Abstract
In this paper, we investigated the association between CO2 emissions, remittances, income, energy use, and foreign direct investment (FDI) through panel cointegration analysis, common correlated effect mean group (CCEMG), fully modified least squares (FM-LS) estimates, and panel causality test for the Brazil, Russia, India, China, and South Africa (BRICS) economies over 1986–2016. The empirical outcomes of CCEMG and FM-LS clarified that remittance inflows into BRICS region are contributing to environmental degradation. Similarly, results in the case of Brazil, Russia, and China supported the remittances-led emission hypothesis. On the other hand, different results have been reached in India, thus the remittances; inflows have dictated that they are helping to combat CO2 emission. Furthermore, FDI has a positive and significant sign for BRICS economies. This relationship narrated that the FDI inflows to this region increase the CO2 emission, hence obeying the pollution haven hypothesis. Finally, energy use also supports the energy-led emanation phenomenon in BRICS panel and alongside the countries. The panel causality test confirms the bidirectional linkage between remittances and CO2 emissions.
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Abdouli M, Hammami S (2017) Investigating the causality links between environmental quality, foreign direct investment and economic growth in MENA countries. Int Bus Rev 26:264–278. https://doi.org/10.1016/J.IBUSREV.2016.07.004
Acharyya J (2009) Fdi, growth and the environment: evidence from India on CO2 emission during the last two decades. J Econ Dev 34:43–58
Ahmad M, Hangyi H, Rahman ZU, Khan ZU, Khan S, Khan Z (2018) Carbon emissions, energy use, gross domestic product. Ekon I ŚRODOWISKO 65:32–44
Ahmad M, Khan Z, Rahman ZU et al (2019a) Can innovation shocks determine CO2 emissions (CO2e) in the OECD economies? A new perspective. Econ Innov New Technol 1–21. https://doi.org/10.1080/10438599.2019.1684643
Ahmad M, Ul Haq Z, Khan Z et al (2019b) Does the inflow of remittances cause environmental degradation? Empirical evidence from China. Econ Res Istraživanja 32:2099–2121. https://doi.org/10.1080/1331677X.2019.1642783
Ahmad M, Khan Z, Ur Rahman Z, Khan S (2018a) Does financial development asymmetrically affect CO2 emissions in China? An application of the nonlinear autoregressive distributed lag (NARDL) model. Carbon Manag 9:631–644. https://doi.org/10.1080/17583004.2018.1529998
Ahmad M, Ur Rahman Z, Hong L et al (2018b) Impact of environmental quality variables and socio-economic factors on human health: empirical evidence from China. Pollution 4:571–579. https://doi.org/10.22059/POLL.2018.252214.391
Ahmad M, Zhao Z-Y, Li H (2019d) Revealing stylized empirical interactions among construction sector, urbanization, energy consumption, economic growth and CO2 emissions in China. Sci Total Environ 657:1085–1098. https://doi.org/10.1016/J.SCITOTENV.2018.12.112
Alam MJ, Begum IA, Buysse J et al (2011) Dynamic modeling of causal relationship between energy consumption, CO2 emissions and economic growth in India. Renew Sust Energ Rev 15:3243–3251. https://doi.org/10.1016/J.RSER.2011.04.029
Alam MM, Murad MW, Noman AHM, Ozturk I (2016) Relationships among carbon emissions, economic growth, energy consumption and population growth: testing environmental Kuznets curve hypothesis for Brazil, China, India and Indonesia. Ecol Indic 70:466–479. https://doi.org/10.1016/J.ECOLIND.2016.06.043
Apergis N, Payne JE (2010) The emissions, energy consumption, and growth nexus: evidence from the commonwealth of independent states. Energy Policy 38:650–655
Asafu-Adjaye J (2000) The relationship between energy consumption, energy prices and economic growth: time series evidence from Asian developing countries. Energy Econ 22:615–625. https://doi.org/10.1016/S0140-9883(00)00050-5
Baek J (2016) A new look at the FDI–income–energy–environment nexus: dynamic panel data analysis of ASEAN. Energy Policy 91:22–27. https://doi.org/10.1016/j.enpol.2015.12.045
Balcilar M, Ozdemir ZA, Ozdemir H, Shahbaz M (2018) Carbon dioxide emissions, energy consumption and economic growth: the historical decomposition evidence from G-7 countries. Work Pap
