Abstract
This study applies augmented mean group (AMG) along with common correlated effect mean group (CCEMG) estimator and panel heterogeneous causality to examine the interrelationship between GDP, energy consumption, financial development, foreign investment, and ecological footprints for five Belt and Road initiative (BRI) regions and in aggregated panel of BRI over the time 1990–2016. Using a multivariate framework, this study examines four alternative and conceivable hypotheses, including Pollution haven hypothesis, environmental Kuznets curve hypothesis, energy push emission hypothesis, and finance push emission hypothesis. The empirical results supported all four hypotheses for the panel of BRI and partially supported the existence of these hypotheses across the regions. Moreover, a variety of causal nexuses has been discussed in the study. Based on these results, the current research has proposed policy implications to combat the ecological footprints of BRI countries and across the regions.
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References
Abdou DMS, Atya EM (2013) Investigating the energy-environmental Kuznets curve: evidence from Egypt. Int J Green Econ 7:103. https://doi.org/10.1504/IJGE.2013.057436
Abdouli M, Hammami S (2018) Economic growth, environment, fdi inflows, and financial development in Middle East countries: fresh evidence from simultaneous equation models. J Knowl Econ:1–33. https://doi.org/10.1007/s13132-018-0546-9
Acaravci A, Ozturk I (2010) On the relationship between energy consumption, CO2 emissions and economic growth in Europe. Energy 35:5412–5420. https://doi.org/10.1016/j.energy.2010.07.009
Ahmad N, Du L, Lu J et al (2017) Modelling the CO2 emissions and economic growth in Croatia: is there any environmental Kuznets curve? Energy 123:164–172
Apergis N, Ozturk I (2015) Testing environmental Kuznets curve hypothesis in Asian countries. Ecol Indic 52:16–22. https://doi.org/10.1016/j.ecolind.2014.11.026
Apergis, Pyne J (2014) Renewable energy, output, CO2 emissions, and fossil fuel prices in Central America: evidence from a nonlinear panel smooth transition vector error correction model. Energy Econ 42:226–232. https://doi.org/10.1016/j.eneco.2014.01.003
Apergis N, Tang CF (2013) Is the energy-led growth hypothesis valid? New evidence from a sample of 85 countries. Energy Econ 38:24–31. https://doi.org/10.1016/j.eneco.2013.02.007
Apergis N, Christou C, Gupta R (2017) Are there environmental Kuznets curves for US state-level CO 2 emissions? Renew Sust Energ Rev 69:551–558. https://doi.org/10.1016/j.rser.2016.11.219
Arminen H, Menegaki AN (2019) Corruption, climate and the energy-environment-growth nexus. Energy Econ 80:621–634. https://doi.org/10.1016/J.ENECO.2019.02.009
Asumadu-Sarkodie S, Owusu PA (2016) Energy use, carbon dioxide emissions, GDP, industrialization, financial development, and population, a causal nexus in Sri Lanka: with a subsequent prediction of energy use using neural network. Energy Sour Part B Econ Plan Policy 11:889–899. https://doi.org/10.1080/15567249.2016.1217285
Asumadu-Sarkodie S, Owusu PA (2017) A multivariate analysis of carbon dioxide emissions, electricity consumption, economic growth, financial development, industrialization, and urbanization in Senegal. Energy Sources, Part B Econ Planning, Policy 12:77–84. https://doi.org/10.1080/15567249.2016.1227886
Azam M, Khan AQ, Ozturk I (2019) The effects of energy on investment, human health, environment and economic growth: empirical evidence from China. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-019-04497-4
Blanco L, Gonzalez F, Ruiz I (2013) The Impact of FDI on CO 2 Emissions in Latin America. Oxf Dev Stud 41:104–121. https://doi.org/10.1080/13600818.2012.732055
Bloch H, Rafiq S, Salima R (2015) Economic growth with coal, oil and renewable energy consumption in China: prospects for fuel substitution. Econ Model 44:104–115. https://doi.org/10.1016/j.econmod.2014.09.017
Bond SR, Eberhardt M (2013) Accounting for unobserved heterogeneity in panel time series models
Breusch TS, Pagan AR (1980) The Lagrange multiplier test and its applications to model specification in econometrics. Rev Econ Stud 47:239. https://doi.org/10.2307/2297111
Charfeddine L, Yousef Al-Malk A, Al Korbi K (2018) Is it possible to improve environmental quality without reducing economic growth: evidence from the Qatar economy. Renew Sust Energ Rev 82:25–39. https://doi.org/10.1016/J.RSER.2017.09.001
