Abstract
The present study major aim was to examine the impact of globalization, economic growth, population growth, renewable energy usage and nuclear energy on CO2 emissions globally by taking the annual data varies from 1985 to 2020. Stationarity among study variables were tested via unit root testing, while nonlinear autoregressive distributed lag (NARDL) technique was used to demonstrate the linkages among variables with the estimation of long-run and short-run. Study results reveal that both in the short run and long run, negative globalization and economic growth shocks positively and negatively influence CO2 emissions, respectively. Besides, higher population growth is found to positively influence CO2 emissions while renewable energy consumption cannot influence the CO2 emission figures. Lastly, positive and negative shocks to alternative nuclear energy consumption are evidenced to negatively influence CO2 emissions both in the short run and long run. Hence, in line with these findings, several new policies and strategies are recommended for reducing carbon emissions globally.
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References
Acheampong AO (2018) Economic growth, CO2 emissions and energy consumption: what causes what and where? Energy Econ 74:677–692
Adamu MB, Adamu H, Ade SM, Akeh GI (2020) Household energy consumption in Nigeria: a review on the applicability of the energy ladder model. J Appl Sci Environ Manag 24(2):237–244
Afonso TL, Marques AC, Fuinhas JA (2019) Energy–growth nexus and economic development: a quantile regression for panel data. In The extended energy-growth nexus, Academic Press, pp. 1–25. https://doi.org/10.1016/B978-0-12-815719-0.00001-2
Ahmad M, Zhao ZY (2018) Empirics on linkages among industrialization, urbanization, energy consumption, CO2 emissions and economic growth: a heterogeneous panel study of China. Environ Sci Pollut Res 25(30):30617–30632
Ahmed Z, Wang Z (2019) Investigating the impact of human capital on the ecological footprint in India: an empirical analysis. Environ Sci Pollut Res 26(26):26782–26796
Ahmed Z, Wang Z, Mahmood F, Hafeez M, Ali N (2019) Does globalization increase the ecological footprint? Empirical evidence from Malaysia. Environ Sci Pollut Res 26(18):18565–18582
Akintande OJ, Olubusoye OE, Adenikinju AF, Olanrewaju BT (2020) Modeling the determinants of renewable energy consumption: evidence from the five most populous nations in Africa. Energy 206:117992
Ansari MA, Haider S, Masood T (2021) Do renewable energy and globalization enhance ecological footprint: an analysis of top renewable energy countries? Environ Sci Pollut Res 28(6):6719–6732
Atil A, Nawaz K, Lahiani A, Roubaud D (2020) Are natural resources a blessing or a curse for financial development in Pakistan? The importance of oil prices, economic growth and economic globalization. Resour Policy 67:101683
Aydin M, Turan YE (2020) The influence of financial openness, trade openness, and energy intensity on ecological footprint: revisiting the environmental Kuznets curve hypothesis for BRICS countries. Environ Sci Pollut Res 27(34):43233–43245
Balcilar M, Bekiros S, Gupta R (2017) The role of news-based uncertainty indices in predicting oil markets: a hybrid nonparametric quantile causality method. Empir Econ 53(3):879–889
Baloch MA, Mahmood N, Zhang JW (2019) Effect of natural resources, renewable energy and economic development on CO2 emissions in BRICS countries. Sci Total Environ 678:632–638
Behera J, Mishra AK (2020) Renewable and non-renewable energy consumption and economic growth in G7 countries: evidence from panel autoregressive distributed lag (P-ARDL) model. IEEP 17(1):241–258
Bilan Y, Streimikiene D, Vasylieva T, Lyulyov O, Pimonenko T, Pavlyk A (2019) Linking between renewable energy, CO2 emissions, and economic growth: challenges for candidates and potential candidates for the EU membership. Sustainability 11(6):1528
Bildirici ME, Castanho RA, Kayıkçı F, Genç SY (2022) ICT, energy intensity, and CO2 emission nexus. Energies 15(13):4567