Behera SR, Dash DP (2017) The effect of urbanization, energy consumption, and foreign direct investment on the carbon dioxide emission in the SSEA (South and Southeast Asian) region. Renew Sust Energ Rev 70:96–106. https://doi.org/10.1016/J.RSER.2016.11.201
Bekhet HA, Matar A, Yasmin T (2017) CO2 emissions, energy consumption, economic growth, and financial development in GCC countries: dynamic simultaneous equation models. Renew Sust Energ Rev 70:117–132. https://doi.org/10.1016/j.rser.2016.11.089
Blanco L, Gonzalez F, Ruiz I (2013) The impact of FDI on CO2 emissions in Latin America. Oxford Dev Stud 41:104–121. https://doi.org/10.1080/13600818.2012.732055
Boutabba MA (2014) The impact of financial development, income, energy and trade on carbon emissions: evidence from the Indian economy. Econ Model 40:33–41. https://doi.org/10.1016/J.ECONMOD.2014.03.005
Chandia KE, Gul I, Aziz S et al (2018) An analysis of the association among carbon dioxide emissions, energy consumption and economic performance: an econometric model. Carbon Manag 9:227–241. https://doi.org/10.1080/17583004.2018.1457930
Cherni A, Essaber Jouini S (2017) An ARDL approach to the CO2 emissions, renewable energy and economic growth nexus: Tunisian evidence. Int J Hydrog Energy 42:29056–29066. https://doi.org/10.1016/J.IJHYDENE.2017.08.072
Dar JA, Asif M (2017) Is financial development good for carbon mitigation in India? A regime shift-based cointegration analysis. Carbon Manag 8:435–443. https://doi.org/10.1080/17583004.2017.1396841
Dehghan Shabani Z, Shahnazi R (2019) Energy consumption, carbon dioxide emissions, information and communications technology, and gross domestic product in Iranian economic sectors: a panel causality analysis. Energy 169:1064–1078. https://doi.org/10.1016/J.ENERGY.2018.11.062
Dincer I (1998) Energy and environmental impacts: present and future perspectives. Energy Sources 20:427–453. https://doi.org/10.1080/00908319808970070
Doytch N, Narayan S (2016) Does FDI influence renewable energy consumption? An analysis of sectoral FDI impact on renewable and non-renewable industrial energy consumption. Energy Econ 54:291–301. https://doi.org/10.1016/J.ENECO.2015.12.010
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
Elsevier Science (Firm) RDF, Tzavalis E, Harris R, Tzavalis E (1999) Journal of econometrics. North-Holland
Gökmenoğlu K, Taspinar N (2016) The relationship between CO2 emissions, energy consumption, economic growth and FDI: the case of Turkey. J Int Trade Econ Dev 25:706–723. https://doi.org/10.1080/09638199.2015.1119876
Gorus MS, Aslan M (2019) Impacts of economic indicators on environmental degradation: evidence from MENA countries. Renew Sust Energ Rev 103:259–268. https://doi.org/10.1016/J.RSER.2018.12.042
Gorus MS, Aydin M (2019) The relationship between energy consumption, economic growth, and CO2 emission in MENA countries: causality analysis in the frequency domain. Energy 168:815–822. https://doi.org/10.1016/J.ENERGY.2018.11.139
Goschin Z (2014) Remittances as an economic development factor. Empirical evidence from the CEE countries. Procedia Econ Financ 10:54–60. https://doi.org/10.1016/S2212-5671(14)00277-9
Grossman GM, Krueger AB (1995) Economic growth and the environment. Q J Econ 110:353–377. https://doi.org/10.2307/2118443
Heidari H, Turan Katircioğlu S, Saeidpour L (2015) Economic growth, CO2 emissions, and energy consumption in the five ASEAN countries. Int J Electr Power Energy Syst 64:785–791. https://doi.org/10.1016/J.IJEPES.2014.07.081
IEA Emissions (2018)
Jain H (2017) Trade liberalisation, economic growth and environmental externalities. Springer Singapore, Singapore
Joo Y-J, Kim CS, Yoo S-H (2015) Energy consumption, co 2 emission, and economic growth: evidence from Chile. Int J Green Energy 12:543–550. https://doi.org/10.1080/15435075.2013.834822
Kao C (1999) Spurious regression and residual-based tests for cointegration in panel data. J Econ 90:1–44. https://doi.org/10.1016/S0304-4076(98)00023-2
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
Khan A, Chenggang Y, Hussain J, Bano S (2019a) Does energy consumption, financial development, and investment contribute to ecological footprints in BRI regions? Environ Sci Pollut Res 26:36952–36966. https://doi.org/10.1007/s11356-019-06772-w
Khan A, Hussain J, Bano S, Chenggang Y (2019b) The repercussions of foreign direct investment, renewable energy and health expenditure on environmental decay? An econometric analysis of B&RI countries. J Environ Plan Manag:1–22. https://doi.org/10.1080/09640568.2019.1692796
