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A link between productivity, globalisation and carbon emissions: evidence from emissions by coal, oil and gas

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Abstract

Although much has been discussed about the link between renewable energy, globalisation and carbon dioxide (CO2) emissions, yet the impact of total factor productivity (TFP) on CO2 emissions is less known in the existing literature. Therefore, the present study considers TFP as one of the determinants of CO2 as it is believed that technological enhancement plays an essential role in improving the environmental quality by raising efficiency in energy use and pollution treatment. In contrast, it may also have unfavourable impacts. In particular, this study analyses how TFP along with renewable energy and globalisation affect the aggregate and source of CO2 emissions (oil, coal and gas) in the case of top ten carbon emitters from the developing economies over the period 1980–2018. To achieve the above objective, we use the second-generation panel unit root, cointegration and causality tests. We also implement a cross-sectional autoregressive distributed lag model (CS-ARDL) to find the long-run and short-run coefficients. Findings from panel cointegration tests show that there exists a significant long-run relationship between renewable energy, non-renewable energy, globalisation, total factor productivity and CO2. Moreover, findings show that renewable energy consumption has a negative and significant impact on CO2 emissions while non-renewable energy consumption significantly increases the CO2 at aggregate and disaggregated levels. Further, our results confirm that TFP increases the CO2 emissions whereas globalisation decreases CO2. From the policy point of view, TFP growth needs to be accelerated to a higher level so that it enables low carbon growth. The slower TFP growth may enhance output which requires more energy and produces more emissions. Thus, there should be a promotion of emissions’ reducing technology along with better TFP growth. Also, our findings recommend that CO2 in sample countries can be reduced through promoting low carbon technology, and globalisation.

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Notes

  1. Assume that social preferences, technology and government policies continue to progress in away and speed seen over the past few years.

  2. They have taken five dimensions of globalisation that are political, economic, social–cultural, technological and ecological.

  3. This test is used in both case balance and unbalance panels data where T < N.

  4. The test performs well while working with panel countries with T > N.

  5. Since we have discussed the environmental effect of lnTFP on carbon emission in model 1, so we do not discuss here.

References

  • Adebayo TS, Kirikkaleli D (2021) Impact of renewable energy consumption, globalization, and technological innovation on environmental degradation in Japan: application of wavelet tools. Environ Dev Sustain 23:1–26

    Article  Google Scholar 

  • Ahmad A, Zhao Y, Shahbaz M, Bano S, Zhang Z, Wang S, Liu Y (2016) Carbon emissions, energy consumption and economic growth: an aggregate and disaggregate analysis of the Indian economy. Energy Policy 96:131–143. https://doi.org/10.1016/j.enpol.2016.05.032

    Article  CAS  Google Scholar 

  • Ahmed Z, Le HP (2021) Linking information communication technology, trade globalization index, and CO2 emissions: evidence from advanced panel techniques. Environ Sci Pollut Res 28(7):8770–8781. https://doi.org/10.1007/s11356-020-11205-0

    Article  Google Scholar 

  • Ahmed Z, Wang Z, Mahmood F, Hafeez M, Ali N (2019) Does globalisation increase the ecological footprint? Empirical evidence from Malaysia. Environ Sci Pollut Res 26(18):18565–18582

    Article  Google Scholar 

  • Ahmed Z, Cary M, Le HP (2021a) Accounting asymmetries in the long-run nexus between globalization and environmental sustainability in the United States: an aggregated and disaggregated investigation. Environ Impact Assess Rev 86:106511. https://doi.org/10.1016/j.eiar.2020.106511

    Article  Google Scholar 

  • Ahmed Z, Zhang B, Cary M (2021b) Linking economic globalization, economic growth, financial development, and ecological footprint: evidence from symmetric and asymmetric ARDL. Ecol Ind 121:107060. https://doi.org/10.1016/j.ecolind.2020.107060