Bulut U, Muratoglu G (2018) Renewable energy in Turkey: great potential, low but increasing utilization, and an empirical analysis on renewable energy-growth nexus. Energy Policy 123:240–250
Cao H, Khan MK, Rehman A, Dagar V, Oryani B, Tanveer A (2021) Impact of globalization, institutional quality, economic growth, electricity and renewable energy consumption on carbon dioxide emission in OECD countries. Environ Sci Pollut Res 1-12. https://doi.org/10.1007/s11356-021-17076-3
Danish WZ (2019) Investigation of the ecological footprint’s driving factors: what we learn from the experience of emerging economies. Sustain Cities Soc 49:101626
Destek MA, Sinha A (2020) Renewable, non-renewable energy consumption, economic growth, trade openness and ecological footprint: evidence from organisation for economic Co-operation and development countries. J Clean Prod 242:118537
Dogan E, Turkekul B (2016) CO2 emissions, real output, energy consumption, trade, urbanization and financial development: testing the EKC hypothesis for the USA. Environ Sci Pollut Res 23(2):1203–1213
Dong K, Dong X, Jiang Q (2020) How renewable energy consumption lower global CO2 emissions? Evidence from countries with different income levels. World Econ 43(6):1665–1698
Espa I, Holzer K (2018) Negotiating 21st century rules on energy: what is at stake for the European Union, the United States and the BRICS? J World Invest Trade 19(3):415–443
Figge L, Oebels K, Offermans A (2017) The effects of globalization on ecological footprints: an empirical analysis. Environ Dev Sustain 19(3):863–876
Fuller WA (1979) Distribution of the estimators for autoregressive time series with a unit root. J Am Stat Assoc 74(366a):427–431
Gökgöz F, Güvercin MT (2018) Energy security and renewable energy efficiency in EU. Renew Sustain Energy Rev 96:226–239
Gottschamer L, Zhang Q (2016) Interactions of factors impacting implementation and sustainability of renewable energy sourced electricity. Renew Sustain Energy Rev 65:164–174
Gozgor G, Lau CKM, Lu Z (2018) Energy consumption and economic growth: new evidence from the OECD countries. Energy 153:27–34
Hanif I (2018) Impact of economic growth, nonrenewable and renewable energy consumption, and urbanization on carbon emissions in sub-Saharan Africa. Environ Sci Pollut Res 25(15):15057–15067
Hanif I, Gago-de-Santos P (2017) The importance of population control and macroeconomic stability to reducing environmental degradation: an empirical test of the environmental Kuznets curve for developing countries. Environ Dev 23:1–9
Hassan ST, Xia E, Khan NH, Shah SMA (2019) Economic growth, natural resources, and ecological footprints: evidence from Pakistan. Environ Sci Pollut Res 26(3):2929–2938
He X, Adebayo TS, Kirikkaleli D, Umar M (2021) Consumption-based carbon emissions in Mexico: an analysis using the dual adjustment approach. Sustain Prod Consum 27:947–957
Iqbal A, Tang X, Rasool SF (2022) Investigating the nexus between CO2 emissions, renewable energy consumption, FDI, exports and economic growth: evidence from BRICS countries. Environ Dev Sustain 1-30. https://doi.org/10.1007/s10668-022-02128-6
Johansen S, Juselius K (1990) Maximum likelihood estimation and inference on cointegration—with applications to the demand for money. Oxford Bull Econ Stat 52(2):169–210. https://doi.org/10.1111/j.1468-0084.1990.mp52002003.x
Kirikkaleli D, Güngör H, Adebayo TS (2022) Consumption-based carbon emissions, renewable energy consumption, financial development and economic growth in Chile. Bus Strateg Environ 31(3):1123–1137
Koengkan M (2017) Is the globalization influencing the primary energy consumption? The case of Latin America and Caribbean countries. Cadernos UniFOA 12(33):57–67
Koohi-Fayegh S, Rosen MA (2020) A review of energy storage types, applications and recent developments. J Energy Storage 27:101047
Kwakwa PA (2020) What determines renewable energy consumption? Startling evidence from Ghana. Int J Energy Sect Manage 15(1):101–118. https://doi.org/10.1108/IJESM-12-2019-0019
Kwakwa PA, Alhassan H (2018) The effect of energy and urbanisation on carbon dioxide emissions: evidence from Ghana. OPEC Energy Review 42(4):301–330
