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Does excessive energy utilization and expansion of urbanization increase carbon dioxide emission in Belt and Road economies?

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Abstract  

The phenomenal increase in global temperature and variation in climate change are the replications of nature, alarming governments to limit the emissions of greenhouse gases (GHGs) and adopt green innovation and environmental-friendly clean and green technologies. In this paper, we empirically investigate whether there are any changes in excessive consumption of energy from conventional sources, expansion of urbanization, carbon dioxide (CO2) emissions, and economic growth in six different regions, namely, East Asia (EA), South Asia (SA), Southeast Asia (SEA), Central Asia (CA), Eastern Europe (EE), and the Middle East and North Africa (MENA), under the Belt and Road Initiatives of panel data over the period of 1985 to 2017. The empirical methods include a panel co-integration check, heterogeneity test, panel Granger causality test, pooled mean group (PMG), and augmented mean group (AMG). To verify the outcomes, robustness tests were carried out using the fully modified ordinary least squares (FMOLS) and dynamic ordinary least squares (DOLS) approaches. Our results confirm that CO2 emissions are primarily influenced by excessive utilization of conventional energy, economic growth, and expansion of urbanization. The findings confirm the co-integrating relationships among the variables in all six regions. Moreover, the panel causality analysis identified a bidirectional causal relationship between energy consumption, economic growth, urbanization, and CO2 emissions. While these results can play an instrumental role in formulating CO2 emission policies among our selected countries, our research can also assist policymakers and governments in other developing countries implement important policy initiatives. In this regard, the findings suggest that the current environment-related polices of Belt and Road Initiatives (BRI) do not efficiently tackle CO2 emissions. In order to achieve the CO2 emission degradation objective, the Belt and Road countries should restructure their environment-related policies by limiting the consumption of conventional energy and expansion of urbanization. The adaptation and establishment of such a panoramic policy program can assist emerging economies to acquire consolidated and environmentally sustainable economic growth.

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Data availability

The datasets analyzed for this study can be found in the World Bank Database; here is the website reference: https://databank.worldbank.org/reports.aspx?source=world-development-indicators

Notes

  1. EA (East Asia), SA (South Asia), SEA (Southeast Asia), CA (Central Asia), MENA (Middle East and North Africa), EE (Eastern Europe).

Abbreviations

EA:

East Asia

SA:

South Asia

SEA:

Southeast Asia

CA:

Central Asia

EE:

Eastern Europe

MENA:

Middle East and North Africa

CO2 :

Carbon dioxide emissions

GDP:

Gross domestic product

EG:

Economic growth

GHGs:

Greenhouse gases

EC:

Energy consumption

UR:

Urbanization

BRI:

Belt and Road Initiatives

OECD:

Organisation of Economic Co-operation and Development

AMG:

Augmented mean group

PMG:

Pooled mean group

References   

  • Abbasi MA, Parveen S, Khan S, Kamal MA (2020) Urbanization and energy consumption effects on carbon dioxide emissions: evidence from Asian-8 countries using panel data analysis. Environ Sci Pollut Res Int 27(15):18029–18043. https://doi.org/10.1007/s11356-020-08262-w

    Article  CAS  Google Scholar 

  • Acaravci A, Ozturk I (2010) On the relationship between energy consumption, CO2 emissions and economic growth in Europe. Energy 35(12):5412–5420

    Google Scholar 

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

    Article  Google Scholar 

  • Adebayo TS, Awosusi AA, Adeshola I (2020) Determinants of CO2 Emissions in Emerging Markets: An Empirical Evidence from MINT Economies. Int J Renew Energ Dev 9:411–422

    CAS  Google Scholar 

  • 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 Int 25(30):30617–30632. https://doi.org/10.1007/s11356-018-3054-3

    Article  CAS  Google Scholar 

  • Akinlo AE (2008) Energy consumption and economic growth: Evidence from 11 Sub-Sahara African countries. Energy Economics 30(5):2391–2400. https://doi.org/10.1016/j.eneco.2008.01.008

    Article  Google Scholar 

  • Ala-Mantila S, Heinonen J, Junnila S (2014) Relationship between urbanization, direct and indirect greenhouse gas emissions, and expenditures: A multivariate analysis. Ecol Econ 104:129–139. https://doi.org/10.1016/j.ecolecon.2014.04.019

    Article  Google Scholar 

  • Ali MU, Gong Z, Ali MU, Wu X, Yao C (2021) Fossil energy consumption, economic development, inward FDI impact on CO2 emissions in Pakistan: testing EKC hypothesis through ARDL model. Int J Financ Econ 26(3):3210–3221

