Abstract
We examine the impact of clean and non-clean energy consumptions on economic growth in the Middle East and Northern Africa (MENA) region. To do this, we test this relationship within a dynamic framework by tracing the time-varying evolution through employing non-parametric techniques. We also assess common and country-specific trend functions that allow them be evolved across time. Using annual data for 10 MENA countries over the period 1990–2020, we find that non-clean energy consumption was largely positive and strongly significant entire the whole period, while having a variable magnitude. Clean energy consumption was also positive and significant but exhibits two trends: a downward trend between the mid-1990s and 2002 and an upward trend after 2005. Moreover, our local non-parametric linear estimates show that the common and country-specific trend functions increase gradually in the earliest periods of the sample, but then, they stabilize after the global financial crisis. From our findings, it becomes evident that policymakers must adeptly navigate this transition phase, addressing initial hurdles and fostering an environment conducive to renewable investments. This approach is crucial to ensuring sustainable economic growth while preserving energy security in the MENA region.
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Notes
Here \(Y_{it}\) stand for \({\Delta\, \mathrm{ln}\,GDP}_{it}\)
\(X_{it}^T=\left(\triangle\ln\;K_{it},\;\triangle\ln\;L_{it},\;\triangle\ln\;K_{it},\;\triangle\ln\;CLE_{it},\;\triangle\ln\;NCLE_{it}\right)\),
\({\alpha }_{t}=\left({\alpha }_{t,1}, {\alpha }_{t,2}, {\alpha }_{t,3}, {\alpha }_{t,4},{\alpha }_{t,5}\right)\)
References
Abbasi, K., Jiao, Z., Shahbaz, M., & Khan, A. A. (2020). Asymmetric impact of renewable and non-renewable energy on economic growth in Pakistan: New evidence from a nonlinear analysis. Energy Exploration & Exploitation., 38(5), 1946–1967.
Apergis, N., & Payne, J. E. (2010). A panel study of nuclear energy consumption and economic growth. Energy Economics, 32, 545–549.
Apergis, N., & Payne, J. E. (2011). On the causal dynamics between renewable and non-renewable energy consumption and economic growth in developed and developing countries. Energy System, 2, 299–312.
Awodumi, O. B., & Adewuyi, A. O. (2020). The role of non-renewable energy consumption in economic growth and carbon emission: Evidence from oil producing economies in Africa. Energy Strategy Reviews, 27, 100434.
Baltagi, B. H., Feng, Q., & Kao, C. (2012). A Lagrange multiplier test for cross-sectional dependence in a fixed effects panel data model. Journal of Econometrics, 170(1), 164–177. https://doi.org/10.1016/j.jeconom.2012.04.004
Bélaïd, F., & Youssef, M. (2017). Environmental degradation, renewable and non-renewable electricity consumption, and economic growth: Assessing the evidence from Algeria. Energy Policy, 102, 277–287.
Beldi, L., & Ghazouani, T. (2024). Nonparametric analysis of the relationship between income inequality and energy consumption in African countries. Natural Resources Forum, 1–23. https://doi.org/10.1111/1477-8947.12451
Ben-Salha, O., & Sebri, M. (2014). A multivariate analysis of the causal flow between renewable energy consumption and GDP in Tunisia. Economics Bulletin, 34(4), 2396–2410.
Breusch, T. S., & Pagan, A. R. (1980). The Lagrange multiplier test and its applications to model specification in econometrics. The Review of Economic Studies, 47(1), 239–253. https://doi.org/10.2307/2297111
Brini, R., Amara, M., & Jemmali, H. (2017). Renewable energy consumption, international trade, oil price and economic growth inter-linkages: The case of Tunisia. Renewable and Sustainable Energy Reviews, 76, 620–627.
Can, H., & Korkmaz, O. (2020). The relationship between renewable energy consumption and economic growth: The case of Bulgaria. International Journal of Energy Sector Management, 13(3), 573–589. https://doi.org/10.1108/IJESM-11-2017-0005
Chen, C., Pinar, M., & Stengos, T. (2020). Renewable energy consumption and economic growth nexus: Evidence from a threshold model. Energy Policy, 139, 111295.
