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Threshold non-linear relationship between globalization, renewable energy consumption, and environmental degradation: evidence from smooth transition models

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Abstract

The study intends to explore the following objectives: initially, to examine the non-linear connection between globalization, renewable energy consumption, and environmental degradation. Secondly, to evaluate the role of globalization in increasing or decreasing the carbon emission at the threshold level for different income countries. Panel smooth transition regression (PSTR) is an econometric technique that has been applied for estimation utilizing the data from 1995 to 2017. Results signify that the globalization and environmental degradation have non-linear connection and depends on different regimes. Moreover, on the basis of estimation, it is considered that the effect beyond the threshold level can be damaging, whereas less than the threshold level globalization is positively related to carbon emission. Hence, the inverted U-shaped relation denotes that at a specific level, the rise in globalization reduces carbon emission, but later, a specific level globalization accumulates carbon emission. Carbon emission has non-linear and regime-dependent relation to economic development and renewable energy consumption. The study provides recommendations that can assist policymakers.

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Data availability

The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.

References

  • Acheampong AO, Adams S, Boateng E (2019) Do globalization and renewable energy contribute to carbon emissions mitigation in Sub-Saharan Africa? Sci Total Environ 677:436–446

    Article  CAS  Google Scholar 

  • Acheampong AO (2018) Economic growth, CO2 emissions and energy consumption: what causes what and where? Energy Econ 74:677–692. https://doi.org/10.1016/j.eneco.2018.07.022

  • Acheampong AO, Boateng EB (2019) Modelling carbon emissions intensity: application of artificial neural network. J Clean Prod 225:833–856. https://doi.org/10.1016/j.jclepro.2019.03.352

    Article  Google Scholar 

  • Al-Mulali U, Ozturk I (2015) The effect of energy consumption, urbanization, trade openness, industrial output, and the political stability on the environmental degradation in the MENA Middle East and North African region. Energy 84:382–389

    Article  Google Scholar 

  • Apergis N, Payne JE (2010a) Renewable energy consumption and growth in Eurasia. Energy Econ 32(6):1392–1397

  • Apergis N, Payne JE (2010b) Renewable energy consumption and economic growth: evidence from a panel of OECD countries. Energy Policy 38(1):656–660

  • Awodumi OB, Adewuyi AO (2020) The role of non-renewable energy consumption in economic growth and carbon emission: evidence from oil producing economies in Africa. Energy Strategy Rev 27:100434

  • Bakirtas I, Cetin MA (2017) Revisiting the environmental Kuznets curve and pollution haven hypotheses: MIKTA sample. Environ Sci Pollut Res 2422:18273–18283

  • Balsalobre-Lorente D, Shahbaz M, Roubaud D, Farhani S (2018) How economic growth, renewable electricity and natural resources contribute to CO2 emissions? Energy Policy 113:356–367

    Article  Google Scholar 

  • Bekun FV, Alola AA, Sarkodie SA (2019a) Toward a sustainable environment: Nexus between CO2 emissions, resource rent, renewable and nonrenewable energy in 16-EU countries. Sci Total Environ 657:1023–1029

  • Bekun FV, Emir F, Sarkodie SA (2019b) Another look at the relationship between energy consumption, carbon dioxide emissions, and economic growth in South Africa. Sci Total Environ 655:759–765

  • Belaïd F, Zrelli MH (2019) Renewable and non-renewable electricity consumption, environmental degradation and economic development: evidence from Mediterranean countries. Energy Policy 133:110929

  • Ben Jebli M, Ben Youssef S (2015) Output, renewable and non-renewable energy consumption and international trade: evidence from a panel of 69 countries. Renew Energy 83:799–808

  • Bhattacharya M, Churchill SA, Paramati SR (2017) The dynamic impact of renewable energy and institutions on economic output and CO2 emissions across regions. Renew Energy 111:157–167