    Article  Google Scholar 

  • Alkhathlan K, Javid M (2013) Energy consumption, carbon emissions and economic growth in Saudi Arabia: an aggregate and disaggregate analysis. Energy Policy 62:1525–1532

    Article  Google Scholar 

  • Altinoz B, Vasbieva D, Kalugina O (2020) The effect of information and communication technologies and total factor productivity on CO2 emissions in top 10 emerging market economies. Environ Sci Pollut Res 28:1–10

    Google Scholar 

  • Amri F (2018) Carbon dioxide emissions, total factor productivity, ICT, trade, financial development, and energy consumption: testing environmental Kuznets curve hypothesis for Tunisia. Environ Sci Pollut Res 25(33):33691–33701

    Article  CAS  Google Scholar 

  • Amri F, Zaied YB, Lahouel BB (2019) ICT, total factor productivity, and carbon dioxide emissions in Tunisia. Technol Forecast Soc Chang 146:212–217

    Article  Google Scholar 

  • Ansari MA, Ahmad MR, Siddique S, Mansoor K (2020) An environment Kuznets curve for ecological footprint: Evidence from GCC countries. Carbon Manag 11(4):355–368

    Article  CAS  Google Scholar 

  • Ansari MA, Haider S, Masood T (2021) Do renewable energy and globalization enhance ecological footprint: an analysis of top renewable energy countries? Environ Sci Poll Res 28(6):6719–6732

    Article  Google Scholar 

  • Apergis N, Payne JE, Menyah K, Wolde-Rufael Y (2010) On the causal dynamics between emissions, nuclear energy, renewable energy, and economic growth. Ecol Econ 69(11):2255–2260

    Article  Google Scholar 

  • Apergis N, Payne JE (2014) The causal dynamics between renewable energy, real GDP, emissions and oil prices: evidence from OECD countries. Appl Econ 46(36):4519–4525. https://doi.org/10.1080/00036846.2014.964834

    Article  Google Scholar 

  • Apergis N, Payne JE (2015) Renewable energy, output, carbon dioxide emissions, and oil prices: evidence from South America. Energy Sources Part B 10(3):281–287. https://doi.org/10.1080/15567249.2013.853713

    Article  CAS  Google Scholar 

  • Asafu-Adjaye J, Byrne D, Alvarez M (2016) Economic growth, fossil fuel and non-fossil consumption: a pooled mean group analysis using proxies for capital. Energy Econ 60:345–356. https://doi.org/10.1016/j.eneco.2016.10.016

    Article  Google Scholar 

  • Atesagaoglu OE, Elgin C, Oztunali O (2017) TFP growth in Turkey revisited: the effect of informal sector. Central Bank Review 17(1):11–17

    Article  Google Scholar 

  • Auteri M, Constantini M (2005) Intratemporal substitution and government spending: unit root and cointegration tests in a cross section correlated panel. XVII Conference Paper, Societa Italiana di economia pubblica, Pavia, Universita. Retrieved from http://www.siepweb.it/siep/oldDoc/wp/419.pdf

  • 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 

  • Bhat JA (2018) Renewable and non-renewable energy consumption—impact on economic growth and CO2 emissions in five emerging market economies. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-018-3523-8

    Article  Google Scholar 

  • Bhattacharya M, Paramati SR, Ozturk I, Bhattacharya S (2016) The effect of renewable energy consumption on economic growth: evidence from top 38 countries. Appl Energy 162:733–741

    Article  Google Scholar 

  • Bilgili F, Ulucak R, Koçak E, İlkay SÇ (2020) Does globalisation matter for environmental sustainability? Empirical investigation for Turkey by Markov regime switching models. Environ Sci Pollut Res 27(1):1087–1100

    Article  Google Scholar 

  • BP Global (2018) BP Energy Outlook | Energy economics | BP. Retrieved from https://www.bp.com/en/global/corporate/energy-economics/energy-outlook.html

  • Breusch TS, Pagan AR (1980) The Lagrange multiplier test and its applications to model specification in econometrics. Rev Econ Stud 47(1):239–253

