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Renewable energy consumption, financial development, environmental pollution, and innovations in the ASEAN + 3 group: Evidence from (P-ARDL) model

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  • Assi, Ala Fathi
  • Zhakanova Isiksal, Aliya
  • Tursoy, Turgut

Abstract

To maintain economic and environmental sustainability, the study examines the influence of five major factors affecting renewable energy consumption. These five major factors include financial development, environmental pollution, innovation, economic freedom, and real GDP per capita in the ASEAN +3 economies during 1998–2018. By testing five hypotheses via the panel ARDL analysis and the Dumitrescu-Hurlin panel causality test, several interesting results were revealed. The results confirmed that financial expansion does not play a major role in the impacts on renewable energy consumption. Also, environmental pollution and economic freedom have a negative correlation with renewable energy consumption. However, the relationship between innovation and real GDP with renewable energy is positive. The results suggest that the ASEAN+3 group should reinforce strategies that support renewable energy projects to achieve economic and environmental sustainability. The study provides some recommendations for ASEAN +3 economies that can help them promote strategies that support renewable energy projects that maintain the economic and environmental sustainability.

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  • Assi, Ala Fathi & Zhakanova Isiksal, Aliya & Tursoy, Turgut, 2021. "Renewable energy consumption, financial development, environmental pollution, and innovations in the ASEAN + 3 group: Evidence from (P-ARDL) model," Renewable Energy, Elsevier, vol. 165(P1), pages 689-700.
  • Handle: RePEc:eee:renene:v:165:y:2021:i:p1:p:689-700
    DOI: 10.1016/j.renene.2020.11.052
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    1. Yildirim, Ertuğrul & Saraç, Şenay & Aslan, Alper, 2012. "Energy consumption and economic growth in the USA: Evidence from renewable energy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(9), pages 6770-6774.
    2. Chen, Yulong & Wang, Zheng & Zhong, Zhangqi, 2019. "CO2 emissions, economic growth, renewable and non-renewable energy production and foreign trade in China," Renewable Energy, Elsevier, vol. 131(C), pages 208-216.
    3. Jalil, Abdul & Feridun, Mete, 2011. "The impact of growth, energy and financial development on the environment in China: A cointegration analysis," Energy Economics, Elsevier, vol. 33(2), pages 284-291, March.
    4. Bloch, Harry & Rafiq, Shuddhasattwa & Salim, Ruhul, 2015. "Economic growth with coal, oil and renewable energy consumption in China: Prospects for fuel substitution," Economic Modelling, Elsevier, vol. 44(C), pages 104-115.
    5. Narayan, Seema & Doytch, Nadia, 2017. "An investigation of renewable and non-renewable energy consumption and economic growth nexus using industrial and residential energy consumption," Energy Economics, Elsevier, vol. 68(C), pages 160-176.
    6. Shahbaz, Muhammad & Lean, Hooi Hooi, 2012. "Does financial development increase energy consumption? The role of industrialization and urbanization in Tunisia," Energy Policy, Elsevier, vol. 40(C), pages 473-479.
    7. Tamazian, Artur & Bhaskara Rao, B., 2010. "Do economic, financial and institutional developments matter for environmental degradation? Evidence from transitional economies," Energy Economics, Elsevier, vol. 32(1), pages 137-145, January.
    8. Al-mulali, Usama & Binti Che Sab, Che Normee, 2012. "The impact of energy consumption and CO2 emission on the economic growth and financial development in the Sub Saharan African countries," Energy, Elsevier, vol. 39(1), pages 180-186.
    9. Samargandi, Nahla, 2019. "Energy intensity and its determinants in OPEC countries," Energy, Elsevier, vol. 186(C).
    10. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    11. Islam, Faridul & Shahbaz, Muhammad & Ahmed, Ashraf U. & Alam, Md. Mahmudul, 2013. "Financial development and energy consumption nexus in Malaysia: A multivariate time series analysis," Economic Modelling, Elsevier, vol. 30(C), pages 435-441.
