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Exploring the role of renewable energy, urbanization and structural change for environmental sustainability: Comparative analysis for practical implications

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  • Cui, Lianbiao
  • Weng, Shimei
  • Nadeem, Abdul Majeed
  • Rafique, Muhammad Zahid
  • Shahzad, Umer

Abstract

Environmental sustainability has gained more importance in recent time to ensure socio-economic sustainability via healthy environment. Ecological footprint has also emerged as the central research area drawing attention of the scholars. However, there appears a gap in pointing out the significant factors that determine ecological footprint. The present investigation explores the relationship between economic complexity, human capital, renewable energy, urbanization, economic development, and ecological footprint in 20 countries divided into two panels (leading ten economic complex and renewable energy-consuming countries). The current study employ's panel data estimators, for instance, fully modified ordinary least squares (FMOLS), dynamic ordinary least squares (DOLS) and the canonical cointegrating regression (CCR) long-run estimators to the period from 1980 - 2017. The results suggest that economic complexity, economic development, and urbanization raise the ecological footprint in both panels. Human capital and renewable energy induce ecological footprint, whereas renewable energy increases ecological footprint in the first panel. Based on empirical evidence, the study recommends the governments of these countries promote production processes that are friendlier to the environment and introduce greener technologies in exports for a drastic reduction in environmental pollution.