    Article  Google Scholar 

  • Cantore N, Calì M, te Velde DW (2016) Does energy efficiency improve technological change and economic growth in developing countries? Energy Policy 92:279–285

    Article  Google Scholar 

  • Chudik A, Pesaran MH (2016) Theory and practice of GVAR modelling. J Econ Surv 30(1):165–197

    Article  Google Scholar 

  • Dogan E, Seker F (2016a) An investigation on the determinants of carbon emissions for OECD countries: empirical evidence from panel models robust to heterogeneity and cross-sectional dependence. Environ Sci Pollut Res 23(14):14646–14655

    Article  CAS  Google Scholar 

  • Dogan E, Seker F (2016b) The influence of real output, renewable and non-renewable energy, trade and financial development on carbon emissions in the top renewable energy countries. Renew Sustain Energy Rev 60:1074–1085. https://doi.org/10.1016/j.rser.2016.02.006

    Article  Google Scholar 

  • Dreher A (2006) Does globalization affect growth? Evidence from a new index of globalization. Appl Econ 38(10):1091–1110

    Article  Google Scholar 

  • Dumitrescu EI, Hurlin C (2012) Testing for Granger non-causality in heterogeneous panels. Econ Model 29(4):1450–1460

    Article  Google Scholar 

  • Figge L, Oebels K, Offermans A (2017) The effects of globalization on ecological footprints: an empirical analysis. Environ Dev Sustain 19(3):863–876. https://doi.org/10.1007/s10668-016-9769-8

    Article  Google Scholar 

  • Gorus MS, Ali MSB (2021) Globalisation and environmental pollution: where does the MENA region stand? Econ Dev MENA Reg New Persp 2021:161

    Article  Google Scholar 

  • Huwart JY, Verdier L (2013) What is the impact of globalisation on the environment? Econ Glob Orig Conseq 2013:108–125

    Google Scholar 

  • IEA (2013) World Energy Outlook 2013. Retrieved from https://www.iea.org/publications/freepublications/publication/WEO2013.pdf

  • IEA (2017) CO2 Emissions from Fuel Combustion 2017 Highlights. Retrieved November 16, 2018, from https://webstore.iea.org/co2-emissions-from-fuel-combustion-highlights-2017

  • Im KS, Pesaran MH, Shin Y (2003) Testing for unit roots in heterogeneous panels. J Econometr 115(1):53–74

    Article  Google Scholar 

  • Jun W, Mughal N, Zhao J, Shabbir MS, Niedbała G, Jain V, Anwar A (2021) Does globalisation matter for environmental degradation? Nexus among energy consumption, economic growth, and carbon dioxide emission. Energy Policy 153:112230

    Article  Google Scholar 

  • Ladu MG, Meleddu M (2014) Is there any relationship between energy and TFP (total factor productivity)? A panel cointegration approach for Italian regions. Energy 75:560–567. https://doi.org/10.1016/j.energy.2014.08.018

    Article  Google Scholar 

  • Levin A, Lin CF, Chu CSJ (2002) Unit root tests in panel data: asymptotic and finite-sample properties. J Econometr 108(1):1–24

    Article  Google Scholar 

  • Menyah K, Wolde-Rufael Y (2010) CO2 emissions, nuclear energy, renewable energy and economic growth in the US. Energy Policy 38(6):2911–2915

    Article  CAS  Google Scholar 

  • MK AN (2020) Role of energy use in the prediction of CO 2 emissions and economic growth in India: evidence from artificial neural networks (ANN). Environ Sci Pollut Res 27(19):23631–23642

    Article  CAS  Google Scholar 

  • Nain MZ, Ahmad W, Kamaiah B (2017) Economic growth, energy consumption and CO2 emissions in India: a disaggregated causal analysis. Int J Sustain Energ 36(8):807–824

    Article  Google Scholar 

  • Nathaniel SP, Iheonu CO (2019) Carbon dioxide abatement in Africa: the role of renewable and non-renewable energy consumption. Sci Total Environ 679:337–345