Chudik, A., & Pesaran, M. H. (2015). Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors. Journal of Econometrics, 188(2), 393–420.
Dees, P., & Auktor, G. V. (2018). Renewable energy and economic growth in the MENA region: Empirical evidence and policy implications. Middle East Development, 10, 225–247.
Destek, M. A., & Aslan, A. (2017). Renewable and non-renewable energy consumption and economic growth in emerging economies: Evidence from bootstrap panel causality. Renewable Energy, 111, 757–763.
Dogan, E. (2016). Analyzing the linkage between renewable and non-renewable energy consumption and economic growth by considering structural break in time-series data. Renewable Energy, 99(C), 1126–1136.
El Fadel, M., Rachid, G., El-Samra, R., Bou Boutros, G., & Hashisho, J. (2013). Emissions reduction and economic implications of renewable energy market penetration of power generation for residential consumption in the MENA region. Energy Policy, 52, 618–627.
Esso, L. J. (2010). Threshold cointegration and causality relationship between energy use and growth in seven African countries. Energy Economics, 32(6), 1383–1391.
Farhani, F. (2013). Renewable energy consumption, economic growth and CO2 emissions: Evidence from selected MENA countries. Energy Economics Letters, 1(2), 24–41.
Ghazouani, T., Boukhatem, J., & Sam, C.Y. (2020). Causal interactions between trade openness, renewable electricity consumption, and economic growth in Asia-Pacific countries: Fresh evidence from a bootstrap ARDL approach. Renewable and Sustainable Energy Reviews, 133:110094.
Ghazouani, T. (2022). Dynamic impact of globalization on renewable energy consumption: Non-parametric modelling evidence. Technological Forecasting & Social Change, 185(C):122115. https://doi.org/10.1016/j.techfore.2022.122115
Ghazouani, T., & Maktouf, S. (2023). Impact of natural resources, trade openness, and economic growth on CO2 emissions in oil-exporting countries: A panel autoregressive distributed lag analysis. Natural Resources Forum, 1–21. https://doi.org/10.1111/1477-8947.12318
Ghazouani, T. (2020). Energy price shocks and financial market integration: Evidence from New Keynesian Model. International Advances in Economic Research, 26, 13–32. https://doi.org/10.1007/s11294-020-09767-3
Ghazouani, T. (2021). The effect of FDI inflows, urbanization, industrialization, and technological innovation on CO2 emissions: Evidence from Tunisia. Journal of the Knowledge Economy, 13(4), 3265–3295. https://doi.org/10.1007/s13132-021-00834-6
Ghazouani, T., & Beldi, L. (2022). The impact of income inequality on carbon emissions in Asian countries: Non-parametric panel data analysis. Environmental Modelling & Assessment. https://doi.org/10.1007/s10666-021-09811-4
Gholizadeh, Y. (2020). Causality relationship between energy consumption and economic growth in the European Union countries. Energy Studies Review, 24(2), 4460.
Ghosh, S., & Kanjilal, K. (2020). Non-fossil fuel energy usage and economic growth in India: A study on non-linear co-integration, asymmetry and causality. Journal of Cleaner Production, 273, 123032.
Hailemariam, A., Smyth, R., & Zhang, X. (2019). Oil prices and economic policy uncertainty: Evidence from a non-parametric panel data model. Energy Economics, 83, 40–51.
Henderson, D. J., & Parmeter, C. F. (2015). Applied non parametric econometrics. Cambridge University Press. https://doi.org/10.1017/CBO9780511845765
Huang, B. N., Hwang, M. J., & Yang, C. W. (2008). Does more energy consumption bolster economic growth? An application of the nonlinear threshold regression model. Energy Policy, 36, 755–767.
Ivanovski, K., Hailemariam, A., & Smyth, R. (2021). The effect of renewable and nonrenewable energy consumption on economic growth: Non-parametric evidence. Journal of Cleaner Production, 286, 124956.