    Google Scholar 

  • Al-mulali U, Sab CNBC, Fereidouni HG (2012) Exploring the bi-directional long run relationship between urbanization, energy consumption, and carbon dioxide emission. Energy 46(1):156–167. https://doi.org/10.1016/j.energy.2012.08.043

    Article  Google Scholar 

  • Al-mulali U, Fereidouni HG, Lee JYM, Sab CNBC (2013) Exploring the relationship between urbanization, energy consumption, and CO2 emission in MENA countries. Renew Sustain Energy Rev 23:107–112. https://doi.org/10.1016/j.rser.2013.02.041

    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. https://doi.org/10.1016/j.energy.2015.03.004

    Article  Google Scholar 

  • Amin A, Aziz B, Liu XH (2020) The relationship between urbanization, technology innovation, trade openness, and CO(2) emissions: evidence from a panel of Asian countries. Environ Sci Pollut Res Int 27(28):35349–35363. https://doi.org/10.1007/s11356-020-09777-y

    Article  CAS  Google Scholar 

  • Anwar A, Younis M, Ullah I (2020) Impact of urbanization and economic growth on CO2 emission: a case of far East Asian Countries. Int J Environ Res Public Health 17(7):2531. https://doi.org/10.3390/ijerph17072531

  • Apergis N, Payne JE (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 Economics 42:226–232. https://doi.org/10.1016/j.eneco.2014.01.003

    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

    Google Scholar 

  • Aye GC, Edoja PE (2017) Effect of economic growth on CO2 emission in developing countries: evidence from a dynamic panel threshold model. Cogent Econ Finance 5(1):1379239

  • Azam M, Uddin I, Khan S, Tariq M (2022) Are globalization, urbanization, and energy consumption cause carbon emissions in SAARC region? New evidence from CS-ARDL approach. Environ Sci Pollut Res 29:87746–87763. https://doi.org/10.1007/s11356-022-21835-1

    Article  Google Scholar 

  • Baek J (2016) Do nuclear and renewable energy improve the environment? Empirical evidence from the United States. Ecol Ind 66:352–356

    Google Scholar 

  • Baltagi BH, Feng Q, Kao C (2012) A Lagrange Multiplier test for cross-sectional dependence in a fixed effects panel data model. J Econ 170(1):164–177

    Google Scholar 

  • Ben Jebli M, Hadhri W (2018) The dynamic causal links between CO2 emissions from transport, real GDP, energy use and international tourism. Int J Sust Dev World 25:568–577

    Google Scholar 

  • Bilgili F, Koçak E, Bulut Ü (2016) The dynamic impact of renewable energy consumption on CO2 emissions: a revisited Environmental Kuznets Curve approach. Renew Sustain Energy Rev 54:838–845

    Google Scholar 

  • Biswas B, Bag A (2022) Economic growth at the cost of carbon emission: empirical evidence from India. In: Globalization, income distribution and sustainable development. Emerald Publishing Limited, pp 211–221

    Google Scholar 

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

    Google Scholar 

  • Cai Y, Sam CY, Chang T (2018) Nexus between clean energy consumption, economic growth and CO2 emissions. J Clean Prod 182:1001–1011

    Google Scholar 

  • Chen H, Tackie EA, Ahakwa I, Musah M, Salakpi A, Alfred M, Atingabili S (2022) Does energy consumption, economic growth, urbanization, and population growth influence carbon emissions in the BRICS? Evidence from panel models robust to cross-sectional dependence and slope heterogeneity. Environ Sci Pollut Res Int 29(25):37598–37616. https://doi.org/10.1007/s11356-021-17671-4

    Article  Google Scholar 

  • Cole MA (2004) Trade, the pollution haven hypothesis and the environmental Kuznets curve: examining the linkages. Ecol Econ 48(1):71–81. https://doi.org/10.1016/j.ecolecon.2003.09.007

    Article  Google Scholar 

  • Cole MA, Neumayer E (2004) Examining the Impact of Demographic Factors on Air Pollution. Popul Environ 26(1):5–21. https://doi.org/10.1023/B:POEN.0000039950.85422.eb

    Article  Google Scholar 

  • Donglan Z, Dequn Z, Peng Z (2010) Driving forces of residential CO2 emissions in urban and rural China: An index decomposition analysis. Energy Policy 38(7):3377–3383. https://doi.org/10.1016/j.enpol.2010.02.011

