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The impacts of renewable energy, financial inclusivity, globalization, economic growth, and urbanization on carbon productivity: Evidence from net moderation and mediation effects of energy efficiency gains

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  • Murshed, Muntasir
  • Apergis, Nicholas
  • Alam, Md Shabbir
  • Khan, Uzma
  • Mahmud, Sakib

Abstract

Although the relevance of establishing low-carbon economic growth has been extensively highlighted in the Paris Agreement and the Sustainable Development Goals declarations, the analysis of the macroeconomic determinants of carbon productivity has remained overlooked in the literature. Therefore, this study makes a novel attempt to evaluate whether energy efficiency gains, along with renewable energy use, financial inclusivity, economic growth, globalization, and urbanization, improve carbon productivity in the emerging seven countries between 2007 and 2018. Moreover, the study contributes to the literature by predicting the net moderating and mediating effects of energy efficiency improvements on carbon productivity. The findings support that enhancing the level of energy use efficiency by 1% helps to improve carbon productivity by around 0.3% in the long run. In addition, the predicted net effects reveal that energy efficiency gains exert a moderating effect on the level of carbon productivity and reverse the negative impact of financial inclusivity, trade globalization, and urbanization on carbon productivity. However, energy efficiency gains cannot moderate to neutralize the carbon productivity-inhibiting impact associated with economic growth. Moreover, the analysis shows that energy efficiency gains mediate to jointly boost carbon productivity alongside higher renewable energy use. Lastly, financial globalization is evidenced to enhance carbon productivity in the emerging seven countries in the long run. Accordingly, a set of relevant policies are recommended.

