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Can outward foreign direct investment improve China’s green economic efficiency?

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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

    Google Scholar 

  • Acemoglu D, Aghion P, Bursztyn L (2012) The environment and directed technical change. Am Econ Rev 102(1):131–166

    Google Scholar 

  • 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

    Google Scholar 

  • Andreoni J, Levinson A (2001) The simple analytics of the environmental Kuznets curve. J Public Econ 80(2):269–286

    Google Scholar 

  • 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

    Google Scholar 

  • Bitzer J, Kerekes M (2008) Does foreign direct investment transfer technology across borders? New Evidence Econ Lett 100(3):355–358

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • Chen C (2018) Impact of China’s outward foreign direct investment on its regional economic growth. Chin World Econ 26(3):1–21

    Google Scholar 

  • 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

    CAS  Google Scholar 

  • 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

    Google Scholar 

  • Dong Z, Miao Z, Zhang Y (2021) The impact of China’s outward foreign direct investment on domestic innovation. J Asian Econ 75:101307

    Google Scholar 

  • 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

    Google Scholar 

  • Hansen B (1999) Threshold effects in non-dynamic panels: estimation, testing, and inference. J Econometr 93(2):345–368

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • Huang Y, Wang B (2011) Chinese outward direct investment: is there a China model? China World Econ 19(4):1–21

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • Jiang M, Luo S, Zhou G (2020) Financial development, OFDI spillovers and upgrading of industrial structure. Technol Forecast Soc Chang 155(6):1–10

    Google Scholar 

  • Kogut B, Chang S (1991) Technological capabilities and Japanese foreign direct investment in the United States. Rev Econ Stat 73(3):401–413

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • Lin B, Tan R (2019) Economic agglomeration and green economy efficiency in China. Econ Res J 2:119–132

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    CAS  Google Scholar 

  • Lyles M, Li D, Yan H (2014) Chinese outward foreign direct investment performance: the role of learning. Manag Organ Rev 10(3):411–437

    Google Scholar 

  • Morck R, Yeung B, Zhao M (2008) Perspectives on China’s outward foreign direct investment. J Int Bus Stud 39(3):337–350

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • Panagiotis P, Wu J, Wang C (2018) Outward FDI, location choices and innovation performance of emerging market enterprises. Res Policy 47(1):232–240

    Google Scholar 

  • 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

    Google Scholar 

  • Potterie B, Lichtenberg F (2001) Does foreign direct investment transfer technology across borders. Rev Econ Stat 83(3):490–497

    Google Scholar 

  • 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

    Google Scholar 

  • Romer P (1986) Increasing returns and long-run growth. J Polit Econ 94(5):1002–1037

    Google Scholar 

  • 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

    CAS  Google Scholar 

  • 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

    CAS  Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    CAS  Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • Xin D, Zhang Y (2020) Threshold effect of OFDI on China’s provincial environmental pollution. J Clean Prod 258:120608

    CAS  Google Scholar 

  • 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

    Google Scholar 

  • 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

    CAS  Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • Yuan H, Feng Y, Lee C, Cen Y (2020) How does manufacturing agglomeration affect green economic efficiency? Energy Econ 92:104944

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    CAS  Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

  • 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

    CAS  Google Scholar 

  • 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

    Google Scholar 

  • Zhou M, Wang B, Chen Z (2020) Has the anti-corruption campaign decreased air pollution in China? Energy Economics 91:104878

    Google Scholar 

  • 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

    CAS  Google Scholar 

  • 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

    Google Scholar 

  • 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

    Google Scholar 

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Funding

This work was supported by the National Social Science Foundation of China (18ZDA040 and 20BJL038).

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Contributions

Chong Wang: organizing data, methodology, software, writing the original draft.

Lei Wang: conceptualization, supervision.

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Correspondence to Chong Wang.

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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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