    Article  Google Scholar 

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

    Google Scholar 

  • Eyuboglu K, Uzar U (2020) The impact of tourism on CO2 emission in Turkey. Curr Issue Tour 23(13):1631–1645. https://doi.org/10.1080/13683500.2019.1636006

    Article  Google Scholar 

  • Farhani S, Shahbaz M (2014) What role of renewable and non-renewable electricity consumption and output is needed to initially mitigate CO2 emissions in MENA region? Renew Sustain Energy Rev 40:80–90

    Google Scholar 

  • Gök A (2020) The role of financial development on carbon emissions: a meta regression analysis. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-020-07641-7

    Article  Google Scholar 

  • Haldar A, Sethi N (2021) Effect of institutional quality and renewable energy consumption on CO2 emissions− an empirical investigation for developing countries. Environ Sci Pollut Res 28(12):15485–15503

    CAS  Google Scholar 

  • Hasanov FJ, Mikayilov JI, Mukhtarov S, Suleymanov E (2019) Does CO2 emissions–economic growth relationship reveal EKC in developing countries? Evidence from Kazakhstan. Environ Sci Pollut Res 26(29):30229–30241

    CAS  Google Scholar 

  • Hassan T, Khan Y, He C, Chen J, Alsagr N, Song H, Naveed, k. (2022a) Environmental regulations, political risk and consumption-based carbon emissions: Evidence from OECD economies. J Environ Manag 320:115893. https://doi.org/10.1016/j.jenvman.2022.115893

    Article  CAS  Google Scholar 

  • Hassan T, Song H, Kirikkaleli D (2022b) International trade and consumption-based carbon emissions: evaluating the role of composite risk for RCEP economies. Environ Sci Pollut Res 29:3417–3437

    Google Scholar 

  • Hussain J, Zhou K (2022) Globalization, industrialization, and urbanization in Belt and Road Initiative countries: implications for environmental sustainability and energy demand. Environ Sci Pollut Res 29(53):80549–80567. https://doi.org/10.1007/s11356-022-21520-3

    Article  Google Scholar 

  • Hussain J, Khan A, Zhou K (2020) The impact of natural resource depletion on energy use and CO2 emission in Belt & Road Initiative countries: A cross-country analysis. Energy 199:117409. https://doi.org/10.1016/j.energy.2020.117409

    Article  CAS  Google Scholar 

  • Ibrahim MH, Law SH (2016) Institutional Quality and CO2 Emission-Trade Relations: Evidence from Sub-Saharan Africa. South Afr J Econ 84(2):323–340. https://doi.org/10.1111/saje.12095

    Article  Google Scholar 

  • Jilcha K, Kitaw D (2017) Industrial occupational safety and health innovation for sustainable development. Eng Sc Technol, Int J 20(1):372–380. https://doi.org/10.1016/j.jestch.2016.10.011

    Article  Google Scholar 

  • Kais S, Sami H (2016) An econometric study of the impact of economic growth and energy use on carbon emissions: Panel data evidence from fifty eight countries. Renew Sustain Energy Rev 59:1101–1110. https://doi.org/10.1016/j.rser.2016.01.054

    Article  Google Scholar 

  • Kao C (1999) Spurious regression and residual-based tests for cointegration in panel data. J Econ 90(1):1–44

    Google Scholar 

  • 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

    Article  Google Scholar 

  • Khan Y, Bin Q (2020a) Does Students Mobility Affect Trade Flow? New Evidence from Chinese Provinces. Singapore Econ Rev. https://doi.org/10.1142/S0217590820450010

    Article  Google Scholar 

  • Khan Y, Bin Q (2020b) The environmental kuznets curve for carbon dioxide emissions and trade on belt and road initiative countries: A spatial panel data approach. Singap Econ Rev 65(04):1099–1126. https://doi.org/10.1142/s0217590819500255

    Article  Google Scholar 

  • Khan Y, Liu F (2023) Consumption of energy from conventional sources a challenge to the green environment: evaluating the role of energy imports, and energy intensity in Australia. Environ Sci Pollut Res 30(9):22712–22727

    Google Scholar 

  • Khan Y, Bin Q, Hassan T (2019) The impact of climate changes on agriculture export trade in Pakistan: evidence from time-series analysis. Growth Chang 50(4):1568–1589. https://doi.org/10.1111/grow.12333

  • Khan Y, ShuKai C, Hassan T, Kootwal J, Khan MN (2021) The links between renewable energy, fossil energy, terrorism, economic growth and trade openness: the case of Pakistan. SN Business & Economics 1(9):1–25