Suggested Citation

  • Murshed, Muntasir & Apergis, Nicholas & Alam, Md Shabbir & Khan, Uzma & Mahmud, Sakib, 2022. "The impacts of renewable energy, financial inclusivity, globalization, economic growth, and urbanization on carbon productivity: Evidence from net moderation and mediation effects of energy efficiency," Renewable Energy, Elsevier, vol. 196(C), pages 824-838.
  • Handle: RePEc:eee:renene:v:196:y:2022:i:c:p:824-838
    DOI: 10.1016/j.renene.2022.07.012
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    as
    1. Vanessa S. Tchamyou & Simplice A. Asongu, 2017. "Information Sharing and Financial Sector Development in Africa," Journal of African Business, Taylor & Francis Journals, vol. 18(1), pages 24-49, January.
    2. Vanessa S. Tchamyou & Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "The Role of ICT in Modulating the Effect of Education and Lifelong Learning on Income Inequality and Economic Growth in Africa," African Development Review, African Development Bank, vol. 31(3), pages 261-274, September.
    3. Joakim Westerlund & David L. Edgerton, 2008. "A Simple Test for Cointegration in Dependent Panels with Structural Breaks," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(5), pages 665-704, October.
    4. Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "Inclusive development in environmental sustainability in sub‐Saharan Africa: Insights from governance mechanisms," Sustainable Development, John Wiley & Sons, Ltd., vol. 27(4), pages 713-724, July.
    5. Eberhardt, Markus & Presbitero, Andrea F., 2015. "Public debt and growth: Heterogeneity and non-linearity," Journal of International Economics, Elsevier, vol. 97(1), pages 45-58.
    6. Royston, Sarah & Selby, Jan & Shove, Elizabeth, 2018. "Invisible energy policies: A new agenda for energy demand reduction," Energy Policy, Elsevier, vol. 123(C), pages 127-135.
    7. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    8. Vélez-Henao, Johan-Andrés & García-Mazo, Claudia-Maria & Freire-González, Jaume & Vivanco, David Font, 2020. "Environmental rebound effect of energy efficiency improvements in Colombian households," Energy Policy, Elsevier, vol. 145(C).
    9. Taiwo Onifade, Stephen & Gyamfi, Bright Akwasi & Haouas, Ilham & Bekun, Festus Victor, 2021. "Re-examining the roles of economic globalization and natural resources consequences on environmental degradation in E7 economies: Are human capital and urbanization essential components?," Resources Policy, Elsevier, vol. 74(C).
    10. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    11. 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.
    12. Long, Ruyin & Shao, Tianxiang & Chen, Hong, 2016. "Spatial econometric analysis of China’s province-level industrial carbon productivity and its influencing factors," Applied Energy, Elsevier, vol. 166(C), pages 210-219.
    13. Bai, Caiquan & Du, Kerui & Yu, Ying & Feng, Chen, 2019. "Understanding the trend of total factor carbon productivity in the world: Insights from convergence analysis," Energy Economics, Elsevier, vol. 81(C), pages 698-708.
    14. Kim, Dai-Won & Yu, Jung-Suk & Hassan, M. Kabir, 2018. "Financial inclusion and economic growth in OIC countries," Research in International Business and Finance, Elsevier, vol. 43(C), pages 1-14.
    15. Iftikhar Yasin & Nawaz Ahmad & Muhammad Aslam Chaudhary, 2021. "The impact of financial development, political institutions, and urbanization on environmental degradation: evidence from 59 less-developed economies," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(5), pages 6698-6721, May.
    16. Chudik, Alexander & Pesaran, M. Hashem, 2015. "Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors," Journal of Econometrics, Elsevier, vol. 188(2), pages 393-420.
    17. Francis Teal & Markus Eberhardt, 2010. "Productivity Analysis in Global Manufacturing Production," Economics Series Working Papers 515, University of Oxford, Department of Economics.
    18. Nan Zhou & Nina Khanna & Wei Feng & Jing Ke & Mark Levine, 2018. "Scenarios of energy efficiency and CO2 emissions reduction potential in the buildings sector in China to year 2050," Nature Energy, Nature, vol. 3(11), pages 978-984, November.
    19. Eberhardt, Markus & Teal, Francis, 2008. "Modeling technology and technological change in manufacturing: how do countries differ?," MPRA Paper 10690, University Library of Munich, Germany.
    20. Yunfeng, Yan & Laike, Yang, 2010. "China's foreign trade and climate change: A case study of CO2 emissions," Energy Policy, Elsevier, vol. 38(1), pages 350-356, January.
    21. Khan, Irfan & Hou, Fujun & Zakari, Abdulrasheed & Tawiah, Vincent Konadu, 2021. "The dynamic links among energy transitions, energy consumption, and sustainable economic growth: A novel framework for IEA countries," Energy, Elsevier, vol. 222(C).
    22. Tehreem Fatima & Umer Shahzad & Lianbiao Cui, 2021. "Renewable and nonrenewable energy consumption, trade and CO2 emissions in high emitter countries: does the income level matter?," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 64(7), pages 1227-1251, June.
    23. Ibrahim D. Raheem & Aviral K. Tiwari & Daniel Balsalobre-lorente, 2019. "The Role of ICT and Financial Development on CO2 Emissions and Economic Growth," Working Papers of the African Governance and Development Institute. 19/058, African Governance and Development Institute..
    24. Dinabandhu Sethi & Susanta Kumar Sethy, 2018. "Financial inclusion matters for economic growth in India," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 46(1), pages 132-151, August.