    Article  Google Scholar 

  • Blanford GJ (2009) R&D investment strategy for climate change. Energy Econ 31:27e36–27S36. https://doi.org/10.1016/j.eneco.2008.03.010

    Article  Google Scholar 

  • Can M, Gozgor G (2016) Dynamic relationships among CO2 emissions, energy consumption, economic growth, and economic complexity in France. Energy consumption. Economic Growth, and Economic Complexity in France March 30, 2016

  • Chang CP, Dong M, Sui B, Chu Y (2019) Driving forces of global carbon emissions: from time-and spatial-dynamic perspectives. Econ Model 77:70–80

  • Chang CP, Wen J, Dong M, Hao Y (2018) Does government ideology affect environmental pollutions? New evidence from instrumental variable quantile regression estimations. Energy Policy 113:386–400

  • Charfeddine L, Mrabet Z (2017) The impact of economic development and social-political factors on ecological footprint: a panel data analysis for 15 MENA countries. Renew Sust Energ Rev 76:138e154. https://doi.org/10.1016/j.rser.2017.03.031

  • Christmann P, Taylor G (2001) Globalization and the environment: determinants of firm self-regulation in China. J Int Bus Stud 32(3):439–458

    Article  Google Scholar 

  • Destek MA, Ozsoy FN (2015) Relationships between economic growth, energy consumption, globalization, urbanization and environmental degradation in Turkey. Int J Energ Stat 3(04):1550017

    Article  Google Scholar 

  • Doytch N, Uctum M (2016) Globalization and the environmental impact of sectoral FDI. Econ Syst 404:582–594. https://doi.org/10.1016/j.ecosys.2016.02.005

    Article  Google Scholar 

  • Farhani S, Chaibi A, Rault C (2014) CO2 emissions, output, energy consumption, and trade in Tunisia. Econ Model 38:426–434. https://doi.org/10.1016/j.econmod.2014.01.025

  • Fouquau J, Hurlin C, Rabaud I (2008) The Feldstein–Horioka puzzle: a panel smooth transition regression approach. Econ Model 25:284–299

    Article  Google Scholar 

  • Ghosh S (2010) Examining carbon emissions economic growth nexus for India: a multivariate cointegration approach. Energy Policy 38(6):3008–3014

  • Gonzalez A, Ter€asvirta T, & van Dijk D (2005) Panel smooth transition regression models, (No 165). Research Paper Series. Sydney: Quantitative Finance Research Centre, University of Technology

  • Zaidi SAH, Zafar MW, Shahbaz M, Hou F (2019) Dynamic linkages between globalization, financial development and carbon emissions: evidence from Asia Pacific Economic Cooperation countries. J Clean Prod 228:533–543

    Article  Google Scholar 

  • Hakimi A, Hamdi H (2016) Trade liberalization, FDI inflows, environmental quality and economic growth: a comparative analysis between Tunisia and Morocco. Renew Sust Energ Rev 58:1445–1456. https://doi.org/10.1016/j.rser.2015.12.280

  • 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

    Article  CAS  Google Scholar 

  • Hansen BE (2000) Sample splitting and threshold estimation. Econometrica 68:575–603

    Article  Google Scholar 

  • Hu H, Xie N, Fang D, Zhang X (2018) The role of renewable energy consumption and commercial services trade in carbon dioxide reduction: evidence from 25 developing countries. Appl Energy 211:1229–1244

    Article  Google Scholar 

  • Inglesi-Lotz R, Dogan E (2018) The role of renewable versus non-renewable energy to the level of CO2 emissions a panel analysis of sub-Saharan Africa’s Βig 10 electricity generators. Renew Energy 123:36–43. https://doi.org/10.1016/j.renene.2018.02.041

  • Islam F, Shahbaz M, Ahmed AU, Alam MM (2013) Financial development and energy consumption nexus in Malaysia: a multivariate time series analysis. Econ Model 30:435–441