    Google Scholar 

  • Khan Y, Hassan T, Kirikkaleli D, Xiuqin Z, Shukai C (2022a) The impact of economic policy uncertainty on carbon emissions: evaluating the role of foreign capital investment and renewable energy in East Asian economies. Environ Sci Pollut Res 29(13):18527–18545. https://doi.org/10.1007/s11356-021-17000-9

    Article  Google Scholar 

  • Khan Y, Hassan T, Shukai C, Oubaih H, Khan MN, Kootwal J, Rehimi UUR (2022b) The nexus between infrastructure development, economic growth, foreign direct investment, and trade: an empirical investigation from China’s regional trade data. SN Business & Economics 2(7):81. https://doi.org/10.1007/s43546-022-00255-w

    Article  Google Scholar 

  • Khan Y, Hassan T, Tufail M, Marie M, Imran M, Xiuqin Z (2022c) The nexus between CO(2) emissions, human capital, technology transfer, and renewable energy: evidence from Belt and Road countries. Environ Sci Pollut Res Int 29(39):59816–59834. https://doi.org/10.1007/s11356-022-20020-8

    Article  Google Scholar 

  • Khan Y, Oubaih H, Elgourrami FZ (2022d) The effect of renewable energy sources on carbon dioxide emissions: evaluating the role of governance, and ICT in Morocco. Renew Energy 190:752–763. https://doi.org/10.1016/j.renene.2022.03.140

  • Khan Y, Oubaih H, Elgourrami FZ (2022e) The role of private investment in ICT on carbon dioxide emissions (CO(2)) mitigation: do renewable energy and political risk matter in Morocco? Environ Sci Pollut Res Int 29(35):52885–52899. https://doi.org/10.1007/s11356-022-19455-w

    Article  Google Scholar 

  • Khan Y, Liu F, Hassan T (2023) Natural resources and sustainable development: Evaluating the role of remittances and energy resources efficiency. Resour Policy 80:103214

    Google Scholar 

  • Khan Y, Bin QIU (2019) The environmental kuznets curve for carbon dioxide emissions and trade on belt and road initiative countries: a spatial panel data approach. The Singapore Econ Rev 65(4):1099–1126. https://doi.org/10.1142/S0217590819500255

    Article  Google Scholar 

  • 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

    Google Scholar 

  • Lan J, Kakinaka M, Huang X (2012) Foreign Direct Investment, Human Capital and Environmental Pollution in China. Environ Resource Econ 51(2):255–275. https://doi.org/10.1007/s10640-011-9498-2

    Article  Google Scholar 

  • Leal PH, Marques AC (2020) Rediscovering the EKC hypothesis for the 20 highest CO2 emitters among OECD countries by level of globalization. International Economics 164:36–47

    Google Scholar 

  • Li K, Lin B (2015) Impacts of urbanization and industrialization on energy consumption/CO2 emissions: Does the level of development matter? Renew Sustain Energy Rev 52:1107–1122. https://doi.org/10.1016/j.rser.2015.07.185

    Article  CAS  Google Scholar 

  • Li H, Mu H, Zhang M (2011) Analysis of China’s energy consumption impact factors. Procedia Environ Sci 11:824–830

    Google Scholar 

  • Li B, Khan SUD, Haneklaus N (2022) Ecological footprint analysis of the phosphorus industry in China. EnvironSci Pollut Res 29(48):73461–73479

    CAS  Google Scholar 

  • Lin B, Ouyang X (2014) Energy demand in China: Comparison of characteristics between the US and China in rapid urbanization stage. Enerhy Convers Manage 79:128–139. https://doi.org/10.1016/j.enconman.2013.12.016

    Article  Google Scholar 

  • Lin S, Zhao D, Marinova D (2009) Analysis of the environmental impact of China based on STIRPAT model. Environ Impact Assess Rev 29(6):341–347. https://doi.org/10.1016/j.eiar.2009.01.009

    Article  Google Scholar 

  • Liu Y (2009) Exploring the relationship between urbanization and energy consumption in China using ARDL (autoregressive distributed lag) and FDM (factor decomposition model). Energy 34(11):1846–1854

    Google Scholar 

  • Liu X, Bae J (2018) Urbanization and industrialization impact of CO2 emissions in China. J Clean Prod 172:178–186. https://doi.org/10.1016/j.jclepro.2017.10.156

    Article  Google Scholar 

  • Liu Y, Xie Y (2013) Asymmetric adjustment of the dynamic relationship between energy intensity and urbanization in China. Energy Economics 36:43–54