    25. Akanksha Negi & Jeffrey M. Wooldridge, 2021. "Revisiting regression adjustment in experiments with heterogeneous treatment effects," Econometric Reviews, Taylor & Francis Journals, vol. 40(5), pages 504-534, April.
    26. Qiao, Hui & Chen, Siyu & Dong, Xiucheng & Dong, Kangyin, 2019. "Has China's coal consumption actually reached its peak? National and regional analysis considering cross-sectional dependence and heterogeneity," Energy Economics, Elsevier, vol. 84(C).
    27. Jayanthakumaran, Kankesu & Verma, Reetu & Liu, Ying, 2012. "CO2 emissions, energy consumption, trade and income: A comparative analysis of China and India," Energy Policy, Elsevier, vol. 42(C), pages 450-460.
    28. Helmut Herwartz & Florian Siedenburg, 2013. "To converge or not converge: unit labor cost inflation in the Euro area," Empirical Economics, Springer, vol. 44(2), pages 455-467, April.
    29. Shafiei, Sahar & Salim, Ruhul A., 2014. "Non-renewable and renewable energy consumption and CO2 emissions in OECD countries: A comparative analysis," Energy Policy, Elsevier, vol. 66(C), pages 547-556.
    30. Vanessa S. Tchamyou, 2019. "The Role of Information Sharing in Modulating the Effect of Financial Access on Inequality," Journal of African Business, Taylor & Francis Journals, vol. 20(3), pages 317-338, July.
    31. Lingui Qin & Syed Raheem & Muntasir Murshed & Xu Miao & Zeeshan Khan & Dervis Kirikkaleli, 2021. "Does financial inclusion limit carbon dioxide emissions? Analyzing the role of globalization and renewable electricity output," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(6), pages 1138-1154, November.
    32. Tenaw, Dagmawe & Beyene, Abebe D., 2021. "Environmental sustainability and economic development in sub-Saharan Africa: A modified EKC hypothesis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 143(C).
    33. Majeed, Abdul & Wang, Lijun & Zhang, Xiaohui & Muniba, & Kirikkaleli, Dervis, 2021. "Modeling the dynamic links among natural resources, economic globalization, disaggregated energy consumption, and environmental quality: Fresh evidence from GCC economies," Resources Policy, Elsevier, vol. 73(C).
    34. Bye, Brita & Fæhn, Taran & Rosnes, Orvika, 2018. "Residential energy efficiency policies: Costs, emissions and rebound effects," Energy, Elsevier, vol. 143(C), pages 191-201.
    35. Herwartz, H. & Siedenburg, F., 2008. "Homogenous panel unit root tests under cross sectional dependence: Finite sample modifications and the wild bootstrap," Computational Statistics & Data Analysis, Elsevier, vol. 53(1), pages 137-150, September.
    36. 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.
    37. Li, Ke & Lin, Boqiang, 2015. "Impacts of urbanization and industrialization on energy consumption/CO2 emissions: Does the level of development matter?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1107-1122.
    38. Cheng, Yuanyuan & Yao, Xin, 2021. "Carbon intensity reduction assessment of renewable energy technology innovation in China: A panel data model with cross-section dependence and slope heterogeneity," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    39. Brambor, Thomas & Clark, William Roberts & Golder, Matt, 2006. "Understanding Interaction Models: Improving Empirical Analyses," Political Analysis, Cambridge University Press, vol. 14(1), pages 63-82, January.
    40. Du, Kerui & Li, Jianglong, 2019. "Towards a green world: How do green technology innovations affect total-factor carbon productivity," Energy Policy, Elsevier, vol. 131(C), pages 240-250.
    41. Liu, Xin & Wang, Ping & Song, Hang & Zeng, Xiaoying, 2021. "Determinants of net primary productivity: Low-carbon development from the perspective of carbon sequestration," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    42. Shahbaz, Muhammad & Trabelsi, Nader & Tiwari, Aviral Kumar & Abakah, Emmanuel Joel Aikins & Jiao, Zhilun, 2021. "Relationship between green investments, energy markets, and stock markets in the aftermath of the global financial crisis," Energy Economics, Elsevier, vol. 104(C).
    43. Ozcan, Burcu & Ozturk, Ilhan, 2019. "Renewable energy consumption-economic growth nexus in emerging countries: A bootstrap panel causality test," Renewable and Sustainable Energy Reviews, Elsevier, vol. 104(C), pages 30-37.
    44. Hussain, Jamal & Khan, Anwar & Zhou, Kui, 2020. "The impact of natural resource depletion on energy use and CO2 emission in Belt & Road Initiative countries: A cross-country analysis," Energy, Elsevier, vol. 199(C).
    45. Sharon Alvarez & Jay Barney & Arielle Newman, 2015. "The poverty problem and the industrialization solution," Asia Pacific Journal of Management, Springer, vol. 32(1), pages 23-37, March.
    46. Eberhardt, Markus & Bond, Stephen, 2009. "Cross-section dependence in nonstationary panel models: a novel estimator," MPRA Paper 17692, University Library of Munich, Germany.
    47. Hasanbeigi, Ali & Price, Lynn & Lin, Elina, 2012. "Emerging energy-efficiency and CO2 emission-reduction technologies for cement and concrete production: A technical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(8), pages 6220-6238.
    48. Kwame Osei-Assibey & Omolemo Dikgang, 2020. "International Trade and Economic Growth: The Nexus, the Evidence, and the Policy Implications for South Africa," The International Trade Journal, Taylor & Francis Journals, vol. 34(6), pages 572-598, November.
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