Suggested Citation

  • Cui, Lianbiao & Weng, Shimei & Nadeem, Abdul Majeed & Rafique, Muhammad Zahid & Shahzad, Umer, 2022. "Exploring the role of renewable energy, urbanization and structural change for environmental sustainability: Comparative analysis for practical implications," Renewable Energy, Elsevier, vol. 184(C), pages 215-224.
  • Handle: RePEc:eee:renene:v:184:y:2022:i:c:p:215-224
    DOI: 10.1016/j.renene.2021.11.075
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    1. Park, Joon Y, 1992. "Canonical Cointegrating Regressions," Econometrica, Econometric Society, vol. 60(1), pages 119-143, January.
    2. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    3. Danish, & Wang, Bo & Wang, Zhaohua, 2018. "Imported technology and CO2 emission in China: Collecting evidence through bound testing and VECM approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 4204-4214.
    4. Zahoor Ahmed & Muhammad Mansoor Asghar & Muhammad Nasir Malik & Kishwar Nawaz, 2020. "Moving towards a sustainable environment: The dynamic linkage between natural resources, human capital, urbanization, economic growth, and ecological footprint in China," Post-Print hal-03557938, HAL.
    5. M. Hashem Pesaran & Aman Ullah & Takashi Yamagata, 2008. "A bias-adjusted LM test of error cross-section independence," Econometrics Journal, Royal Economic Society, vol. 11(1), pages 105-127, March.
    6. Destek, Mehmet & Sinha, Avik, 2020. "Renewable, non-renewable energy consumption, economic growth, trade openness and ecological footprint: Evidence from organisation for economic Co-operation and development countries," MPRA Paper 104246, University Library of Munich, Germany, revised 2020.
    7. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    8. Olimpia Neagu, 2019. "The Link between Economic Complexity and Carbon Emissions in the European Union Countries: A Model Based on the Environmental Kuznets Curve (EKC) Approach," Sustainability, MDPI, vol. 11(17), pages 1-27, August.
    9. Wang, Zhijian & Ben Jebli, Mehdi & Madaleno, Mara & Doğan, Buhari & Shahzad, Umer, 2021. "Does export product quality and renewable energy induce carbon dioxide emissions: Evidence from leading complex and renewable energy economies," Renewable Energy, Elsevier, vol. 171(C), pages 360-370.
    10. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    11. Sharif Hossain, Md., 2011. "Panel estimation for CO2 emissions, energy consumption, economic growth, trade openness and urbanization of newly industrialized countries," Energy Policy, Elsevier, vol. 39(11), pages 6991-6999.
    12. Shahzad, Umer & Doğan, Buhari & Sinha, Avik & Fareed, Zeeshan, 2021. "Does Export product diversification help to reduce energy demand: Exploring the contextual evidences from the newly industrialized countries," Energy, Elsevier, vol. 214(C).
    13. Charfeddine, Lanouar & Mrabet, Zouhair, 2017. "The impact of economic development and social-political factors on ecological footprint: A panel data analysis for 15 MENA countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 138-154.
    14. Jingqi Sun & Jing Shi & Boyang Shen & Shuqing Li & Yuwei Wang, 2018. "Nexus among Energy Consumption, Economic Growth, Urbanization and Carbon Emissions: Heterogeneous Panel Evidence Considering China’s Regional Differences," Sustainability, MDPI, vol. 10(7), pages 1-16, July.
    15. Zallé, Oumarou, 2019. "Natural resources and economic growth in Africa: The role of institutional quality and human capital," Resources Policy, Elsevier, vol. 62(C), pages 616-624.
    16. Inglesi-Lotz, Roula & Dogan, Eyup, 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," Renewable Energy, Elsevier, vol. 123(C), pages 36-43.
    17. Jing Lan & Makoto Kakinaka & Xianguo Huang, 2012. "Foreign Direct Investment, Human Capital and Environmental Pollution in China," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 51(2), pages 255-275, February.
    18. Sinha, Avik & Shahbaz, Muhammad & Sengupta, Tuhin, 2018. "Renewable Energy Policies and Contradictions in Causality: A case of Next 11 Countries," MPRA Paper 87542, University Library of Munich, Germany, revised 17 Jun 2018.
    19. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    20. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    21. Olimpia Neagu & Mircea Constantin Teodoru, 2019. "The Relationship between Economic Complexity, Energy Consumption Structure and Greenhouse Gas Emission: Heterogeneous Panel Evidence from the EU Countries," Sustainability, MDPI, vol. 11(2), pages 1-29, January.
    22. Sadorsky, Perry, 2009. "Renewable energy consumption and income in emerging economies," Energy Policy, Elsevier, vol. 37(10), pages 4021-4028, October.
    23. Ahmed, Zahoor & Asghar, Muhammad Mansoor & Malik, Muhammad Nasir & Nawaz, Kishwar, 2020. "Moving towards a sustainable environment: The dynamic linkage between natural resources, human capital, urbanization, economic growth, and ecological footprint in China," Resources Policy, Elsevier, vol. 67(C).
    24. Shahbaz, Muhammad & Solarin, Sakiru Adebola & Hammoudeh, Shawkat & Shahzad, Syed Jawad Hussain, 2017. "Bounds testing approach to analyzing the environment Kuznets curve hypothesis with structural beaks: The role of biomass energy consumption in the United States," Energy Economics, Elsevier, vol. 68(C), pages 548-565.
    25. Shahbaz, Muhammad & Solarin, Sakiru Adebola & Hammoudeh, Shawkat & Shahzad, Syed Jawad Hussain, 2017. "Bounds Testing Approach to Analyzing the Environment Kuznets Curve Hypothesis: The Role of Biomass Energy Consumption in the United States with Structural Breaks," MPRA Paper 81840, University Library of Munich, Germany, revised 07 Oct 2017.
    26. Sinha, Avik & Sengupta, Tuhin & Alvarado, Rafael, 2020. "Interplay between Technological Innovation and Environmental Quality: Formulating the SDG Policies for Next 11 Economies," MPRA Paper 104247, University Library of Munich, Germany, revised 2020.
    27. Dogan, Eyup & Seker, Fahri, 2016. "The influence of real output, renewable and non-renewable energy, trade and financial development on carbon emissions in the top renewable energy countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1074-1085.
    28. Sinha, Avik & Shahbaz, Muhammad & Balsalobre, Daniel, 2017. "Exploring the Relationship between Energy Usage Segregation and Environmental Degradation in N-11 Countries," MPRA Paper 81212, University Library of Munich, Germany, revised 07 Sep 2017.
    29. Bölük, Gülden & Mert, Mehmet, 2014. "Fossil & renewable energy consumption, GHGs (greenhouse gases) and economic growth: Evidence from a panel of EU (European Union) countries," Energy, Elsevier, vol. 74(C), pages 439-446.
    30. Zafar, Muhammad Wasif & Zaidi, Syed Anees Haider & Khan, Naveed R. & Mirza, Faisal Mehmood & Hou, Fujun & Kirmani, Syed Ali Ashiq, 2019. "The impact of natural resources, human capital, and foreign direct investment on the ecological footprint: The case of the United States," Resources Policy, Elsevier, vol. 63(C), pages 1-1.
    31. Destek, Mehmet Akif & Ulucak, Recep & Dogan, Eyüp, 2018. "Analyzing the Environmental Kuznets Curve for the EU countries: The role of ecological footprint," MPRA Paper 106882, University Library of Munich, Germany.
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    More about this item

    Keywords

    Economic complexity; Human capital; Ecological footprint; Environmental degradation;
    All these keywords.

    JEL classification:

    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth

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