Clemente J, Montanes A, Reyes M (1998) Testing for a unit root in variables with a double change in the mean. Econ Lett 59:175–182
Chen, Y., Zhao, J., Lai, Z., Wang, Z., Xia, H., 2019. Exploring the effects of economic growth, and renewable and non-renewable energy consumption on China’s CO2 emissions: Evidence from a regional panel analysis. Renew. Energy 140, 341–353. https://doi.org/10.1016/J.RENENE.2019.03.058
Cole MA, Elliott RJR (2005) FDI and the capital intensity of "dirty" sectors: a missing piece of the pollution haven puzzle. Rev Dev Econ 9:530–548. https://doi.org/10.1111/j.1467-9361.2005.00292.x
Destek MA (2019) Investigation on the role of economic, social, and political globalization on environment: evidence from CEECs. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-019-04698-x
Destek MA, Sarkodie SA (2019) Investigation of environmental Kuznets curve for ecological footprint: The role of energy and financial development. Sci Total Environ 650:2483–2489. https://doi.org/10.1016/j.scitotenv.2018.10.017
Dong K, Hochman G, Zhang Y et al (2018) CO2 emissions, economic and population growth, and renewable energy: empirical evidence across regions. Energy Econ 75:180–192. https://doi.org/10.1016/J.ENECO.2018.08.017
Dumitrescu E-I, Hurlin C (2012) Testing for Granger non-causality in heterogeneous panels. Econ Model 29:1450–1460. https://doi.org/10.1016/J.ECONMOD.2012.02.014
Eberhardt, M., Bond, S., 2009. Cross-section dependence in nonstationary panel models: a novel estimator (No. 17692), MPRA working paper series.
Esmaeilpour Moghadam H, Dehbashi V (2018) The impact of financial development and trade on environmental quality in Iran. Empir Econ 54:1777–1799. https://doi.org/10.1007/s00181-017-1266-x
Global Footprint Network (2019) 2017 National footprint accounts, ecological footprint. http://data.footprintnetwork.org/#/. Accessed 21 Jan 2019
Gorus MS, Aslan M (2019) Impacts of economic indicators on environmental degradation : evidence from MENA countries CD. Renew Sust Energ Rev 103:259–268. https://doi.org/10.1016/j.rser.2018.12.042
Grossman, G.M., and Krueger, A.B. (1995) Economic Growth and the Environment. Quarterly Journal of Economics, 110, 353-377. https://doi.org/10.2307/2118443
Grossman GM, Krueger AB (1995) Economic growth and the environment. Q J Econ 110:353–377. https://doi.org/10.2307/2118443
Hafeez M, Chunhui Y, Strohmaier D et al (2018) Does finance affect environmental degradation: evidence from One Belt and One Road Initiative region? Environ Sci Pollut Res 25:9579–9592. https://doi.org/10.1007/s11356-018-1317-7
Halkos GE, Tzeremes NG (2009) Exploring the existence of Kuznets curve in countries’ environmental efficiency using DEA window analysis. Ecol Econ 68:2168–2176. https://doi.org/10.1016/J.ECOLECON.2009.02.018
Harashima Y, Morita T (1998) A comparative study on environmental policy development processes in the three East Asian countries: Japan, Korea, and China. Environ Econ Policy Stud 1:39–67. https://doi.org/10.1007/BF03353894
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
Hoffmann R, Lee C-G, Ramasamy B, Yeung M (2005) FDI and pollution: a granger causality test using panel data. J Int Dev 17:311–317. https://doi.org/10.1002/jid.1196
IPCC (2007) Climate change 2007: the physical science basis. Contribution of Working Group I to the Fourth Assessment Report of the IPCC
Jaforullah M, King A (2017) The econometric consequences of an energy consumption variable in a model of CO 2 emissions. Energy Econ 63:84–91. https://doi.org/10.1016/j.eneco.2017.01.025
Jalil A, Feridun M (2011) The impact of growth, energy and financial development on the environment in China: a cointegration analysis. Energy Econ 33:284–291. https://doi.org/10.1016/J.ENECO.2010.10.003
Jammazi, R., Aloui, C., 2015. On the interplay between energy consumption, economic growth and CO2 emission nexus in the GCC countries: A comparative analysis through wavelet approaches. Renew. Sustain. Energy Rev. 51, 1737–1751.https://doi.org/10.1016/j.rser.2015.07.073
Jiang L, Zhou H, 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
Jobert T, Karanfil F, Tykhonenko A (2012) Environmental Kuznets curve for carbon dioxide emissions: lack of robustness to heterogeneity?
