Abstract
Both “dual cycle” and “carbon neutral” policies have been implemented as national strategies in China. But will “dual cycle” policy help carbon neutral policy and how do “dual cycle” policy affect carbon neutral policy? This paper investigates whether unbalanced bidirectional foreign direct investment (FDI) hinders electricity efficiency. To do so, it uses the super slack-based version of the global Malmquist–Luenberger index to measure electricity efficiency in 30 provinces from 2001 to 2020. This paper uses panel threshold regression model, finds out that bidirectional FDI below 1.7174 will positively impact electricity efficiency, but the positive effects disappear when bidirectional FDI exceeds 1.7174. Thus, balanced bidirectional FDI in province is required to enhance electricity efficiency.
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Data sources are outlined above in the Sect. 3.2 Data. What is more, the data and materials used in this paper are available from the corresponding author on reasonable request.
References
Adom D (2019) The place and voice of local people, culture, and traditions: a catalyst for ecotourism development in rural communities in Ghana. Scientific African 6:184
Ali SA, Alharthi M, Hussain HI, Rasul F, Hanif I, Haider J, Ullah S, Ur Rahman S, Abbas Q (2021) A clean technological innovation and eco-efficiency enhancement: A multi-index assessment of sustainable economic and environmental management. Technol Forecast Soc 166:120573
Andersen P, Petersen NC (1993) A procedure for ranking efficient units in data envelopment analysis. Man Sci 39(10):1261–1264
Arain H, Sharif A, Akbar B, Younis MY (2020) Dynamic connection between inward foreign direct investment, renewable energy, economic growth and carbon emission in China: evidence from partial and multiple wavelet coherence. Environ Sci Pollut R 27:40456–40474
Arimura T H, Li S, Newell R G, et al. (2012) Cost-effectiveness of electricity energy efficiency programs[J]. Energy J 33(2):63–100
Asmild M (2015) Frontier differences and the global Malmquist index. Springer, US, Boston, MA, pp 447–461
Bi G, Luo Y, Ding J, Liang L (2015) Environmental performance analysis of Chinese industry from a slacks-based perspective. Ann Oper Res 228:65–80
Bi G, Song W, Zhou P, Liang L (2014) Does environmental regulation affect energy efficiency in China’s thermal power generation? Empirical evidence from a slacks-based DEA model. Energ Policy 66:537–546
Borenstein S (2015) A microeconomic framework for evaluating energy efficiency rebound and some implications. Energy J 36(1):1–22
Caves DW, Christensen LR, Diewert WE (1982). The economic theory of index numbers and the measurement of input, output, and productivity. Econometrica: J Econom Soc 50(6):1393–1414
Chen C (2018) Impact of China’s outward foreign direct investment on its regional economic growth. Chin World Econ 26(3):1–21
Chen X, Lin B (2020) Energy and CO2 emission performance: A regional comparison of China’s non-ferrous metals industry. J Clean Prod 274:123–168
Chen J, Liu Y, Liu W (2020) Investment facilitation and China’s outward foreign direct investment along the belt and road. China Econ Rev 61:101458
Chen Z, Paudel KP, Zheng R (2022) Pollution halo or pollution haven: assessing the role of foreign direct investment on energy conservation and emission reduction. J Environ Plann Man 65:311–336
Cheng C, Yang M (2017) Enhancing performance of cross-border mergers and acquisitions in developed markets: the role of business ties and technological innovation capability. J bus Res 81:107–117
Chung S (2014) Environmental regulation and foreign direct investment: evidence from South Korea. J Dev Econ 108:222–236
Dai L, Mu X, Lee CC et al (2021) The impact of outward foreign direct investment on green innovation: the threshold effect of environmental regulation. Environ Sci Pollut Res 28(26):34868–34884
Dorsch MT, McCann F, McGuirk EF (2014) Democratic accountability, regulation and inward investment policy. Econ Polit-Oxford 26:263–284
Duan D, Xia Q (2021) Does environmental regulation promote environmental innovation? An empirical study of cities in China. Int J Environ Res Public Healt 19(1):139
Elliott RJR, Sun P, Chen S (2013) Energy intensity and foreign direct investment: a Chinese city-level study. Energ Econ 40:484–494