    Article  CAS  Google Scholar 

  • Okumus I, Guzel AE, Destek MA (2021) Renewable, non-renewable energy consumption and economic growth nexus in G7: fresh evidence from CS-ARDL. Environ Sci Pollut Res 28:1–11

    Article  Google Scholar 

  • Paramati SR, Sinha A, Dogan E (2017) The significance of renewable energy use for economic output and environmental protection: evidence from the Next 11 developing economies. Environ Sci Pollut Res 24(15):13546–13560. https://doi.org/10.1007/s11356-017-8985-6

    Article  CAS  Google Scholar 

  • Pata UK (2021) Linking renewable energy, globalization, agriculture, CO2 emissions and ecological footprint in BRIC countries: a sustainability perspective. Renew Energy 173:197–208

    Article  CAS  Google Scholar 

  • Pata UK, Caglar AE (2021) Investigating the EKC hypothesis with renewable energy consumption, human capital, globalization and trade openness for China: evidence from augmented ARDL approach with a structural break. Energy 216:119220. https://doi.org/10.1016/j.energy.2020.119220

    Article  Google Scholar 

  • Pedroni P (2001) Fully modified OLS for heterogeneous cointegrated panels. Nonstationary panels, panel cointegration, and dynamic panels. Emerald Group Publishing Limited, Bradford

    Google Scholar 

  • Pesaran MH (2007) A simple panel unit root test in the presence of cross-section dependence. J Appl Economet 22(2):265–312. https://doi.org/10.1002/jae.951

    Article  Google Scholar 

  • Pesaran MH (2004) General diagnostic tests for cross section dependence in panels. In Cambridge Working Papers in Economics (No. 0435; Cambridge Working Papers in Economics). Faculty of Economics, University of Cambridge. https://ideas.repec.org/p/cam/camdae/0435.html

  • Phong LH (2019) Globalization, financial development, and environmental degradation in the presence of environmental Kuznets curve: evidence from ASEAN-5 countries. Int J Energy Econ Polic 9(2):40–50

    Google Scholar 

  • REN21 (2018) Renewables 2017. Global Status Report

  • Sabir S, Gorus MS (2019) The impact of globalisation on ecological footprint: empirical evidence from the South Asian countries. Environ Sci Pollut Res 26(32):33387–33398

    Article  Google Scholar 

  • Sadorsky P (2009) Renewable energy consumption, CO2 emissions and oil prices in the G7 countries. Energy Econ 31(3):456–462

    Article  Google Scholar 

  • Salahuddin M, Jeff Gow Md, Idris Ali Md, Hossain R, Al-Azami KS, Akbar D, Gedikli A (2019) Urbanization-globalization-CO2 emissions nexus revisited: empirical evidence from South Africa. Heliyon 5(6):e01974. https://doi.org/10.1016/j.heliyon.2019.e01974

    Article  Google Scholar 

  • Saud S, Chen S (2018) An empirical analysis of financial development and energy demand: establishing the role of globalization. Environ Sci Pollut Res 25(24):24326–24337. https://doi.org/10.1007/s11356-018-2488-y

    Article  Google Scholar 

  • Saud S, Chen S, Haseeb A (2020) The role of financial development and globalization in the environment: accounting ecological footprint indicators for selected one-belt-one-road initiative countries. J Clean Prod 250:119518. https://doi.org/10.1016/j.jclepro.2019.119518

    Article  Google Scholar 

  • Sebri M, Ben-Salha O (2014) On the causal dynamics between economic growth, renewable energy consumption, CO2 emissions and trade openness: fresh evidence from BRICS countries. Renew Sustain Energy Rev 39:14–23. https://doi.org/10.1016/j.rser.2014.07.033

    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. https://doi.org/10.1016/j.enpol.2013.10.064