Jorgenson AK (2009) Foreign direct investment and the environment, the mitigating influence of institutional and civil society factors, and relationships between industrial pollution and human health. Organ Environ 22:135–157. https://doi.org/10.1177/1086026609338163
Kakar ZK (2016) Financial development and energy consumption: evidence from Pakistan and Malaysia. Energy Sour Part B Econ Plan Policy 11:868–873. https://doi.org/10.1080/15567249.2011.603020
Kapetanios G, Pesaran MH, Yamagata T (2011) Panels with non-stationary multifactor error structures. J Econ 160:326–348. https://doi.org/10.1016/J.JECONOM.2010.10.001
Kasman A, Duman YS (2015) CO2 emissions, economic growth, energy consumption, trade and urbanization in new EU member and candidate countries: a panel data analysis. Econ Model 44:97–103. https://doi.org/10.1016/J.ECONMOD.2014.10.022
Lean HH, Smyth R (2010) Multivariate Granger causality between electricity generation, exports and GDP in Malaysia. Energy 87:1858–1864. https://doi.org/10.1016/j.energy.2010.05.008
Lenzen M, Wier M, Cohen C et al (2006) A comparative multivariate analysis of household energy requirements in Australia, Brazil, Denmark, India and Japan. Energy 31:181–207. https://doi.org/10.1016/J.ENERGY.2005.01.009
Liu Q, Wang S, Zhang W et al (2018) Does foreign direct investment affect environmental pollution in China’s cities? A spatial econometric perspective. Sci Total Environ 613–614:521–529. https://doi.org/10.1016/J.SCITOTENV.2017.09.110
Mani M, Wheeler D (1998) In search of pollution havens? Dirty Industry in the World Economy, 1960 to 1995. J Environ Dev 7:215–247. https://doi.org/10.1177/107049659800700302
Merican Y, Yusop Z, Noor ZM et al (2007) Foreign direct investment and the pollution in five ASEAN nations the effect of value add tax on consumption in developing countries View project Foreign Direct Investment and the Pollution in Five ASEAN Nations Foreign Direct Investment and the Pollution. J Econ Manag 1:245–261
Nasreen S, Anwar S, Ozturk I (2017) Financial stability, energy consumption and environmental quality: evidence from South Asian economies. Renew Sust Energ Rev 67:1105–1122. https://doi.org/10.1016/J.RSER.2016.09.021
Nathaniel S, Nwodo O, Adediran A et al (2019) Ecological footprint, urbanization, and energy consumption in South Africa: including the excluded. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-019-05924-2
Naz S, Sultan R, Zaman K et al (2019) Moderating and mediating role of renewable energy consumption, FDI inflows, and economic growth on carbon dioxide emissions: evidence from robust least square estimator. Environ Sci Pollut Res 26:2806–2819. https://doi.org/10.1007/s11356-018-3837-6
Neve M, Hamaide B (2017) Environmental Kuznets curve with adjusted net savings as a trade-off between environment and development. Aust Econ Pap 56:39–58. https://doi.org/10.1111/1467-8454.12078
Omri A, Nguyen DK, Rault C (2014) Causal interactions between CO2 emissions, FDI, and economic growth: evidence from dynamic simultaneous-equation models. Econ Model 42:382–389. https://doi.org/10.1016/J.ECONMOD.2014.07.026
Ouyang X, Lin B (2015) An analysis of the driving forces of energy-related carbon dioxide emissions in China’s industrial sector. https://doi.org/10.1016/j.rser.2015.02.030
Pal D, Mitra SK (2017) The environmental Kuznets curve for carbon dioxide in India and China: growth and pollution at crossroad. J Policy Model 39:371–385. https://doi.org/10.1016/j.jpolmod.2017.03.005