Espinosa MP, Pizarro-Irizar C (2018) Is renewable energy a cost-effective mitigation resource? An application to the Spanish electricity market. Renew Sustain Energy Rev 94:902–914
Färe R, Grosskopf S, Lindgren B, Roos P (1992) Productivity changes in swedish pharamacies 1980–1989: a non-parametric Malmquist approach. J Prod Anal 3:85–101
Gerarden TD, Newell RG, Stavins RN (2017) Assessing the energy-efficiency gap[J]. J Econ Lit 55(4):1486–1525
Halkos GE, Polemis ML (2018) The impact of economic growth on environmental efficiency of the electricity sector: a hybrid window DEA methodology for the USA. J Environ Manage 211:334–346
Hansen BE (2000) Sample splitting and threshold estimation. Econometrica 68(3):575–603
Hansen BE (1999) Threshold effects in non-dynamic panels: estimation, testing, and inference. J Econom 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 environmental quality? The case of China. Struct Change Econ D 52:109–119
Hao Y, Fan C, Long Y, et al (2019) The role of returnee executives in improving green innovation performance of Chinese manufacturing enterprises: implications for sustainable development strategy. Business Strategy and theEnvironment 28(5):804–818
Hao Y, Li Y, Guo Y, Chai J, Yang C, Wu H (2022) Digitalization and electricity consumption: Does internet development contribute to the reduction in electricity intensity in China? Energ Policy 164:112912
He Y, Zuo H, Liao N (2022) Assessing the impact of reverse technology spillover of outward foreign direct investment on energy efficiency. Environ Dev Sustain 63(8): 1–26
Hodrob R (2017) The Impact of Foreign Direct Investment on Palestinian Economic Growth. Int J Econ Financ Issues 7:550–557
Huang L, Liu D, Xie H (2018) Research on the harmonious development of outward foreign direct investment and inward foreign direct investment. China Industrial Eco 80(3):80–97
Hübler M, Keller A (2010) Energy savings via FDI? Empirical evidence from developing countries. Environ Dev Econ 15(1):59–80
Jin B, García F, Salomon R (2019) Inward foreign direct investment and local firm innovation: The moderating role of technological capabilities. J Int Bus Stud 50(5):847–855
Khan M, Lee HY, Bae JH (2018) Inward foreign direct investment: a case study of Pakistan. Mediterr J Soc Sci 9(5):63–63
Krammer SMS (2014) Assessing the relative importance of multiple channels for embodied and disembodied technological spillovers. Technol Forecast Soc Chang 81:272–286
Lee JW (2013) The contribution of foreign direct investment to clean energy use, carbon emissions and economic growth. Energ Policy 55:483–489
Li L, Xian G, Bao Q (2020) Does inward foreign direct investment promote Chinese domestic firms’ investing abroad? Eco Res J 53(03):142–156
Li Y, Lin F, Wang W (2021) Environmental regulation and inward foreign direct investment: evidence from the eleventh five‐year plan in China. J Econ Surv 36(3):684–707
Lin B, Yao W (2019) Inconsistency of economic growth and electricity consumption in China: a panel VAR approach. J Clean Prod 229:144–156
Liu L, Zhao Z, Zhang M, Zhou C, Zhou D (2020) The effects of environmental regulation on outward foreign direct investment’s reverse green technology spillover: crowding out or facilitation? J Clean Prod 3:124–135
Liu H, Peng C, Chen L (2022) The impact of OFDI on the energy efficiency in Chinese provinces: Based on PVAR model. Energy Rep 8:84–96
Long R, Ouyang H, Guo H (2020) Super-slack-based measuring data envelopment analysis on the spatial–temporal patterns of logistics ecological efficiency using global Malmquist Index model. Environ Technol Innov 18:100770
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
Makridou G (2016) Measuring the efficiency of energy-intensive industries across European countries. Energ Policy 88:573–583
Mehic E, Silajdzic S, Babic-Hodovic V (2013) The impact of FDI on economic growth: Some evidence from Southeast Europe. Emerg Mark Financ Trade 49:5–20
Meng M, Qu D (2022) Understanding the green energy efficiencies of provinces in China: A Super-SBM and GML analysis. Energy 239:121912
Pacudan R, De Guzman E (2022) Impact of energy efficiency policy to productive efficiency of electricity distribution industry in the Philippines. Energy Econ 24(1):41–54