Jebli, Ben, & Ben Youssef, S. (2015). Output, renewable and non-renewable energy consumption and international trade: Evidence from a panel of 69 countries. Renewable Energy, 83(C), 799–808. https://doi.org/10.1016/j.renene.2015.04.061
Kahia, M., Aïssa, M. S., & Lanouar, C. (2016). Impact of renewable and non-renewable energy consumption on economic growth: New evidence from the MENA Net Oil Exporting Countries (NOECs). Energy, 116, 102–115.
Kahia, M., Aïssa, M. S., & Lanouar, C. (2017). Renewable and non-renewable energy use - Economic growth nexus the case of MENA Net Oil Importing Countries. Renewable and Sustainable Energy Reviews, 71, 127–140.
Kahouli, B., & Chaaben, N. (2022). Investigate the link among energy consumption, environmental pollution, foreign trade, foreign direct investment, and economic growth: Empirical evidence from GCC countries. Energy and Buildings, 266, 112117. https://doi.org/10.1016/j.enbuild.2022.112117
Kayıkçı, F., & Bildirici, M. E. (2015). Economic growth and electricity consumption in GCC and MENA countries. South African Journal of Economics, 83(2), 303–316. https://doi.org/10.1111/saje.12061
Kouton, J. (2019). The asymmetric linkage between energy use and economic growth in selected African countries: Evidence from a nonlinear panel autoregressive distributed lag model. Energy Economics, 83(C), 475–490.
Li, D., Chen, J., & Gao, J. (2011). Non-parametric time-varying coefficient panel data models with fixed effects. The Econometrics Journal, 14, 387–408.
Maji, I. K. (2015). Does clean energy contributes to economic growth? Evidence from Nigeria. Energy Report, 1, 145–150.
Odhiambo, N. M. (2021). Energy consumption and economic growth in Botswana: Empirical evidence from a disaggregated data. International Review of Applied Economics, 35(1), 3–24. https://doi.org/10.1080/02692171.2020.1792851
Omri, A., Mabrouk, N. B., & Sassi-Tmar, A. (2015). Modeling the causal linkages between nuclear energy, renewable energy and economic growth in developed and developing countries. Renewable and Sustainable Energy Reviews, 42, 1012–1022.
Ozturk, F. (2017). Energy consumption–GDP causality in MENA countries. Energy Sources, Part b: Economics, Planning, and Policy, 12(3), 231–236.
Ozturk, I., & Acaravci, A. (2011). Electricity consumption and real GDP causality nexus: Evidence from ARDL-bounds testing approach for 11 MENA countries. Applied Energy, 88, 2885–2892.
Pao, H. T., Li, Y. Y., & Fu, H. C. (2014). Clean energy, non-clean energy, and economic growth in the MIST countries. Energy Policy, 67(4), 932–942.
Pesaran, M. H. (2007). A simple panel unit root test in the presence of cross-section dependence. Journal of Applied Economics, 22(2), 265–312.
Pesaran, M. H. (2021). General diagnostic tests for cross-sectional dependence in panels. Empirical Economics, 60(1), 13–50. https://doi.org/10.1007/s00181-020-01875-7
Pesaran, M. H. H., & Yamagata, T. (2008). Testing slope homogeneity in large panels. Journal of Econometrics, 142(1), 50–93. https://doi.org/10.1016/j.jeconom.2007.05.010
Phillips, P. C. B. (2001). Trending time series and macroeconomic activity: Some present and future challenges. Journal of Econometrics, 100(1), 21–27.
Polat, B. (2018). The impact of renewable and nonrenewable energy consumption on economic growth: A dynamic panel data approach. Asia-Pacific Journal of Accounting & Economics, 28(5), 592–603. https://doi.org/10.1080/16081625.2018.1540936
Qi, S., & Li, Y. (2017). Threshold effects of renewable energy consumption on economic growth under energy transformation. Chinese Journal of Population Resources and Environment, 15(4), 312–321.