Kivyiro P, Arminen H (2014) Carbon dioxide emissions, energy consumption, economic growth, and foreign direct investment: causality analysis for Sub-Saharan Africa. Energy 74:595–606. https://doi.org/10.1016/J.ENERGY.2014.07.025
Koçak E, Aykut Ş (2018) The impact of foreign direct investment on CO 2 emissions in Turkey: new evidence from cointegration and bootstrap causality analysis. 790–804
Landman W (2010) Climate change 2007: the physical science basis. S Afr Geogr J 92:86–87. https://doi.org/10.1080/03736245.2010.480842
Lee JW (2013) The contribution of foreign direct investment to clean energy use, carbon emissions and economic growth. Energy Policy 55:483–489. https://doi.org/10.1016/J.ENPOL.2012.12.039
Lin B, Raza MY (2019) Analysis of energy related CO2 emissions in Pakistan. J Clean Prod 219:981–993. https://doi.org/10.1016/J.JCLEPRO.2019.02.112
Masih AMM, Masih R (1996) Energy consumption, real income and temporal causality: results from a multi-country study based on cointegration and error-correction modelling techniques. Energy Econ 18:165–183. https://doi.org/10.1016/0140-9883(96)00009-6
Mirza FM, Kanwal A (2017) Energy consumption, carbon emissions and economic growth in Pakistan: dynamic causality analysis. Renew Sust Energ Rev 72:1233–1240. https://doi.org/10.1016/J.RSER.2016.10.081
Mohiuddin O, Asumadu-Sarkodie S, Obaidullah M (2016) The relationship between carbon dioxide emissions, energy consumption, and GDP: a recent evidence from Pakistan. Cogent Eng 3. https://doi.org/10.1080/23311916.2016.1210491
Nain MZ, Ahmad W, Kamaiah B (2017) Economic growth, energy consumption and CO2 emissions in India: a disaggregated causal analysis. Int J Sustain Energy 36:807–824. https://doi.org/10.1080/14786451.2015.1109512
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
Neequaye NA, Oladi R (2015) Environment, growth, and FDI revisited. Int Rev Econ Financ 39:47–56. https://doi.org/10.1016/J.IREF.2015.06.002
Pandey KK, Rastogi H (2019) Effect of energy consumption & economic growth on environmental degradation in India: a time series modelling. Energy Procedia 158:4232–4237. https://doi.org/10.1016/J.EGYPRO.2019.01.804
Pao H-T, Tsai C-M (2011) 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. Energy 36:685–693. https://doi.org/10.1016/J.ENERGY.2010.09.041
Pazienza P (2015) The relationship between CO2 and foreign direct investment in the agriculture and fishing sector of OECD countries: evidence and policy considerations. Intellect Econ 9:55–66. https://doi.org/10.1016/J.INTELE.2015.08.001
Pedroni P (2004) Panel cointegration: asymptotic and finite sample properties of pooled time series. Econ Theory:597–625
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 MH (2004) General diagnostic tests for cross section dependence in panels
Pinzón K (2018) Dynamics between energy consumption and economic growth in Ecuador: a granger causality analysis. Econ Anal Policy 57:88–101. https://doi.org/10.1016/J.EAP.2017.09.004
Rahman Z, Ahmad M (2019) Modeling the relationship between gross capital formation and CO2 (a) symmetrically in the case of Pakistan: an empirical analysis through NARDL approach. Environ Sci Pollut Res Int 2:8111–8124
Rahman Z, Hongbo C, Ahmad M (2019a) A new look at the remittances-FDI-energy-environment nexus in the case of selected Asian nations Singapore Econ Rev S0217590819500176. https://doi.org/10.1142/S0217590819500176
Rahman ZU, Chongbo W, Ahmad M (2019b) An (a)symmetric analysis of the pollution haven hypothesis in the context of Pakistan: a non-linear approach. Carbon Manag 0:1–13. https://doi.org/10.1080/17583004.2019.1577179
Rauf A, Zhang J, Li J, Amin W (2018) Structural changes, energy consumption and carbon emissions in China: empirical evidence from ARDL bound testing model. Struct Chang Econ Dyn. https://doi.org/10.1016/J.STRUECO.2018.08.010
Raza SA, Shah N, Sharif A (2019) Time frequency relationship between energy consumption, economic growth and environmental degradation in the United States: evidence from transportation sector. Energy 173:706–720. https://doi.org/10.1016/J.ENERGY.2019.01.077
Ren S, Yuan B, Ma X, Chen X (2014) International trade, FDI (foreign direct investment) and embodied CO2 emissions: a case study of Chinas industrial sectors. China Econ Rev 28:123–134. https://doi.org/10.1016/J.CHIECO.2014.01.003