  • Jalil A, Feridun M (2011) The impact of growth, energy and financial development on the environment in China: a cointegration analysis. Energy Econ 33:284e291–284e291. https://doi.org/10.1016/j.eneco.2010.10.003

  • Jayanthakumaran K, Verma R, Liu Y (2012) CO2 emissions, energy consumption, trade and income: a comparative analysis of China and India. Energy Policy 42:450–460

    Article  Google Scholar 

  • Jiao J, Jiang G, Yang R (2018) Impact of RD technology spillovers on carbon emissions between China’s regions. Structural Change and Economic Dynamics https://doi.org/10.1016/j.strueco.2018.07.002

  • Joshi P, Beck K (2018) Democracy and carbon dioxide emissions: assessing the interactions of political and economic freedom and the environmental Kuznets curve. Energy Res Soc Sci 39:46–54. https://doi.org/10.1016/j.erss.2017.10.020

    Article  Google Scholar 

  • Jugurnath B, Emrith A (2018) Impact of foreign direct investment on environment degradation: evidence from SIDS countries. J Dev Areas 522:13–26

    Article  Google Scholar 

  • Khan H, Khan I, Binh TT (2020) The heterogeneity of renewable energy consumption, carbon emission and financial development in the globe: a panel quantile regression approach. Energy Rep 6:859–867

    Article  Google Scholar 

  • Kostakis I, Lolos S, Sardianou E (2017) Foreign direct investment and environmental degradation: further evidence from Brazil and Singapore. J Environ Manag Tour 81(17):45

    Google Scholar 

  • Lee KH, Min B (2014) Globalization and carbon constrained global economy: a fad or a trend? J Asia Pac Bus 15:105e121. https://doi.org/10.1080/10599231.2014.904181

  • Liu Q, Wang S, Zhang W, Zhan D, Li J (2018) Does foreign direct investment affect environmental pollution in China’s cities? A spatial econometric perspective. Sci Total Environ 613:521–529

    Article  Google Scholar 

  • McGuire MC (1982) Regulation, factor rewards, and international trade. J Public Econ 173:335–354

    Article  Google Scholar 

  • Menyah K, Wolde-Rufael Y (2010) Energy consumption, pollutant emissions and economic growth in South Africa. Energy Econ 32(6):1374–1382

    Article  Google Scholar 

  • Mishkin FS (2009) Globalization and financial development. J Dev Econ 89:164e169–164e169. https://doi.org/10.1016/j.jdeveco.2007.11.004

    Article  Google Scholar 

  • Ning L, Wang F (2018) Does FDI bring environmental knowledge spillovers to developing countries? The role of the local industrial structure. Environ Resour Econ 712:381–405. https://doi.org/10.1007/s10640-017-0159-y

    Article  Google Scholar 

  • Omri A, Nguyen DK (2014) On the determinants of renewable energy consumption: international evidence. Energy 72:554–560

  • Padhan H, Padhang PC, Tiwari AK, Ahmed R, Hammoudeh S (2020) Renewable energy consumption and robust globalization (s) in OECD countries: Do oil, carbon emissions and economic activity matter? Energy Strategy Rev 32:100535

  • Paramati SR, Mo D, Huang R (2020) The role of financial deepening and green technology on carbon emissions: evidence from major OECD economies. Financ Res Lett:101794

  • Pesaran HM (2004) General diagnostic tests for cross-sectional dependence in panels, vol 435. University of Cambridge, Working Papers in Economics, Cambridge

  • Povitkina M (2018) The limits of democracy in tackling climate change. Environ Politics 273:411–432

  • Rahman SM, Miah MD (2017) The impact of sources of energy production on globalization: evidence from panel data analysis. Renew Sust Energ Rev 74:110–115

    Article  Google Scholar 

  • Raza SA, Qureshi MA, Ahmed M, Qaiser S, Ali R, Ahmed F (2020a) Non-linear relationship between tourism, economic growth, urbanization, and environmental degradation: evidence from smooth transition models. Environ Sci Pollut Res:1–17