Rahman, Z. U., Khattak, S. I., Ahmed, M., & Khan, A. (2020). A disaggregated-level analysis of the relationship among energy production, energy consumption and economic growth: Evidence from China. Energy, 194, 1–11.
Ren, X., Tong, Z., Sun, X., & Yan, C. (2022). Dynamic impacts of energy consumption on economic growth in China: Evidence from a non-parametric panel data model. Energy Economics, 107, 105855. https://doi.org/10.1016/j.eneco.2022.105855
Saidi, K. (2023). Does financial development and renewable energy matter for economic development? A study of emerging economies. Journal of the Knowledge Economy https://doi.org/10.1007/s13132-023-01443-1
Saidi, K., Rahman, M. M., & Amamri, M. (2017). The causal nexus between economic growth and energy consumption: New evidence from global panel of 53 countries. Sustainable Cities and Society, 33, 45–56.
Salari, M., Kelly, I., Doytch, N., & Javid, R. J. (2021). Economic growth and renewable and non-renewable energy consumption: Evidence from the U.S. states. Renewable Energy, 178, 50–65. https://doi.org/10.1016/j.renene.2021.06.016
Saliminezhad, A., & Bahramian, P. (2020). Clean energy consumption and economic growth nexus: Asymmetric time and frequency domain causality testing in China. Energy Sources, Part b: Economics, Planning, and Policy, 15(1), 1–12. https://doi.org/10.1080/15567249.2020.1729900
Shahbaz, M., Van Hoang, T. H., Mahalik, M. K., & Roubaud, D. (2017). Energy consumption, financial development and economic growth in India: New evidence from a non-linear and asymmetric analysis. Energy Economics, 63, 199–212.
Silvapulle, P., Smyth, R., Zhang, X., & Fenech, J. P. (2017). Non-parametric panel data model for crude oil and stock market prices in net oil importing countries. Energy Economics, 67, 255–267.
Smolović, J. C., Muhadinović, M., Radonjić, M., & Đurašković, J. (2020). How does renewable energy consumption affect economic growth in the traditional and new member states of the European Union? Energy Reports, 6. Supplement, 6, 505–513. https://doi.org/10.1016/j.egyr.2020.09.028
Su, L., & Ullah, A. (2008). Local polynomial estimation of non-parametric simultaneous equations models. Journal of Econometrics, 144(1), 193–218.
Tang, C. F., & Abosedra, S. (2014). The impacts of tourism, energy consumption and political instability on economic growth in the MENA countries. Energy Policy, 68, 458–464.
Tugcu, C., Ozturk, I., & Alper, A. (2012). Renewable and non-renewable energy consumption and economic growth relationship revisited: Evidence from G7 countries. Energy Economics, 34(6), 1942–1950. https://doi.org/10.1016/j.eneco.2012.08.021
Wang, Q., & Wang, L. (2020). Renewable energy consumption and economic growth in OECD countries: A non-linear panel data analysis. Energy, 207, 118200.
Wang, S., Li, C., & Zhou, H. (2019). Impact of China’s economic growth and energy consumption structure on atmospheric pollutants: Based on a panel threshold model. Journal of Cleaner Production, 236, 117694.
Westerlund, J. (2007). Testing for error correction in panel data. Oxford Bulletin of Economics and Statistics, 69(6), 709–748.
Yazdi, S. K., & Shakouri, B. (2017). Renewable energy, nonrenewable energy consumption, and economic growth. Energy Sources, Part b: Economics, Planning, and Policy, 12(12), 1038–1045. https://doi.org/10.1080/15567249.2017.1316795
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Ghazouani, T. Is the Relationship Between Clean/Non-clean Energy Consumption and Economic Growth Time-Varying? Non-parametric Evidence for MENA Region. J Knowl Econ (2024). https://doi.org/10.1007/s13132-024-01906-z
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DOI: https://doi.org/10.1007/s13132-024-01906-z