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How do trade liberalization and human capital affect renewable energy consumption? Evidence from the panel threshold model

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  • Zhou, Anhua
  • Li, Jun

Abstract

Promoting the use of renewable energy was an important issue for achieving sustainable development. This article used data from 69 countries from 1990 to 2015. Considering the cross-section dependence, the second-generation unit root and cointegration tests were used. The pooled mean group (PMG) method was used to estimate long-term and short-term effects and the panel threshold model was employed to explore nonlinear effects of trade liberalization on renewable energy. Moreover, a mechanism analysis was implemented. Empirical results show: First, the PMG results revealed the long and short-term positive effects of trade liberalization on renewable energy. Second, the panel threshold model results revealed the double threshold effect of human capital in trade liberalization and renewable energy, as human capital gradually raised, the regression coefficient of trade liberalization first declines and then rises, showing a U-shaped trend. In addition, the mechanism analysis results revealed trade liberalization promoted the use of renewable energy through technological effects rather than scale and structure effects. Finally, our research results strongly support trade liberalization and human capital as potential forces to promote renewable energy consumption in the future. The policy implied the government should actively develop trade freedom and improve the level of human capital.

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  • Zhou, Anhua & Li, Jun, 2022. "How do trade liberalization and human capital affect renewable energy consumption? Evidence from the panel threshold model," Renewable Energy, Elsevier, vol. 184(C), pages 332-342.
    • Handle: RePEc:eee:renene:v:184:y:2022:i:c:p:332-342
    DOI: 10.1016/j.renene.2021.11.096
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    as
    1. Shahbaz, Muhammad & Raghutla, Chandrashekar & Chittedi, Krishna Reddy & Jiao, Zhilun & Vo, Xuan Vinh, 2020. "The effect of renewable energy consumption on economic growth: Evidence from the renewable energy country attractive index," Energy, Elsevier, vol. 207(C).
    2. Mohamed, Hassen & Ben Jebli, Mehdi & Ben Youssef, Slim, 2019. "Renewable and fossil energy, terrorism, economic growth, and trade: Evidence from France," Renewable Energy, Elsevier, vol. 139(C), pages 459-467.
    3. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    4. Shahbaz, Muhammad & Loganathan, Nanthakumar & Zeshan, Mohammad & Zaman, Khalid, 2015. "Does renewable energy consumption add in economic growth? An application of auto-regressive distributed lag model in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 576-585.
    5. Nicolli, Francesco & Vona, Francesco, 2019. "Energy market liberalization and renewable energy policies in OECD countries," Energy Policy, Elsevier, vol. 128(C), pages 853-867.
    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. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    9. Li, Huanan & Mu, Hailin & Zhang, Ming & Gui, Shusen, 2012. "Analysis of regional difference on impact factors of China’s energy – Related CO2 emissions," Energy, Elsevier, vol. 39(1), pages 319-326.
    10. Baek, Jungho & Cho, Yongsung & Koo, Won W., 2009. "The environmental consequences of globalization: A country-specific time-series analysis," Ecological Economics, Elsevier, vol. 68(8-9), pages 2255-2264, June.
    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. Hakimi, Abdelaziz & Hamdi, Helmi, 2016. "Trade liberalization, FDI inflows, environmental quality and economic growth: A comparative analysis between Tunisia and Morocco," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 1445-1456.
    13. Topcu, Mert & Payne, James E., 2018. "Further evidence on the trade-energy consumption nexus in OECD countries," Energy Policy, Elsevier, vol. 117(C), pages 160-165.
    14. Zhang, Chuanguo & Zhou, Xiangxue, 2016. "Does foreign direct investment lead to lower CO2 emissions? Evidence from a regional analysis in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 943-951.
    15. 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.