    Google Scholar 

  • Liu Z, Guan D, Crawford-Brown D, Zhang Q, He K, Liu J (2013) Energy policy: A low-carbon road map for China. Nature 500(7461):143–145. https://doi.org/10.1038/500143a

    Article  CAS  Google Scholar 

  • Liu X, Zhang S, Bae J (2017) The nexus of renewable energy-agriculture-environment in BRICS. Appl Energy 204:489–496. https://doi.org/10.1016/j.apenergy.2017.07.077

    Article  Google Scholar 

  • Liu F, Khan Y, Marie M (2023) Carbon neutrality challenges in Belt and Road countries: what factors can contribute to CO2 emissions mitigation? Environ Sci Pollut Res 30(6):14884–14901. https://doi.org/10.1007/s11356-022-22983-0

    Article  Google Scholar 

  • Madlener R, Sunak Y (2011) Impacts of urbanization on urban structures and energy demand: What can we learn for urban energy planning and urbanization management? Sustain Cities Soc 1(1):45–53. https://doi.org/10.1016/j.scs.2010.08.006

    Article  Google Scholar 

  • Magazzino C (2016) The relationship between real GDP, CO2 emissions, and energy use in the GCC countries: a time series approach. Cogent Econ Financ 4(1):1152729

  • Mahmood H (2022) Trade Openness, Industrialization, Urbanization and Pollution Emissions in GCC countries: A Way Towards Green and Circular Economies. Int J Energy Econ Policy 12(2):309–314

    Google Scholar 

  • McGee JA, Clement MT, Besek JF (2015) The impacts of technology: a re-evaluation of the STIRPAT model. Environ Socio 1(2):81–91. https://doi.org/10.1080/23251042.2014.1002193

    Article  Google Scholar 

  • Muhammad S, Long X, Salman M, Dauda L (2020) Effect of urbanization and international trade on CO2 emissions across 65 belt and road initiative countries. Energy 196:117102. https://doi.org/10.1016/j.energy.2020.117102

    Article  Google Scholar 

  • Musah M, Owusu-Akomeah M, Boateng F, Iddris F, Mensah IA, Antwi SK, Agyemang JK (2022) Long-run equilibrium relationship between energy consumption and CO(2) emissions: a dynamic heterogeneous analysis on North Africa. Environ Sci Pollut Res Int 29(7):10416–10433. https://doi.org/10.1007/s11356-021-16360-6

    Article  Google Scholar 

  • Nosheen M, Abbasi MA, Iqbal J (2020) Analyzing extended STIRPAT model of urbanization and CO(2) emissions in Asian countries. Environ Sci Pollut Res Int 27(36):45911–45924. https://doi.org/10.1007/s11356-020-10276-3

    Article  CAS  Google Scholar 

  • Nur Mozahid M, Akter S, Hafiz Iqbal M (2022) Causality analysis of CO(2) emissions, foreign direct investment, gross domestic product, and energy consumption: empirical evidence from South Asian Association for Regional Cooperation (SAARC) countries. Environ Sci Pollut Res Int 29(43):65684–65698. https://doi.org/10.1007/s11356-022-20362-3

    Article  CAS  Google Scholar 

  • Pao H-T, Fu H-C (2013) Renewable energy, non-renewable energy and economic growth in Brazil. Renew Sustain Energy Rev 25:381–392. https://doi.org/10.1016/j.rser.2013.05.004

    Article  Google Scholar 

  • Parikh J, Shukla V (1995) Urbanization, energy use and greenhouse effects in economic development: Results from a cross-national study of developing countries. Glob Environ Chang 5(2):87–103

    Google Scholar 

  • Pasaran M, Im K, Shin Y (1995) Testing for unit roots in heterogeneous panels. Faculty of Economics, University of Cambridge

  • Payne JE (2012) The Causal Dynamics Between US Renewable Energy Consumption, Output, Emissions, and Oil Prices. Energy Sources Part B 7(4):323–330. https://doi.org/10.1080/15567249.2011.595248

    Article  CAS  Google Scholar 

  • Pedroni P (1999) Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors. Oxford Bull Econ Stat 61(S1):653–670. https://doi.org/10.1111/1468-0084.0610s1653

    Article  Google Scholar 

  • Pedroni P (2004) Panel cointegration: asymptotic and finite sample properties of pooled time series tests with an application to the PPP hypothesis. Economet Theor 20(3):597–625

    Google Scholar 

  • Pedroni P (2001) Fully modified OLS for heterogeneous cointegrated panels. In: Nonstationary panels, panel cointegration, and dynamic panels. Emerald Group Publishing Limited, pp 93–130