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
Pastor JT, Asmild M, Lovell CAK (2011) The biennial Malmquist productivity change index. Socio-Econ Plan Sci 45:10–15
Pastor JT, Lovell CAK (2005) A global Malmquist productivity index. Econ Lett 88:266–271
Piperopoulos P, Wu J, Wang C (2018) Outward FDI, location choices and innovation performance of emerging market enterprises. Res Policy 47:232–240
Potter WJ (1986) Perceived reality and the cultivation hypothesis. J Broadcast Electron Media 30(2):159–174
Qin P, Liu M, Su L, Fei Y, Tan-Soo J (2022) Electricity consumption in the digital era: Micro evidence from Chinese households. Resour Conserv Recycl 182:106297
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
Shah WUH, Hao G, Yasmeen R, Kamal MA, Khan A, Padda IUH (2022) Unraveling the role of China’s OFDI, institutional difference and B&R policy on energy efficiency: a meta-frontier super-SBM approach. Environ Sci Pollut Res Int 29: 56454–56472
Shevelova S, Plaskon S (2018) Is the Ukrainian economy’s absorptive capacity appropriate to attract foreign direct investment and facilitate economic growth? Int J Emerg Mark 43(05):49–72
Tone K (2002) A strange case of the cost and allocative efficiencies in DEA. J Oper Res Soc 53(11):1225–1231
Wang G, Zhang (2020) The belt and road initiative and the TFP of China’s OFDI enterprises: A perspective on investing in developed countries. World Eco 43(05):49–72
Wang Q (2015) Fixed-effect panel threshold model using Stata. Stata J 15(1):121–134
Wang X, Luo Y (2020) Has technological innovation capability addressed environmental pollution from the dual perspective of FDI quantity and quality? Evidence from China. J Clean Prod 258:120–941
Wei Z, Han B, Pan X, Shahbaz M, Zafar MW (2020) Effects of diversified openness channels on the total-factor energy efficiency in China’s manufacturing sub-sectors: Evidence from trade and FDI spillovers. Energ Econ 90:104836
Xie R, Yuan Y, Huang J (2017) Different types of environmental regulations and heterogeneous influence on “green” productivity: evidence from China. Ecol Econ 132:104–112
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
Yi M, Wang Y, Sheng M, Sharp B, Zhang Y (2020) Effects of heterogeneous technological progress on haze pollution: Evidence from China. Ecol Econ 169:106533
Zhang J, Wu G, Zhang J (2004) The estimation of China's provincial capital stock. Econ Res J 10:35–43
Zhang R, Fu Y (2022) Technological progress effects on energy efficiency from the perspective of technological innovation and technology introduction: an empirical study of Guangdong, China. Energy Rep 8:425–437
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(11):3841
Zhang T, Zhang S (2016) The estimation and analysis of China's industrial enterprises' capital stock. Ind Econ Res 81(2):1–10
Zhang Yu, Jiang Dianchun (2021) Coordination of the two-way cross-border investment income leakage and the technological restructure of the manufacturing industry. Finance and Trade Economics 42(4):130–148
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This work was supported by the National Social Science Fund of China(Grant No.21BJL107).
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This paper is written by the two authors named in the title page. Feng Yang: literature, methodology, software, formal analysis, investigation, resources, writing original draft, visualization. Zongbin Zhang: writing—review and editing, project administration, funding acquisition, supervision, methodology.
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Highlights
• Super SBM-GML is adapted for electricity efficiency.
• Use threshold regression to test the nonlinear relationships between bidirectional FDI and electricity efficiency.
• The bidirectional FDI below 1.7174 will positively impact electricity efficiency.
• The “dual cycle” policy will help to achieve the goal of carbon neutrality in China.
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Yang, F., Zhang, Z. Will bidirectional FDI impact industrial electricity efficiency in China?. Environ Sci Pollut Res 30, 22494–22508 (2023). https://doi.org/10.1007/s11356-022-23745-8
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DOI: https://doi.org/10.1007/s11356-022-23745-8