Saidi K, Hammami S (2015) The impact of CO2 emissions and economic growth on energy consumption in 58 countries. Energy Rep 1:62–70. https://doi.org/10.1016/J.EGYR.2015.01.003
Salahuddin M, Alam K, Ozturk I, Sohag K (2018) The effects of electricity consumption, economic growth, financial development and foreign direct investment on CO2emissions in Kuwait. Renew Sust Energ Rev 81:2002–2010. https://doi.org/10.1016/j.rser.2017.06.009
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
Sbia R, Shahbaz M, Hamdi H (2014) A contribution of foreign direct investment, clean energy, trade openness, carbon emissions and economic growth to energy demand in UAE. Econ Model 36:191–197. https://doi.org/10.1016/J.ECONMOD.2013.09.047
Seki H, Nguyen CH, Huynh V-N, Inuiguchi M (2019) Integrated uncertainty in knowledge modelling and decision making. In: 7th International Symposium, IUKM 2019, Nara, Japan, 27-29 March
Shahbaz M, Nasreen S, Abbas F, Anis O (2015) Does foreign direct investment impede environmental quality in high-, middle-, and low-income countries? Energy Econ 51:275–287. https://doi.org/10.1016/J.ENECO.2015.06.014
Solarin SA, Al-Mulali U, Musah I, Ozturk I (2017) Investigating the pollution haven hypothesis in Ghana: an empirical investigation. Energy 124:706–719. https://doi.org/10.1016/J.ENERGY.2017.02.089
Soytas U, Sari R, Ewing BT (2007) Energy consumption, income, and carbon emissions in the United States. Ecol Econ 62:482–489. https://doi.org/10.1016/J.ECOLECON.2006.07.009
Ssali MW, Du J, Mensah IA, Hongo DO (2019) Investigating the nexus among environmental pollution, economic growth, energy use, and foreign direct investment in 6 selected sub-Saharan African countries. Environ Sci Pollut Res:1–16. https://doi.org/10.1007/s11356-019-04455-0
Sun C, Zhang F, Xu M (2017) Investigation of pollution haven hypothesis for China: an ARDL approach with breakpoint unit root tests. J Clean Prod 161:153–164. https://doi.org/10.1016/J.JCLEPRO.2017.05.119
Sung B, Song W-Y, Park S-D (2018) How foreign direct investment affects CO2 emission levels in the Chinese manufacturing industry: evidence from panel data. Econ Syst 42:320–331. https://doi.org/10.1016/J.ECOSYS.2017.06.002
Tang CF, Tan BW (2015) The impact of energy consumption, income and foreign direct investment on carbon dioxide emissions in Vietnam. Energy 79:447–454. https://doi.org/10.1016/j.energy.2014.11.033
Tang CF, Tan BW, Ozturk I (2016) Energy consumption and economic growth in Vietnam. Renew Sust Energ Rev 54:1506–1514. https://doi.org/10.1016/j.rser.2015.10.083
Valadkhani A, Smyth R, Nguyen J (2019) Effects of primary energy consumption on CO2 emissions under optimal thresholds: evidence from sixty countries over the last half century. Energy Econ 80:680–690. https://doi.org/10.1016/J.ENECO.2019.02.010
Wang S, Li G, Fang C (2018) Urbanization, economic growth, energy consumption, and CO2 emissions: empirical evidence from countries with different income levels. Renew Sust Energ Rev 81:2144–2159. https://doi.org/10.1016/J.RSER.2017.06.025
Wang S, Li Q, Fang C, Zhou C (2016) The relationship between economic growth, energy consumption, and CO2 emissions: empirical evidence from China. Sci Total Environ 542:360–371. https://doi.org/10.1016/J.SCITOTENV.2015.10.027
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. World Bank, In
Yang H-Y (2000) A note on the causal relationship between energy and GDP in Taiwan. Energy Econ 22:309–317. https://doi.org/10.1016/S0140-9883(99)00044-4
Zhang C, Zhou X (2016) Does foreign direct investment lead to lower CO2 emissions? Evidence from a regional analysis in China. Renew Sust Energ Rev 58:943–951. https://doi.org/10.1016/J.RSER.2015.12.226
Zheng J, Sheng P, Zheng J, Sheng P (2017) The impact of foreign direct investment (FDI) on the environment: market perspectives and evidence from China. Economies 5:8. https://doi.org/10.3390/economies5010008
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Khan, Z.U., Ahmad, M. & Khan, A. On the remittances-environment led hypothesis: Empirical evidence from BRICS economies. Environ Sci Pollut Res 27, 16460–16471 (2020). https://doi.org/10.1007/s11356-020-07999-8
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DOI: https://doi.org/10.1007/s11356-020-07999-8