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Asymmetric and moderating role of industrialisation and technological innovation on energy intensity: Evidence from BRICS economies

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  • Liu, Fei
  • Zhang, Xudong
  • Adebayo, Tomiwa Sunday
  • Awosusi, Abraham Ayobamiji

Abstract

The present research explores the effect of economic growth, technological innovation, trade openness, and industrialisation on energy intensity in the BRICS economies using a dataset from 1990 to 2019. Furthermore, this study evaluates the combined effects of industrialisation and technological innovation on energy intensity. We employed second-generation approaches such as Westerlund co-integration, method of moments quantile regression (MMQR), and panel causality. In addition, we conducted a robustness analysis by using the long-run estimators including the dynamic ordinary least square (DOLS), fully modified ordinary least square (FMOLS) and fixed effect-ordinary least square (FE-OLS). The MMQR allows for a heterogeneous income-energy intensity nexus at different conditional quantile distributions of energy intensity, which the conventional mean regressions would generally ignore. The empirical evidence from the MMQR confirms that economic growth and industrialisation contribute to higher energy intensity; meanwhile, trade openness and technological innovation decrease the energy intensity. The combined effects of industrialisation and technological innovation reduce energy intensity in the BRICS economies. The outcomes from the MMQR are supported by the DOLS, FMOLS, and FE-OLS estimators. Furthermore, the causal interaction between the energy intensity drivers is also investigated using the Dumitrescu-Hurlin panel causality tests, which reveal that industrialisation and technological innovation Granger cause energy intensity. Meanwhile, a bidirectional causal interaction between economic growth and energy intensity is found, as well as between trade openness and energy intensity. Policymakers must design industrial policies that promote technological innovation, which is the mechanism of inhibiting industrialisation.