    12. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    13. Sbia, Rashid & Shahbaz, Muhammad & Hamdi, Helmi, 2014. "A contribution of foreign direct investment, clean energy, trade openness, carbon emissions and economic growth to energy demand in UAE," Economic Modelling, Elsevier, vol. 36(C), pages 191-197.
    14. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    15. Doucouliagos, Chris & Ulubasoglu, Mehmet Ali, 2006. "Economic freedom and economic growth: Does specification make a difference?," European Journal of Political Economy, Elsevier, vol. 22(1), pages 60-81, March.
    16. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    17. Alam, Md. Mahmudul & Murad, Md. Wahid, 2020. "The impacts of economic growth, trade openness and technological progress on renewable energy use in organization for economic co-operation and development countries," Renewable Energy, Elsevier, vol. 145(C), pages 382-390.
    18. Aslan, Alper & Apergis, Nicholas & Topcu, Mert, 2014. "Banking development and energy consumption: Evidence from a panel of Middle Eastern countries," Energy, Elsevier, vol. 72(C), pages 427-433.
    19. Popp, David C., 2001. "The effect of new technology on energy consumption," Resource and Energy Economics, Elsevier, vol. 23(3), pages 215-239, July.
    20. Pao, Hsiao-Tien & Fu, Hsin-Chia, 2013. "Renewable energy, non-renewable energy and economic growth in Brazil," Renewable and Sustainable Energy Reviews, Elsevier, vol. 25(C), pages 381-392.
    21. Apergis, Nicholas & Payne, James E., 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, Elsevier, vol. 42(C), pages 226-232.
    22. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    23. Nemet, Gregory F. & Kammen, Daniel M., 2007. "U.S. energy research and development: Declining investment, increasing need, and the feasibility of expansion," Energy Policy, Elsevier, vol. 35(1), pages 746-755, January.
    24. Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
    25. Jaforullah, Mohammad & King, Alan, 2015. "Does the use of renewable energy sources mitigate CO2 emissions? A reassessment of the US evidence," Energy Economics, Elsevier, vol. 49(C), pages 711-717.
    26. Fisher-Vanden, Karen & Jefferson, Gary H. & Jingkui, Ma & Jianyi, Xu, 2006. "Technology development and energy productivity in China," Energy Economics, Elsevier, vol. 28(5-6), pages 690-705, November.
    27. Dmitry Burakov & Max Freidin, 2017. "Financial Development, Economic Growth and Renewable Energy Consumption in Russia: A Vector Error Correction Approach," International Journal of Energy Economics and Policy, Econjournals, vol. 7(6), pages 39-47.
    28. Apergis, Nicholas & Payne, James E., 2010. "Coal consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(3), pages 1353-1359, March.
    29. Dasgupta, Shyamasree & Roy, Joyashree, 2015. "Understanding technological progress and input price as drivers of energy demand in manufacturing industries in India," Energy Policy, Elsevier, vol. 83(C), pages 1-13.
    30. Feyyaz ZEREN & Mustafa KOC, 2014. "The Nexus between Energy Consumption and Financial Development with Asymmetric Causality Test: New Evidence from Newly Industrialized Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 4(1), pages 83-91.
    31. Menyah, Kojo & Wolde-Rufael, Yemane, 2010. "CO2 emissions, nuclear energy, renewable energy and economic growth in the US," Energy Policy, Elsevier, vol. 38(6), pages 2911-2915, June.
    32. Faisal, Faisal & Sulaiman, Yasir & Tursoy, Turgut, 2019. "Does an asymmetric nexus exist between financial deepening and natural resources for emerging economy? Evidence from multiple break cointegration test," Resources Policy, Elsevier, vol. 64(C).
    33. Shahbaz, Muhammad & Chaudhary, A.R. & Ozturk, Ilhan, 2017. "Does urbanization cause increasing energy demand in Pakistan? Empirical evidence from STIRPAT model," Energy, Elsevier, vol. 122(C), pages 83-93.
    34. Paramati, Sudharshan Reddy & Sinha, Avik & Dogan, Eyup, 2017. "The significance of renewable energy use for economic output and environmental protection: Evidence from the next 11 developing economies," MPRA Paper 100087, University Library of Munich, Germany.