    Google Scholar 

  • Pesaran MH (2012) On the interpretation of panel unit root tests. Econ Lett 116(3):545–546

    Google Scholar 

  • Pesaran MH, Schuermann T, Weiner SM (2004) Modeling regional interdependencies using a global error-correcting macroeconometric model. J Bus Econ Stat 22(2):129–162

    Google Scholar 

  • Pesaran MH, Ullah A, Yamagata T (2008) A bias-adjusted LM test of error cross-section independence. Economet J 11(1):105–127

    Google Scholar 

  • Poumanyvong P, Kaneko S (2010) Does urbanization lead to less energy use and lower CO2 emissions? A Cross-Country Analysis Ecological Economics 70(2):434–444. https://doi.org/10.1016/j.ecolecon.2010.09.029

    Article  Google Scholar 

  • Raggad B (2018) Carbon dioxide emissions, economic growth, energy use, and urbanization in Saudi Arabia: evidence from the ARDL approach and impulse saturation break tests. Environ Sci Pollut Res Int 25(15):14882–14898. https://doi.org/10.1007/s11356-018-1698-7

    Article  CAS  Google Scholar 

  • Raheem ID, Ogebe JO (2017) CO2 emissions, urbanization and industrialization: Evidence from a direct and indirect heterogeneous panel analysis. Management of Environmental Quality: an International Journal 28:851–867

    Google Scholar 

  • Rehman MU, Rashid M (2017) Energy consumption to environmental degradation, the growth appetite in SAARC nations. Renewable Energy 111:284–294. https://doi.org/10.1016/j.renene.2017.03.100

    Article  Google Scholar 

  • Rehman A, Ma H, Ahmad M, Irfan M, Traore O, Chandio AA (2021) Towards environmental Sustainability: Devolving the influence of carbon dioxide emission to population growth, climate change, Forestry, livestock and crops production in Pakistan. Ecological Indicators 125:107460. https://doi.org/10.1016/j.ecolind.2021.107460

    Article  CAS  Google Scholar 

  • Robalino-López A, Mena-Nieto Á, García-Ramos J-E, Golpe AA (2015) Studying the relationship between economic growth, CO2 emissions, and the environmental Kuznets curve in Venezuela (1980–2025). Renew Sustain Energy Rev 41:602–614. https://doi.org/10.1016/j.rser.2014.08.081

    Article  Google Scholar 

  • Sadorsky P (2009) Renewable energy consumption and income in emerging economies. Energy Policy 37(10):4021–4028. https://doi.org/10.1016/j.enpol.2009.05.003

    Article  Google Scholar 

  • Sadorsky P (2009) Renewable energy consumption, CO2 emissions and oil prices in the G7 countries. Energy Economics 31(3):456–462. https://doi.org/10.1016/j.eneco.2008.12.010

    Article  Google Scholar 

  • Salim RA, Rafiq S (2012) Why do some emerging economies proactively accelerate the adoption of renewable energy? Energy Economics 34(4):1051–1057. https://doi.org/10.1016/j.eneco.2011.08.015

    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

    CAS  Google Scholar 

  • Shahbaz M, Loganathan N, Muzaffar AT, Ahmed K, Jabran MA (2016a) How urbanization affects CO2 emissions in Malaysia? The application of STIRPAT model. Renew Sustain Energy Rev 57:83–93

    CAS  Google Scholar 

  • Shahbaz M, Mahalik MK, Shah SH, Sato JR (2016b) Time-varying analysis of CO2 emissions, energy consumption, and economic growth nexus: Statistical experience in next 11 countries. Energy Policy 98:33–48. https://doi.org/10.1016/j.enpol.2016.08.011

    Article  Google Scholar 

  • Shen L, Cheng S, Gunson AJ, Wan H (2005) Urbanization, sustainability and the utilization of energy and mineral resources in China. Cities 22(4):287–302. https://doi.org/10.1016/j.cities.2005.05.007

    Article  Google Scholar 

  • Sikder M, Wang C, Yeboah FK, Wood J (2022b) Driving factors of CO2 emission reduction in the logistics industry: an assessment of the RCEP and SAARC economies. Environ Dev Sustain. https://doi.org/10.1007/s10668-022-02840-3

    Article  Google Scholar 

  • Sikder M, Wang C, Yao X, Huai X, Wu L, Kwame Yeboah F et al (2022a) The integrated impact of GDP growth, industrialization, energy use, and urbanization on CO2 emissions in developing countries: evidence from the panel ARDL approach. Sci Total Environ 837:155795. https://doi.org/10.1016/j.scitotenv.2022.155795