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  • Liu, Fei & Zhang, Xudong & Adebayo, Tomiwa Sunday & Awosusi, Abraham Ayobamiji, 2022. "Asymmetric and moderating role of industrialisation and technological innovation on energy intensity: Evidence from BRICS economies," Renewable Energy, Elsevier, vol. 198(C), pages 1364-1372.
    • Handle: RePEc:eee:renene:v:198:y:2022:i:c:p:1364-1372
    DOI: 10.1016/j.renene.2022.08.099
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    as
    1. Adom, Philip Kofi, 2015. "Determinants of energy intensity in South Africa: Testing for structural effects in parameters," Energy, Elsevier, vol. 89(C), pages 334-346.
    2. Kristen Hopewell, 2015. "Different paths to power: The rise of Brazil, India and China at the World Trade Organization," Review of International Political Economy, Taylor & Francis Journals, vol. 22(2), pages 311-338, April.
    3. Rafiq, Shuddhasattwa & Salim, Ruhul & Nielsen, Ingrid, 2016. "Urbanization, openness, emissions, and energy intensity: A study of increasingly urbanized emerging economies," Energy Economics, Elsevier, vol. 56(C), pages 20-28.
    4. Samargandi, Nahla, 2019. "Energy intensity and its determinants in OPEC countries," Energy, Elsevier, vol. 186(C).
    5. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    6. Shemelis Kebede Hundie & Megersa Debela Daksa, 2019. "Does energy-environmental Kuznets curve hold for Ethiopia? The relationship between energy intensity and economic growth," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 8(1), pages 1-21, December.
    7. Zamani, Mehrzad, 2007. "Energy consumption and economic activities in Iran," Energy Economics, Elsevier, vol. 29(6), pages 1135-1140, November.
    8. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    9. 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.
    10. Zhang, Hongyan & Chen, Suisui & Wang, Shuhong, 2022. "Impact of economic growth and labor productivity dispersion on energy intensity in China," Energy, Elsevier, vol. 242(C).
    11. Pesaran, M. H., 1981. "Pitfalls of testing non-nested hypotheses by the lagrange multiplier method," Journal of Econometrics, Elsevier, vol. 17(3), pages 323-331, December.
    12. Adom, Philip Kofi, 2015. "Asymmetric impacts of the determinants of energy intensity in Nigeria," Energy Economics, Elsevier, vol. 49(C), pages 570-580.
    13. M. Hashem Pesaran, 2015. "Testing Weak Cross-Sectional Dependence in Large Panels," Econometric Reviews, Taylor & Francis Journals, vol. 34(6-10), pages 1089-1117, December.
    14. Jiang, Lei & Folmer, Henk & Ji, Minhe, 2014. "The drivers of energy intensity in China: A spatial panel data approach," China Economic Review, Elsevier, vol. 31(C), pages 351-360.
    15. Díaz, Antonia & Marrero, Gustavo A. & Puch, Luis A. & Rodríguez, Jesús, 2019. "Economic growth, energy intensity and the energy mix," Energy Economics, Elsevier, vol. 81(C), pages 1056-1077.
    16. Li, Yi & Sun, Linyan & Feng, Taiwen & Zhu, Chunyan, 2013. "How to reduce energy intensity in China: A regional comparison perspective," Energy Policy, Elsevier, vol. 61(C), pages 513-522.
    17. Pan, Xiongfeng & Uddin, Md. Kamal & Han, Cuicui & Pan, Xianyou, 2019. "Dynamics of financial development, trade openness, technological innovation and energy intensity: Evidence from Bangladesh," Energy, Elsevier, vol. 171(C), pages 456-464.
    18. 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.
    19. Zhang, Haiyan & Lahr, Michael L., 2014. "China's energy consumption change from 1987 to 2007: A multi-regional structural decomposition analysis," Energy Policy, Elsevier, vol. 67(C), pages 682-693.
    20. Pan, Xiongfeng & Uddin, Md. Kamal & Saima, Umme & Jiao, Zhiming & Han, Cuicui, 2019. "How do industrialization and trade openness influence energy intensity? Evidence from a path model in case of Bangladesh," Energy Policy, Elsevier, vol. 133(C).
    21. Dargahi, Hassan & Khameneh, Kazem Biabany, 2019. "Energy intensity determinants in an energy-exporting developing economy: Case of Iran," Energy, Elsevier, vol. 168(C), pages 1031-1044.
    22. Soytas, Ugur & Sari, Ramazan, 2003. "Energy consumption and GDP: causality relationship in G-7 countries and emerging markets," Energy Economics, Elsevier, vol. 25(1), pages 33-37, January.
    23. Sadorsky, Perry, 2013. "Do urbanization and industrialization affect energy intensity in developing countries?," Energy Economics, Elsevier, vol. 37(C), pages 52-59.
    24. Fırat Emir & Festus Victor Bekun, 2019. "Energy intensity, carbon emissions, renewable energy, and economic growth nexus: New insights from Romania," Energy & Environment, , vol. 30(3), pages 427-443, May.
    25. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    26. Wurlod, Jules-Daniel & Noailly, Joëlle, 2018. "The impact of green innovation on energy intensity: An empirical analysis for 14 industrial sectors in OECD countries," Energy Economics, Elsevier, vol. 71(C), pages 47-61.
    27. Ahmed, Khalid, 2017. "Revisiting the role of financial development for energy-growth-trade nexus in BRICS economies," Energy, Elsevier, vol. 128(C), pages 487-495.
    28. Altinay, Galip & Karagol, Erdal, 2004. "Structural break, unit root, and the causality between energy consumption and GDP in Turkey," Energy Economics, Elsevier, vol. 26(6), pages 985-994, November.
    29. Chakraborty, Saptorshee Kanto & Mazzanti, Massimiliano, 2020. "Energy intensity and green energy innovation: Checking heterogeneous country effects in the OECD," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 328-343.
    30. Razzaq, Asif & Ajaz, Tahseen & Li, Jing Claire & Irfan, Muhammad & Suksatan, Wanich, 2021. "Investigating the asymmetric linkages between infrastructure development, green innovation, and consumption-based material footprint: Novel empirical estimations from highly resource-consuming economi," Resources Policy, Elsevier, vol. 74(C).
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