Panayotou T (1993) Empirical tests and policy analysis of environmental degradation at different stages of economic development. ILO Work Pap
Pao H-T, Tsai C-M, Pao H-T, Tsai C-M (2011) Energy. In: Multivariate Granger causality between CO2 emissions, energy consumption, FDI (foreign direct investment) and GDP (gross domestic product): Evidence from a panel of BRIC (Brazil, Russian Federation, India, and China) countries. Pergamon, pp 2450–2458
Perkins R, Neumayer E (2008) Fostering environment efficiency through transnational linkages? Trajectories of CO2and SO2, 1980-2000. Environ Plan A 40:2970–2989. https://doi.org/10.1068/a4089
Pesaran M (2004) General diagnostic tests for cross section dependence in panels. Cambridge Work Pap Econ
Pesaran M (2006) Estimation and inference in large heterogeneous panels with a multifactor error structure. Econometrica 74:967–1012. https://doi.org/10.1111/j.1468-0262.2006.00692.x
Pesaran MH (2007) A simple panel unit root test in the presence of cross-section dependence. J Appl Econ 22:265–312. https://doi.org/10.1002/jae.951
Pesaran M, Yamagata T (2008) Testing slope homogeneity in large panels. J Econ 142:50–93. https://doi.org/10.1016/J.JECONOM.2007.05.010
Rahman MM (2017) Do population density, economic growth, energy use and exports adversely affect environmental quality in Asian populous countries? Renew Sust Energ Rev 77:506–514. https://doi.org/10.1016/j.rser.2017.04.041
Rauf A, Liu X, Amin W et al (2018) Testing EKC hypothesis with energy and sustainable development challenges: a fresh evidence from belt and road initiative economies. Environ Sci Pollut Res 25:32066–32080. https://doi.org/10.1007/s11356-018-3052-5
Rehman MU, Rashid M (2017) Energy consumption to environmental degradation, the growth appetite in SAARC nations. Renew Energy 111:284–294. https://doi.org/10.1016/j.renene.2017.03.100
Ruhul A, Salim SS (2014) Urbanization and renewable and non-renewable energy consumption in OECD countries: an empirical analysis. Econ Model 38:581–591. https://doi.org/10.1016/j.econmod.2014.02.008
Salim RA, Rafiq S (2012) Why do some emerging economies proactively accelerate the adoption of renewable energy? Energy Econ 34:1051–1057. https://doi.org/10.1016/J.ENECO.2011.08.015
Salim RA, Hassan K, Shafiei S (2014) Renewable and non-renewable energy consumption and economic activities: further evidence from OECD countries. Energy Econ 44:350–360. https://doi.org/10.1016/j.eneco.2014.05.001
Salim R, Shuddhasattwa Rafiq SS, Yao Y (2019) Does urbanization increase pollutant emission and energy intensity? Evidence from some Asian developing economies. Appl Econ. https://doi.org/10.1080/00036846.2019.1588947
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
Sarkodie SA, Strezov V (2019) Effect of foreign direct investments, economic development and energy consumption on greenhouse gas emissions in developing countries. Sci Total Environ 646:862–871. https://doi.org/10.1016/J.SCITOTENV.2018.07.365
Seker F, Ertugrul HM, Cetin M (2015) The impact of foreign direct investment on environmental quality: a bounds testing and causality analysis for Turkey. Renew Sust Energ Rev 52:347–356. https://doi.org/10.1016/J.RSER.2015.07.118
Shahbaz M, Hye QMA, Tiwari AK, Leitão NC (2013) Economic growth, energy consumption, financial development, international trade and CO2 emissions in Indonesia. Renew Sust Energ Rev 25:109–121. https://doi.org/10.1016/J.RSER.2013.04.009