    35. Dawid Piątek & Katarzyna Szarzec & Michał Pilc, 2013. "Economic freedom, democracy and economic growth: a causal investigation in transition countries," Post-Communist Economies, Taylor & Francis Journals, vol. 25(3), pages 267-288, September.
    36. Boutabba, Mohamed Amine, 2014. "The impact of financial development, income, energy and trade on carbon emissions: Evidence from the Indian economy," Economic Modelling, Elsevier, vol. 40(C), pages 33-41.
    37. Johansen, Soren, 1995. "Identifying restrictions of linear equations with applications to simultaneous equations and cointegration," Journal of Econometrics, Elsevier, vol. 69(1), pages 111-132, September.
    38. Yoo, S.-H., 2006. "The causal relationship between electricity consumption and economic growth in the ASEAN countries," Energy Policy, Elsevier, vol. 34(18), pages 3573-3582, December.
    39. Lichao Wu & David C. Broadstock, 2015. "Does economic, financial and institutional development matter for renewable energy consumption? Evidence from emerging economies," International Journal of Economic Policy in Emerging Economies, Inderscience Enterprises Ltd, vol. 8(1), pages 20-39.
    40. Omri, Anis & Kahouli, Bassem, 2014. "Causal relationships between energy consumption, foreign direct investment and economic growth: Fresh evidence from dynamic simultaneous-equations models," Energy Policy, Elsevier, vol. 67(C), pages 913-922.
    41. Charlie Wilson & Arnulf Grubler & Kelly S. Gallagher & Gregory F. Nemet, 2012. "Marginalization of end-use technologies in energy innovation for climate protection," Nature Climate Change, Nature, vol. 2(11), pages 780-788, November.
    42. Çoban, Serap & Topcu, Mert, 2013. "The nexus between financial development and energy consumption in the EU: A dynamic panel data analysis," Energy Economics, Elsevier, vol. 39(C), pages 81-88.
    43. Assi, Ala Fathi & Zhakanova Isiksal, Aliya & Tursoy, Turgut, 2020. "Highlighting the connection between financial development and consumption of energy in countries with the highest economic freedom," Energy Policy, Elsevier, vol. 147(C).
    44. Menegaki, Angeliki N., 2011. "Growth and renewable energy in Europe: A random effect model with evidence for neutrality hypothesis," Energy Economics, Elsevier, vol. 33(2), pages 257-263, March.
    45. Wong, Siang Leng & Chang, Youngho & Chia, Wai-Mun, 2013. "Energy consumption, energy R&D and real GDP in OECD countries with and without oil reserves," Energy Economics, Elsevier, vol. 40(C), pages 51-60.
    46. Bengoa, Marta & Sanchez-Robles, Blanca, 2003. "Foreign direct investment, economic freedom and growth: new evidence from Latin America," European Journal of Political Economy, Elsevier, vol. 19(3), pages 529-545, September.
    47. Carl Henrik Knutsen, 2011. "Democracy, Dictatorship and Protection of Property Rights," Journal of Development Studies, Taylor & Francis Journals, vol. 47(1), pages 164-182.
    48. Peter C. B. Phillips & Bruce E. Hansen, 1990. "Statistical Inference in Instrumental Variables Regression with I(1) Processes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 57(1), pages 99-125.
    49. Adnan RASHID & Naveed YOUSAF, 2015. "Linkage of financial development with electricity-growth, nexus of India and Pakistan," EuroEconomica, Danubius University of Galati, issue 2(34), pages 151-160, November.
    50. Sadorsky, Perry, 2009. "Renewable energy consumption and income in emerging economies," Energy Policy, Elsevier, vol. 37(10), pages 4021-4028, October.
    51. Rafindadi, Abdulkadir Abdulrashid & Ozturk, Ilhan, 2016. "Effects of financial development, economic growth and trade on electricity consumption: Evidence from post-Fukushima Japan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 1073-1084.
    52. Farhani, Sahbi & Solarin, Sakiru Adebola, 2017. "Financial development and energy demand in the United States: New evidence from combined cointegration and asymmetric causality tests," Energy, Elsevier, vol. 134(C), pages 1029-1037.