  • Stock JH, Watson MW (1993) A simple estimator of cointegrating vectors in higher order integrated systems. Econometrica 61(4):783–820

    Google Scholar 

  • Teal F, Eberhardt M (2010) Productivity analysis in global manufacturing production. Department of Economics, University of Oxford

  • Ur Rahman Z, Chongbo W, Ahmad M (2019) An (a)symmetric analysis of the pollution haven hypothesis in the context of Pakistan: a non-linear approach. Carbon Management 10(3):227–239. https://doi.org/10.1080/17583004.2019.1577179

    Article  CAS  Google Scholar 

  • Wang Q (2014) Effects of urbanisation on energy consumption in China. Energy Policy 65:332–339. https://doi.org/10.1016/j.enpol.2013.10.005

    Article  Google Scholar 

  • Wang Q, Zhang F (2020) Does increasing investment in research and development promote economic growth decoupling from carbon emission growth? An empirical analysis of BRICS countries. J Clean Prod 252:119853. https://doi.org/10.1016/j.jclepro.2019.119853

    Article  Google Scholar 

  • Wang M, Che Y, Yang K, Wang M, Xiong L, Huang Y (2011) A local-scale low-carbon plan based on the STIRPAT model and the scenario method: The case of Minhang District, Shanghai. China Energy Policy 39(11):6981–6990. https://doi.org/10.1016/j.enpol.2011.07.041

    Article  CAS  Google Scholar 

  • Wang S, Fang C, Guan X, Pang B, Ma H (2014) Urbanisation, energy consumption, and carbon dioxide emissions in China: A panel data analysis of China’s provinces. Appl Energy 136:738–749. https://doi.org/10.1016/j.apenergy.2014.09.059

    Article  Google Scholar 

  • Wang Q, Wu S-D, Zeng Y-E, Wu B-W (2016) Exploring the relationship between urbanization, energy consumption, and CO2 emissions in different provinces of China. Renew Sustain Energy Rev 54:1563–1579. https://doi.org/10.1016/j.rser.2015.10.090

    Article  CAS  Google Scholar 

  • Wang Z, Sun Y, Wang B (2019) How does the new-type urbanisation affect CO2 emissions in China? An empirical analysis from the perspective of technological progress. Energy Economics 80:917–927

    Google Scholar 

  • Wang C, Wood J, Geng X, Wang Y, Qiao C, Long X (2020a) Transportation CO2 emission decoupling: empirical evidence from countries along the belt and road. J Clean Prod 263:121450. https://doi.org/10.1016/j.jclepro.2020.121450

  • Wang C, Wood J, Wang Y, Geng X, Long X (2020b) CO2 emission in transportation sector across 51 countries along the Belt and Road from 2000 to 2014. J Clean Prod 266:122000. https://doi.org/10.1016/j.jclepro.2020.122000

    Article  CAS  Google Scholar 

  • Wang C, Zhao Y, Wang Y, Wood J, Kim CY, Li Y (2020c) Transportation CO2 emission decoupling: An assessment of the Eurasian logistics corridor. Transportation Research Part D: Trans Environ 86:102486. https://doi.org/10.1016/j.trd.2020.102486

  • Wang C, Yao X, Sinha PN, Su H,  Lee, Y-K (2022) Why do government policy and environmental awareness matter in predicting NEVs purchase intention? Moderating role of education level. Cities 131:103904. https://doi.org/10.1016/j.cities.2022.103904

  • Wei Z, Huang L (2022) Invading the dynamics of economic growth and CO2 emission: panel data error correction model (ECM) approach. Environ Sci Pollut Res 29(48):73365–73381

    Google Scholar 

  • Westerlund J (2005) New simple tests for panel cointegration. Economet Rev 24(3):297–316

    Google Scholar 

  • Westerlund J (2007) Testing for error correction in panel data. Oxford Bull Econ Stat 69(6):709–748

    Google Scholar 

  • Wu Y, Shen J, Zhang X, Skitmore M, Lu W (2016) The impact of urbanization on carbon emissions in developing countries: a Chinese study based on the U-Kaya method. J Clean Prod 135:589–603. https://doi.org/10.1016/j.jclepro.2016.06.121

    Article  Google Scholar 

  • Wu J, Abban OJ, Boadi AD, Haris M, Ocran P, Addo AA (2021) Exploring the relationships among CO2 emissions, urbanization, economic growth, economic structure, energy consumption, and trade along the BRI based on income classification. Energ Ecol Environ 6(3):213–231. https://doi.org/10.1007/s40974-020-00176-0