Kwakwa PA, Alhassan H, Adu G (2020) Effect of natural resources extraction on energy consumption and carbon dioxide emission in Ghana. Int J Energy Sect Manage 14(1):20–39. https://doi.org/10.1108/IJESM-09-2018-0003
Kwiatkowski D, Phillips PC, Schmidt P, Shin Y (1992) Testing the null hypothesis of stationarity against the alternative of a unit root: How sure are we that economic time series have a unit root? J Econom 54(1–3):159–178
Latif Z, Latif S, Ximei L, Pathan ZH, Salam S, Jianqiu Z (2018) The dynamics of ICT, foreign direct investment, globalization and economic growth: panel estimation robust to heterogeneity and cross-sectional dependence. Telematics Inform 35(2):318–328
Li Q, Cherian J, Shabbir MS, Sial MS, Li J, Mester I, Badulescu A (2021) Exploring the relationship between renewable energy sources and economic growth. The Case of SAARC Countries. Energies 14(3):520
Lin B, Agyeman SD (2019) Assessing Ghana’s carbon dioxide emissions through energy consumption structure towards a sustainable development path. J Clean Prod 238:117941
Llanos C, Kristjanpoller W, Michell K, Minutolo MC (2022) Causal treatment effects in time series: CO2 emissions and energy consumption effect on GDP. Energy 249:123625
Maji IK, Sulaiman C, Abdul-Rahim AS (2019) Renewable energy consumption and economic growth nexus: a fresh evidence from West Africa. Energy Rep 5:384–392
Manisalidis I, Stavropoulou E, Stavropoulos A, Bezirtzoglou E (2020) Environmental and health impacts of air pollution: a review. Front Public Health 8:14
Menegaki AN (2011) Growth and renewable energy in Europe: a random effect model with evidence for neutrality hypothesis. Energy Econ 33(2):257–263
Menegaki AN, Tiwari AK (2017) The index of sustainable economic welfare in the energy-growth nexus for American countries. Ecol Ind 72:494–509
Menegaki AN, Tugcu CT (2018) Two versions of the Index of Sustainable Economic Welfare (ISEW) in the energy-growth nexus for selected Asian countries. Sustain Prod Consum 14:21–35
Menyah K, Wolde-Rufael Y (2010) Energy consumption, pollutant emissions and economic growth in South Africa. Energy Econ 32(6):1374–1382
Miao C, Fang D, Sun L, Luo Q (2017) Natural resources utilization efficiency under the influence of green technological innovation. Resour Conserv Recycl 126:153–161
Murshed M, Ahmed Z, Alam MS, Mahmood H, Rehman A, Dagar V (2021) Reinvigorating the role of clean energy transition for achieving a low-carbon economy: evidence from Bangladesh. Environ Sci Pollut Res 28(47):67689–67710
Omer AM (2009) Energy use and environmental impacts: a general review. J Renew Sustain Energy 1(5):053101
Østergaard PA, Duic N, Noorollahi Y, Mikulcic H, Kalogirou S (2020) Sustainable development using renewable energy technology. Renewable Energy 146:2430–2437
Pesaran MH, Shin Y, Smith RC (2001) Bounds testing approaches to the analysis of level relationships. J Appl Econ 16:289–326
Pfeifer A, Dobravec V, Pavlinek L, Krajačić G, Duić N (2018) Integration of renewable energy and demand response technologies in interconnected energy systems. Energy 161:447–455
Phillips PC, Perron P (1988) Testing for a unit root in time series regression. Biometrika 75(2):335–346. https://doi.org/10.1093/biomet/75.2.335
Pourreza A, Geravandi S, Pakdaman M (2018) Food security and economic growth. J Nutr Food Secur 3(3):113–115
Przychodzen W, Przychodzen J (2020) Determinants of renewable energy production in transition economies: a panel data approach. Energy 191:116583
Rahman ARA, Shaari MS, Masnan F, Esquivias MA (2022) The impacts of energy use, tourism and foreign workers on CO2 emissions in Malaysia. Sustainability 14(4):2461
Rahman MM, Kashem MA (2017) Carbon emissions, energy consumption and industrial growth in Bangladesh: empirical evidence from ARDL cointegration and Granger causality analysis. Energy Policy 110:600–608
Rahman MM, Velayutham E (2020) Renewable and non-renewable energy consumption-economic growth nexus: new evidence from South Asia. Renewable Energy 147:399–408
Rehman A, Ma H, Radulescu M, Sinisi CI, Paunescu LM, Alam MD, Alvarado R (2021) The energy mix dilemma and environmental sustainability: interaction among greenhouse gas emissions, nuclear energy, urban agglomeration, and economic growth. Energies 14(22):7703