  • Raza SA, Shah N, Qureshi MA, Qaiser S, Ali R, Ahmed F (2020b) Non-linear threshold effect of financial development on renewable energy consumption: evidence from panel smooth transition regression approach. Environ Sci Pollut Res Int 27:32034–32047

    Article  Google Scholar 

  • Raza SA, Shah N, Khan KA (2020c) Residential energy environmental Kuznets curve in emerging economies: the role of economic growth, renewable energy consumption, and financial development. Environ Sci Pollut Res 27(5):5620–5629

    Article  CAS  Google Scholar 

  • Zaman K, Shahbaz M, Loganathan N, Raza SA (2016) Tourism development, energy consumption and environmental Kuznets curve: trivariate analysis in the panel of developed and developing countries. Tour Manag 54:275–283

    Article  Google Scholar 

  • Raza SA, Sharif A, Wong WK, Karim MZA (2017) Tourism development and environmental degradation in the United States: evidence from wavelet-based analysis. Curr Issue Tour 20(16):1768–1790

    Article  Google Scholar 

  • Sadorsky P (2009) Renewable energy consumption and income in emerging economies. Energy Policy 37(10):4021–4028

    Article  Google Scholar 

  • Saint Akadiri S, Alola AA, Akadiri AC, Alola UV (2019) Renewable energy consumption in EU-28 countries: policy toward pollution mitigation and economic sustainability. Energy Policy 132:803–810

  • Saint Akadiri S, Alola AA, Olasehinde-Williams G, Etokakpan MU (2020) The role of electricity consumption, globalization and economic growth in carbon dioxide emissions and its implications for environmental sustainability targets. Sci Total Environ 708:134653

  • 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

    Article  Google Scholar 

  • 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

    Article  Google Scholar 

  • Shafiei S, Salim RA (2014) Non-renewable and renewable energy consumption and CO2 emissions in OECD countries: a comparative analysis. Energy Policy 66:547–556

    Article  CAS  Google Scholar 

  • Shahbaz M, Lahiani A, Abosedra S, Hammoudeh S (2018) The role of globalization in energy consumption: a quantile cointegrating regression approach. Energy Econ 71:161–170

    Article  Google Scholar 

  • Shahbaz M, Mahalik MK, Shahzad SJH, Hammoudeh S (2019) Testing the globalization-driven carbon emissions hypothesis: international evidence. Int Econ 158:25–38

    Article  Google Scholar 

  • Shahbaz M, Mallick H, Mahalik MK, Sadorsky P (2016a) The role of globalization on the recent evolution of energy demand in India: implications for sustainable development. Energy Econ 55:52–68

    Article  Google Scholar 

  • Shahbaz M, Shahzad SJH, Ahmad N, Alam S (2016b) Financial development and environmental quality: the way forward. Energy Policy 98:353–364

  • Shahbaz M, Solarin SA, Ozturk I (2016c) Environmental Kuznets curve hypothesis and the role of globalization in selected African countries. Ecol Indic 67:623–636. https://doi.org/10.1016/j.ecolind.2016.03.024

  • Shahbaz M, Nasreen S, Ahmed K, Hammoudeh S (2017a) Trade openness–carbon emissions nexus: the importance of turning points of trade openness for country panels. Energy Econ 61:221–232. https://doi.org/10.1016/j.eneco.2016.11.008

    Article  Google Scholar 

  • Shahbaz M, Van Hoang TH, Mahalik MK, Roubaud D (2017b) Energy consumption, financial development and economic growth in India: new evidence from a nonlinear and asymmetric analysis. Energy Econ 63:199–212

    Article  Google Scholar 

  • Sinha A, Shahbaz M (2018) Estimation of environmental Kuznets curve for CO2 emission: role of renewable energy generation in India. Renew Energy 119:703–711