Sharif Hossain M (2011) Panel estimation for CO2 emissions, energy consumption, economic growth, trade openness and urbanization of newly industrialized countries. Energy Policy 39:6991–6999. https://doi.org/10.1016/J.ENPOL.2011.07.042
Sinha A, Shahbaz M, Balsalobre D (2017) Exploring the relationship between energy usage segregation and environmental degradation in N-11 countries
Swamy PAVB (1970) Efficient inference in a random coefficient regression model. Econometrica 38:311. https://doi.org/10.2307/1913012
Tamazian A, Bhaskara Rao B (2010) Do economic, financial and institutional developments matter for environmental degradation? Evidence from transitional economies. Energy Econ 32:137–145. https://doi.org/10.1016/J.ENECO.2009.04.004
Tracy EF, Shvarts E, Simonov E, Babenko M (2017) China’s new Eurasian ambitions: the environmental risks of the Silk Road Economic Belt. Eurasian Geogr Econ 58:56–88. https://doi.org/10.1080/15387216.2017.1295876
Wackernagel M, Rees WE (1996) Our ecological footprint : reducing human impact on the earth. New Society Publishers
Westerlund J (2007) Testing for error correction in panel data. Oxf Bull Econ Stat 69:709–748. https://doi.org/10.1111/j.1468-0084.2007.00477.x
World Bank (2018) World Development Indicators (WDI) | Data Catalog. In: World Bank. https://datacatalog.worldbank.org/dataset/world-development-indicators. Accessed 31 Jan 2019
World Bank, 2019. World Development Indicators (WDI) | Data Catalog [WWW Document]. World Dev. Indic. https://data.worldbank.org/country Accessed 3.26.19
Xu L, Fan X, Wang W et al (2017) Renewable and sustainable energy of Xinjiang and development strategy of node areas in the “Silk Road Economic Belt”. Renew Sust Energ Rev 79:274–285. https://doi.org/10.1016/j.rser.2017.05.031
Yildirim E (2014) Energy use, CO2 emission and foreign direct investment: is there any inconsistence between causal relations? Front Energy 8:269–278. https://doi.org/10.1007/s11708-014-0326-6
Yu H (2017) Motivation behind China’s ‘One Belt, One Road’ initiatives and establishment of the Asian Infrastructure Investment Bank. J Contemp China 26:353–368. https://doi.org/10.1080/10670564.2016.1245894
Zakarya GY, Mostefa B, Abbes SM, Seghir GM (2015) Factors affecting CO2 emissions in the BRICS countries: a panel data analysis. Procedia Econ Financ 26:114–125. https://doi.org/10.1016/S2212-5671(15)00890-4
Zhang S, Liu X, Bae J (2017) Does trade openness affect CO2 emissions: evidence from ten newly industrialized countries? Environ Sci Pollut Res 24:17616–17625. https://doi.org/10.1007/s11356-017-9392-8
Zoundi Z (2017) CO2 emissions, renewable energy and the Environmental Kuznets Curve, a panel cointegration approach. Renew Sust Energ Rev 72:1067–1075. https://doi.org/10.1016/j.rser.2016.10.018
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Appendix. Summary of past studies (Tables 8, 9, 10, and 11)
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Khan, A., Chenggang, Y., Hussain, J. et al. Does energy consumption, financial development, and investment contribute to ecological footprints in BRI regions?. Environ Sci Pollut Res 26, 36952–36966 (2019). https://doi.org/10.1007/s11356-019-06772-w
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DOI: https://doi.org/10.1007/s11356-019-06772-w