Sadiq M, Shinwari R, Usman M, Ozturk I, Maghyereh AI (2022) Linking nuclear energy, human development and carbon emission in BRICS region: do external debt and financial globalization protect the environment? Nucl Eng Technol. https://doi.org/10.1016/j.net.2022.03.024
Sahoo M, Sahoo J (2022) Effects of renewable and non-renewable energy consumption on CO2 emissions in India: empirical evidence from disaggregated data analysis. J Public Aff 22(1):e2307
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
Saud S, Baloch MA, Lodhi RN (2018) The nexus between energy consumption and financial development: estimating the role of globalization in Next-11 countries. Environ Sci Pollut Res 25(19):18651–18661
Sebri M (2015) Use renewables to be cleaner: meta-analysis of the renewable energy consumption–economic growth nexus. Renew Sustain Energy Rev 42:657–665
Shahbaz M, Lahiani A, Abosedra S, Hammoudeh S (2018a) The role of globalization in energy consumption: a quantile cointegrating regression approach. Energy Econ 71:161–170
Shahbaz M, Shahzad SJH, Mahalik MK (2018b) Is globalization detrimental to CO2 emissions in Japan? New threshold analysis. Environ Model Assess 23(5):557–568
Shin Y, Yu B, Greenwood-Nimmo M (2014) Modelling asymmetric cointegration and dynamic multipliers in a nonlinear ARDL framework. Festschrift in honor of Peter Schmidt. Springer, New York, NY, pp 281–314
Singh N, Nyuur R, Richmond B (2019) Renewable energy development as a driver of economic growth: evidence from multivariate panel data analysis. Sustainability 11(8):2418
Soava G, Mehedintu A, Sterpu M, Raduteanu M (2018) Impact of renewable energy consumption on economic growth: evidence from European Union countries. Technol Econ Dev Econ 24(3):914–932
Song C, Bilsborrow R, Jagger P, Zhang Q, Chen X, Huang Q (2018) Rural household energy use and its determinants in China: how important are influences of payment for ecosystem services vs. other factors? Ecol Econ 145:148–159
Temiz Dinç D, Akdoğan EC (2019) Renewable energy production, energy consumption and sustainable economic growth in Turkey: a VECM approach. Sustainability 11(5):1273
Wang Q, Wang X, Li R (2022) Does urbanization redefine the environmental Kuznets curve? An empirical analysis of 134 Countries. Sustain Cities Soc 76:103382
Wang Z, Li Y, Cai H, Wang B (2018) Comparative analysis of regional carbon emissions accounting methods in China: production-based versus consumption-based principles. J Clean Prod 194:12–22
Widiyanti M, Sadalia I, Irawati N, Hendrawaty E (2019) Determining firm’s performance: moderating role of CSR in renewable energy sector of Indonesia. Pol J Manag Stud 19
Zafar MW, Saleem MM, Destek MA, Caglar AE (2022) The dynamic linkage between remittances, export diversification, education, renewable energy consumption, economic growth, and CO2 emissions in top remittance-receiving countries. Sustain Dev 30(1):165–175
Zhang J, Wang B, Latif Z (2019) Towards cross-regional sustainable development: the nexus between information and communication technology, energy consumption, and CO 2 emissions. Sustain Dev 27(5):990–1000
Zhao Q, Chen Q, Xiao Y, Tian G, Chu X, Liu Q (2017) Saving forests through development? Fuelwood consumption and the energy-ladder hypothesis in rural southern China. Transform Bus Econ 16(3)
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Abdul Rehman: conceptualization, investigation, methodology, formal analysis, visualization; writing the original draft; Mohammad Mahtab Alam, Ilhan Ozturk and Hengyun Ma: investigation, visualization, review and editing; Muntasir Murshed, Cem Işık and Rafael Alvarado: editing and made suggestions of the manuscript.
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Rehman, A., Alam, M.M., Ozturk, I. et al. Globalization and renewable energy use: how are they contributing to upsurge the CO2 emissions? A global perspective. Environ Sci Pollut Res 30, 9699–9712 (2023). https://doi.org/10.1007/s11356-022-22775-6
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DOI: https://doi.org/10.1007/s11356-022-22775-6