    Article  Google Scholar 

  • Zafar MW, Zaidi SAH, Sinha A, Gedikli A, Hou F (2019) The role of stock market and banking sector development, and renewable energy consumption in carbon emissions: insights from G-7 and N-11 countries. Resour Policy 62:427–436

    Google Scholar 

  • Zaidi SAH, Hou F, Mirza FM (2018) The role of renewable and non-renewable energy consumption in CO2 emissions: a disaggregate analysis of Pakistan. Environ Sci Pollut Res 25(31):31616–31629

    CAS  Google Scholar 

  • Zhang S (2019) Environmental Kuznets curve revisit in Central Asia: the roles of urbanization and renewable energy. Environ Sci Pollut Res 26(23):23386–23398. https://doi.org/10.1007/s11356-019-05600-5

    Article  Google Scholar 

  • Zhang C, Lin Y (2012) Panel estimation for urbanization, energy consumption and CO2 emissions: A regional analysis in China. Energy Policy 49:488–498. https://doi.org/10.1016/j.enpol.2012.06.048

    Article  Google Scholar 

  • Zhang X, Shi X, Khan Y, Hassan T, Marie M (2023) Carbon Neutrality Challenge: Analyse the Role of Energy Productivity, Renewable Energy, and Collaboration in Climate Mitigation Technology in OECD Economies. Sustainability 15(4):3447

    CAS  Google Scholar 

  • Zheng W, Walsh PP (2019) Economic growth, urbanization and energy consumption — A provincial level analysis of China. Energy Economics 80:153–162. https://doi.org/10.1016/j.eneco.2019.01.004

    Article  Google Scholar 

  • Zhou X, Zhang J, Li J (2013) Industrial structural transformation and carbon dioxide emissions in China. Energy Policy 57:43–51. https://doi.org/10.1016/j.enpol.2012.07.017

    Article  CAS  Google Scholar 

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Funding

This research was supported by the Anhui Provincial Natural Science Foundation of China (Grant No. 2108085QG301), Anhui Provincial Social Science Innovation and Development Research Project of China (Grant No. 2020CX062), the 2022 Scientific research project of Anhui Polytechnic University (Grant No. XJKY2022133), and the 2021 Anhui provincial university science and research project (Grant No. SK2021A0290).

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Authors and Affiliations

Authors

Contributions

Fang Liu wrote the introduction, literature review, and data collection. The main idea of the original draft belongs to Yasir Khan. He designed the empirical analysis, methodology, revised the final draft software, data analysis and supervision, while Taimoor Hassan, review and editing.

Corresponding author

Correspondence to Yasir Khan.

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The authors declare no competing interests.

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Highlights

• Excessive consumption of conventional energy and expansion of urbanization lead to CO2 emissions in Belt and Road countries.

• Co-integration methods reveal the existence of a long-run relationship among the study variables.

• PMG and AMG estimations were employed to investigate the connection between CO2 emissions, EC, GDP, and UR.

• The level of CO2 emissions is connected with conventional energy consumption and urbanization.

Appendix

Appendix

SA

SEA

EA

CA

MENA

EE

Afghanistan

Indonesia

China

Tajikistan

Iraq

Poland

Pakistan

Malaysia

Mongolia

Uzbekistan

Iran

Lithuania

India

Brunei

 

Kyrgyzstan

Turkey

Estonia

Bangladesh

Myanmar

Turkmenistan

Syria

Latvia

Nepal

Vietnam

 

Kazakhstan

Jordan

Czech

Bhutan

Cambodia

Kyrgyzstan

Lebanon

Slovakia

Sri Lanka

Laos

  

Israel

Hungary

Maldives

Thailand

  

Palestine

Slovenia

    

Saudi Arabia

Croatia

    

Yemen

Bosnia

    

Oman

Montenegro

    

UAE

Serbia

    

Qatar

Albania

    

Kuwait

Romania

    

Bahrain

Bulgaria

    

Egypt

North Macedonia

     

Russia

     

Ukraine

     

Belarus

     

Georgia

     

Azerbaijan

     

Armenia

     

Moldova

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Liu, F., Khan, Y. & Hassan, T. Does excessive energy utilization and expansion of urbanization increase carbon dioxide emission in Belt and Road economies?. Environ Sci Pollut Res 30, 60080–60105 (2023). https://doi.org/10.1007/s11356-023-26701-2

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