    Article  Google Scholar 

  • Stavropoulos S, Wall R, Xu Y (2018) Environmental regulations and industrial competitiveness: evidence from China. Appl Econ 5012:1378–1394

    Article  Google Scholar 

  • Tamazian A, Chousa JP, Vadlamannati KC (2009) Does higher economic and financial development lead to environmental degradation: evidence from BRIC countries. Energy Policy 37(1):246–253

    Article  Google Scholar 

  • Tang L, Bao Q, Zhang Z, Wang S (2015) Carbon-based border tax adjustments and China’s international trade: analysis based on a dynamic computable general equilibrium model. Environ Econ Policy Stud 17(2):329–360

    Article  Google Scholar 

  • United Nations Framework Convention on Climate Change (UNFCCC) (2011) Establishment of an ad hoc working group on the Durban platform for enhanced action: proposal by the president. Seventeenth session of the Conference of the Parties, Durban

  • Walter I, Ugelow JL (1979) Environmental policies in developing countries. Ambio:102–109

  • Wang L, Vo XV, Shahbaz M, Ak A (2020) Globalization and carbon emissions: is there any role of agriculture value-added, financial development, and natural resource rent in the aftermath of COP21? J Environ Manag 268:110712

    Article  CAS  Google Scholar 

  • Wang Q, Zhang F (2020) The effects of trade openness on decoupling carbon emissions from economic growth–evidence from 182 countries. J Clean Prod 279:123838

    Article  Google Scholar 

  • Wijen F, van Tulder R (2011) Integrating environmental and international strategies in a world of regulatory turbulence. Calif Manag Rev 53(4):23–46

    Article  Google Scholar 

  • WRI C (2014) Climate analysis indicators tool: WRI’s climate data explorer. World Resources Institute, Washington, DC. http://cait2.wri.org

  • You W, Lv Z (2018) Spillover effects of economic globalization on CO2 emissions: a spatial panel approach. Energy Econ 73:248–257

    Article  Google Scholar 

  • Zafar MW, Saud S, Hou F (2019) The impact of globalization and financial development on environmental quality: evidence from selected countries in the Organization for Economic Co-operation and Development (OECD). Environ Sci Pollut Res Forthcom 26:13246–13262. https://doi.org/10.1007/s11356-019-04761-7

    Article  CAS  Google Scholar 

  • Zaidi SAH, Danish, Hou F, Mirza FM (2018) The role of renewable and nonrenewable energy consumption in CO2 emissions: a disaggregate analysis of Pakistan. Environ Sci Pollut Res 25:31616e31629. https://doi.org/10.1007/s11356-018-3059-y

  • 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. https://doi.org/10.1016/j.rser.2015.12.226

  • Zhang YJ (2011) The impact of financial development on carbon emissions: an empirical analysis in China. Energy Policy 39(4):2197–2203

    Article  Google Scholar 

  • Zhou A, Li J (2019) Heterogeneous role of renewable energy consumption in economic growth and emissions reduction: evidence from a panel quantile regression. Environ Sci Pollut Res 26(22):22575–22595

    Article  Google Scholar 

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Yushi Jiang: Conceptualization, writing—original draft, writing—review and editing, supervision

Asadullah Khaskheli: Conceptualization, writing—original draft, writing—review and editing, data curation

Syed Ali Raza: Methodology, writing—original draft, writing—review and editing, software, formal analysis

Muhammad Asif Qureshi: Formal analysis, writing—original draft, writing—review and editing, data curation, methodology, formal analysis, software

Maiyra Ahmed: writing—original draft, writing—review and editing, data curation

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Correspondence to Asadullah Khaskheli or Syed Ali Raza.

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Jiang, Y., Khaskheli, A., Raza, S.A. et al. Threshold non-linear relationship between globalization, renewable energy consumption, and environmental degradation: evidence from smooth transition models. Environ Sci Pollut Res 28, 13323–13339 (2021). https://doi.org/10.1007/s11356-020-11537-x

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