    Article  CAS  Google Scholar 

  • Shahbaz M, Khan S, Tahir MI (2013a) The dynamic links between energy consumption, economic growth, financial development and trade in China: fresh evidence from multivariate framework analysis. Energy Economics 40:8–21. https://doi.org/10.1016/j.eneco.2013.06.006

    Article  Google Scholar 

  • Shahbaz M, Lean HH, Farooq A (2013b) Natural gas consumption and economic growth in Pakistan. Renew Sustain Energy Rev 18:87–94. https://doi.org/10.1016/j.rser.2012.09.029

    Article  Google Scholar 

  • Shahbaz M, Nasreen S, Ling CH, Sbia R (2014) Causality between trade openness and energy consumption: what causes what in high, middle and low income countries. Energy Policy 70:126–143. https://doi.org/10.1016/j.enpol.2014.03.029

    Article  Google Scholar 

  • Shahbaz M, Loganathan N, Zeshan M, Zaman K (2015a) Does renewable energy consumption add in economic growth? An application of auto-regressive distributed lag model inPakistan. Renew Sustain Energy Rev 44:576–585. https://doi.org/10.1016/j.rser.2015.01.017

    Article  Google Scholar 

  • Shahbaz M, Mallick H, Mahalik MK, Loganathan N (2015b) Does globalisation impede environmental quality in India? Ecol Ind 52:379–393. https://doi.org/10.1016/j.ecolind.2014.12.025

    Article  Google Scholar 

  • Shahbaz M, Solarin SA, Sbia R, Bibi S (2015c) Does energy intensity contribute to CO2 emissions? A trivariate analysis in selected African countries. Ecol Ind 50:215–224. https://doi.org/10.1016/j.ecolind.2014.11.007

    Article  Google Scholar 

  • Shahbaz M, Khan S, Ali A, Bhattacharya M (2016a) The impact of globalisation on CO2 emissions in china. Singapore Econ Rev 62(04):929–957. https://doi.org/10.1142/S0217590817400331

    Article  Google Scholar 

  • Shahbaz M, Mallick H, Mahalik MK, Sadorsky P (2016b) The role of globalisation on the recent evolution of energy demand in India: implications for sustainable development. Energy Econ 55:52–68. https://doi.org/10.1016/j.eneco.2016.01.013

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Shahbaz M, Shahzad SJH, Alam S, Apergis N (2018a) Globalisation, economic growth and energy consumption in the BRICS region: the importance of asymmetries. J Int Trade Econ Dev 27(8):985–1009. https://doi.org/10.1080/09638199.2018.1481991

    Article  Google Scholar 

  • Shahbaz M, Shahzad SJH, Mahalik MK (2018b) Is globalisation detrimental to CO2 emissions in Japan? New Threshold Analysis. Environ Model Assess 23(5):557–568. https://doi.org/10.1007/s10666-017-9584-0

    Article  Google Scholar 

  • Shahbaz M, Shahzad SJH, Mahalik MK, Hammoudeh S (2018c) Does globalisation worsen environmental quality in developed economies? Environ Model Assess 23(2):141–156. https://doi.org/10.1007/s10666-017-9574-2

    Article  Google Scholar 

  • Shahbaz M, Lahiani A, Abosedra S, Hammoudeh S (2018d) The role of globalisation in energy consumption: a quantile cointegrating regression approach. Energy Economics 71:161–170. https://doi.org/10.1016/j.eneco.2018.02.009

    Article  Google Scholar 

  • Shahbaz M, Haouas I, Sbia R, Ozturk I (2018) Financial development-environmental degradation nexus in the United Arab Emirates: the importance of growth, globalisation and structural breaks. Environ Sci Pollut Res 27:10685–10699

    Article  CAS  Google Scholar 

  • Shahbaz M, Haouas I, Sohag K, Ozturk I (2020) The financial development-environmental degradation nexus in the United Arab Emirates: the importance of growth, globalization and structural breaks. Environ Sci Pollut Res 27(10):10685–10699. https://doi.org/10.1007/s11356-019-07085-8

    Article  CAS  Google Scholar 

  • Sheraz M, Deyi X, Mumtaz MZ, Ullah A (2021) Exploring the dynamic relationship between financial development, renewable energy, and carbon emissions: a new evidence from belt and road countries. Environ Sci Pollut Res 1–18.