    53. Apergis, Nicholas & Payne, James E., 2010. "Renewable energy consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(1), pages 656-660, January.
    54. Anton, Sorin Gabriel & Afloarei Nucu, Anca Elena, 2020. "The effect of financial development on renewable energy consumption. A panel data approach," Renewable Energy, Elsevier, vol. 147(P1), pages 330-338.
    55. Henry Kaiser, 1970. "A second generation little jiffy," Psychometrika, Springer;The Psychometric Society, vol. 35(4), pages 401-415, December.
    56. Komal, Rabia & Abbas, Faisal, 2015. "Linking financial development, economic growth and energy consumption in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 211-220.
    57. Lin, Boqiang & Moubarak, Mohamed, 2014. "Renewable energy consumption – Economic growth nexus for China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 40(C), pages 111-117.
    58. Paramati, Sudharshan Reddy & Apergis, Nicholas & Ummalla, Mallesh, 2017. "Financing clean energy projects through domestic and foreign capital: The role of political cooperation among the EU, the G20 and OECD countries," Energy Economics, Elsevier, vol. 61(C), pages 62-71.
    59. Ocal, Oguz & Aslan, Alper, 2013. "Renewable energy consumption–economic growth nexus in Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 28(C), pages 494-499.
    60. Mohamed Amine Boutabba, 2014. "The impact of financial development, income, energy and trade on carbon emissions: Evidence from the Indian economy," Post-Print hal-02877966, HAL.
    61. Sadorsky, Perry, 2011. "Financial development and energy consumption in Central and Eastern European frontier economies," Energy Policy, Elsevier, vol. 39(2), pages 999-1006, February.
    62. Kneller, Richard & Bleaney, Michael F. & Gemmell, Norman, 1999. "Fiscal policy and growth: evidence from OECD countries," Journal of Public Economics, Elsevier, vol. 74(2), pages 171-190, November.
    63. Mohamed Abdouli and Sami Hammami, 2017. "Exploring Links between FDI Inflows, Energy Consumption, and Economic Growth: Further Evidence from MENA Countries," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 42(1), pages 95-117, March.
    64. Tamazian, Artur & Chousa, Juan Piñeiro & Vadlamannati, Krishna Chaitanya, 2009. "Does higher economic and financial development lead to environmental degradation: Evidence from BRIC countries," Energy Policy, Elsevier, vol. 37(1), pages 246-253, January.
    65. Sayari, Naz & Sari, Ramazan & Hammoudeh, Shawkat, 2018. "The impact of value added components of GDP and FDI on economic freedom in Europe," Economic Systems, Elsevier, vol. 42(2), pages 282-294.
    66. Salim, Ruhul A. & Rafiq, Shuddhasattwa, 2012. "Why do some emerging economies proactively accelerate the adoption of renewable energy?," Energy Economics, Elsevier, vol. 34(4), pages 1051-1057.
    67. Matheus Koengkan & José Alberto Fuinhas & Isabel Vieira, 2020. "Effects of financial openness on renewable energy investments expansion in Latin American countries," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 10(1), pages 65-82, January.
    68. Ali M. Kutan & Sudharshan Reddy Paramati & Mallesh Ummalla & Abdulrasheed Zakari, 2018. "Financing Renewable Energy Projects in Major Emerging Market Economies: Evidence in the Perspective of Sustainable Economic Development," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(8), pages 1761-1777, June.
    69. Apergis, Nicholas & Payne, James E., 2012. "Renewable and non-renewable energy consumption-growth nexus: Evidence from a panel error correction model," Energy Economics, Elsevier, vol. 34(3), pages 733-738.
    70. Chang, Shu-Chen, 2015. "Effects of financial developments and income on energy consumption," International Review of Economics & Finance, Elsevier, vol. 35(C), pages 28-44.
    71. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    72. Kim, Jeayoon & Park, Kwangwoo, 2016. "Financial development and deployment of renewable energy technologies," Energy Economics, Elsevier, vol. 59(C), pages 238-250.
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