renewable energies on ecological footprint in E5 economies: Do economic growth and R&D matter? Appl Energy 310:118522
Zhang QX, Shah SAR, Yang L (2022b) An appreciated response of disaggregated energies consumption towards the sustainable growth: a debate on G-10 economies. Energy 254:124377
Zhang WY, Li JN, Sun CW (2022c) The impact of OFDI reverse technology spillovers on China’s energy intensity: analysis of provincial panel data. Energy Econ 116:106400
Zhang X, Daly K (2011) The determinants of China’s outward foreign direct investment Emerging Markets Review. 12(4):389-398
Zhang ZB, Dong WY, Tang ZY (2022d) The carbon reduction effect of China’s outward foreign direct investment for carbon neutrality target. Environ Sci Pollut Res 29:83956–83968
Zhao P, Zeng L, Lu H, Zhou Y, Hu H (2020a) Green economic efficiency and its influencing factors in China from 2008 to 2017: based on the super-SBM model with undesirable outputs and spatial Dubin model. Sci Total Environ 741:140026
Zhao W, Liu L, Zhao T (2010) The contribution of outward direct investment to productivity changes within China. 1991–2007. J Int Manag 16:121–130
Zhao X, Zhu J (2022) Impacts of two-way foreign direct investment on carbon emissions: from the perspective of environmental regulation. Environ Sci Pollut Res 29:52705–52723
Zhao Y, Shi X, Song F (2020b) Has Chinese outward foreign direct investment in energy enhanced China’s energy security? Energy Policy 146(11):1–8
Zheng X, Yu H, Yang L (2022) Technology imports, independent innovation, and China’s green economic efficiency: an analysis based on spatial and mediating effect. Environ Sci Pollut Res 29:36170–36188
Zhou AH, Li J (2021) Analysis of the spatial effect of outward foreign direct investment on air pollution: evidence from China. Environ Sci Pollut Res 28:50983–51002
Zhou C, Hong J, Wu Y, Marinova D (2018) Outward foreign direct investment and domestic innovation performance: evidence from China. Technol Anal Strat Manag 31(1):81–95
Zhou M, Wang B, Chen Z (2020) Has the anti-corruption campaign decreased air pollution in China? Energy Economics 91:104878
Zhou X, Guo Q, Zhang M (2021) Impacts of OFDI on host country energy consumption and home country energy efficiency based on a belt and road perspective. Energies 14(21):7343
Zhou Y, Jiang JJ, Ye B, Hou BJ (2019) Green spillovers of outward foreign direct investment on home countries: evidence from China’s province-level data. J Clean Prod 215:829–844
Zhu S, Ye A (2018) Does the impact of China’s outward foreign direct investment on reverse green technology process differ across countries? Sustainability 10:3841
Funding
This work was supported by the National Social Science Foundation of China (18ZDA040 and 20BJL038).
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Chong Wang: organizing data, methodology, software, writing the original draft.
Lei Wang: conceptualization, supervision.
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Highlights
• Improving green economic efficiency is the key to promoting sustainable economic growth in China.
• Outward foreign direct investment is an important driving force for improving China’s green economic efficiency.
• Reverse technology spillovers from direct investment in developed countries significantly promote green economic efficiency.
• The promoting effect of outward foreign direct investment on green economic efficiency has significant regional heterogeneity.
• There are threshold effects of financial development and human capital in the influence of outward foreign direct investment on green economic efficiency.
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Wang, C., Wang, L. Can outward foreign direct investment improve China’s green economic efficiency?. Environ Sci Pollut Res 30, 37295–37309 (2023). https://doi.org/10.1007/s11356-022-24823-7
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DOI: https://doi.org/10.1007/s11356-022-24823-7