  • Silva S, Soares I, Pinho C (2012) The impact of renewable energy sources on economic growth and CO2 emissions: a SVAR approach

  • Sinha A, Shahbaz M (2018) Estimation of environmental Kuznets curve for CO2 emission: role of renewable energy generation in India. Renewable Energy 119:703–711. https://doi.org/10.1016/j.renene.2017.12.058

    Article  Google Scholar 

  • Tahir T, Luni T, Majeed MT, Zafar A (2021) The impact of financial development and globalization on environmental quality: evidence from South Asian economies. Environ Sci Pollut Res 28(7):8088–8101

    Article  Google Scholar 

  • Tiba S, Omri A (2017) Literature survey on the relationships between energy, environment and economic growth. Renew Sustain Energy Rev 69:1129–1146. https://doi.org/10.1016/j.rser.2016.09.113

    Article  Google Scholar 

  • Tiwari AK, Shahbaz M, Hye QMA (2013) The environmental Kuznets curve and the role of coal consumption in India: cointegration and causality analysis in an open economy. Renew Sustain Energy Rev 18:519–527

    Article  Google Scholar 

  • Usman M, Balsalobre-Lorente D, Jahanger A, Ahmad P (2021) Pollution concern during globalization mode in financially resource-rich countries: do financial development, natural resources, and renewable energy consumption matter? Renew Energy 183:90–102

    Article  Google Scholar 

  • Villanthenkodath MA, Arakkal MF (2020) Exploring the existence of environmental Kuznets curve in the midst of financial development, openness, and foreign direct investment in New Zealand: insights from ARDL bound test. Environ Sci Pollut Res 27(29):36511–36527

    Article  Google Scholar 

  • Villanthenkodath MA, Mahalik MK (2020) Technological innovation and environmental quality nexus in India: does inward remittance matter? J Public Affairs 2020:e2291

    Google Scholar 

  • 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/10.1787/9789264111905-8-en

    Article  CAS  Google Scholar 

  • 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 Manage 268:110712. https://doi.org/10.1016/j.jenvman.2020.110712

    Article  CAS  Google Scholar 

  • Westerlund J (2008) Panel cointegration tests of the fisher hypothesis. J Appl Economet 23:193–233

    Article  Google Scholar 

  • World Bank (2020) World development indicators. http://data.worldbank.org

  • World Energy Outlook (WEO) 2018. (n.d.). Retrieved from https://webstore.iea.org/world-energy-outlook-2018

  • Yurtkuran S (2021) The effect of agriculture, renewable energy production, and globalization on CO2 emissions in Turkey: a bootstrap ARDL approach. Renewable Energy 171:1236–1245

    Article  CAS  Google Scholar 

  • Zeb R, Salar L, Awan U, Zaman K, Shahbaz M (2014) Causal links between renewable energy, environmental degradation and economic growth in selected SAARC countries: progress towards green economy. Renewable Energy 71:123–132. https://doi.org/10.1016/j.renene.2014.05.012

    Article  Google Scholar 

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Acknowledgements

The authors gratefully acknowledge the valuable suggestions received from the Editor Prof. Roula Inglesi-Lotz and two anonymous referees on the earlier draft of this paper which substantially improved the paper. All errors are our own.

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Mohd Arshad Ansari conducted methodology, data and initial draft; Vaseem Akram conducted the literature review and final draft; Salman Haider prepares the edited the draft of the paper.

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Ansari, M., Akram, V. & Haider, S. A link between productivity, globalisation and carbon emissions: evidence from emissions by coal, oil and gas. Environ Sci Pollut Res 29, 33826–33843 (2022). https://doi.org/10.1007/s11356-022-18557-9

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