    16. Butturi, M.A. & Lolli, F. & Sellitto, M.A. & Balugani, E. & Gamberini, R. & Rimini, B., 2019. "Renewable energy in eco-industrial parks and urban-industrial symbiosis: A literature review and a conceptual synthesis," Applied Energy, Elsevier, vol. 255(C).
    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. Wang, Shaojian & Li, Guangdong & Fang, Chuanglin, 2018. "Urbanization, economic growth, energy consumption, and CO2 emissions: Empirical evidence from countries with different income levels," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2144-2159.
    19. Chen, Wenhui & Lei, Yalin, 2018. "The impacts of renewable energy and technological innovation on environment-energy-growth nexus: New evidence from a panel quantile regression," Renewable Energy, Elsevier, vol. 123(C), pages 1-14.
    20. Bekhet, Hussain Ali & Othman, Nor Salwati, 2018. "The role of renewable energy to validate dynamic interaction between CO2 emissions and GDP toward sustainable development in Malaysia," Energy Economics, Elsevier, vol. 72(C), pages 47-61.
    21. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    22. Wang, Qiang & Lin, Jian & Zhou, Kan & Fan, Jie & Kwan, Mei-Po, 2020. "Does urbanization lead to less residential energy consumption? A comparative study of 136 countries," Energy, Elsevier, vol. 202(C).
    23. Ewing, Bradley T. & Payne, James E. & Caporin, Massimilano, 2022. "The Asymmetric Impact of Oil Prices and Production on Drilling Rig Trajectory: A correction," Resources Policy, Elsevier, vol. 79(C).
    24. Qamruzzaman, Md & Jianguo, Wei, 2020. "The asymmetric relationship between financial development, trade openness, foreign capital flows, and renewable energy consumption: Fresh evidence from panel NARDL investigation," Renewable Energy, Elsevier, vol. 159(C), pages 827-842.
    25. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    26. Amri, Fethi, 2019. "Renewable and non-renewable categories of energy consumption and trade: Do the development degree and the industrialization degree matter?," Energy, Elsevier, vol. 173(C), pages 374-383.
    27. Akalpler, Ergin & Hove, Simbarashe, 2019. "Carbon emissions, energy use, real GDP per capita and trade matrix in the Indian economy-an ARDL approach," Energy, Elsevier, vol. 168(C), pages 1081-1093.
    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. Chen, Yulong & Zhao, Jincai & Lai, Zhizhu & Wang, Zheng & Xia, Haibin, 2019. "Exploring the effects of economic growth, and renewable and non-renewable energy consumption on China’s CO2 emissions: Evidence from a regional panel analysis," Renewable Energy, Elsevier, vol. 140(C), pages 341-353.
    30. Koengkan, Matheus, 2018. "The positive impact of trade openness on consumption of energy: Fresh evidence from Andean community countries," Energy, Elsevier, vol. 158(C), pages 936-943.
    31. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    32. Hao, Yu & Guo, Yunxia & Guo, Yitong & Wu, Haitao & Ren, Siyu, 2020. "Does outward foreign direct investment (OFDI) affect the home country’s environmental quality? The case of China," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 109-119.
    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. Balcilar, Mehmet & Ozdemir, Zeynel Abidin & Ozdemir, Huseyin & Shahbaz, Muhammad, 2018. "The renewable energy consumption and growth in the G-7 countries: Evidence from historical decomposition method," Renewable Energy, Elsevier, vol. 126(C), pages 594-604.
    35. Mrabet, Zouhair & Alsamara, Mouyad & Saleh, Ali Salman & Anwar, Sajid, 2019. "Urbanization and non-renewable energy demand: A comparison of developed and emerging countries," Energy, Elsevier, vol. 170(C), pages 832-839.
    36. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    37. 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.
    38. Pedroni, Peter, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 653-670, Special I.
    39. Shahbaz, Muhammad & Gozgor, Giray & Hammoudeh, Shawkat, 2019. "Human capital and export diversification as new determinants of energy demand in the United States," Energy Economics, Elsevier, vol. 78(C), pages 335-349.
    40. Matthew A. Cole & Robert J. R. Elliott, 2005. "FDI and the Capital Intensity of “Dirty” Sectors: A Missing Piece of the Pollution Haven Puzzle," Review of Development Economics, Wiley Blackwell, vol. 9(4), pages 530-548, November.
    41. da Silva, Patrícia Pereira & Cerqueira, Pedro André & Ogbe, Wojolomi, 2018. "Determinants of renewable energy growth in Sub-Saharan Africa: Evidence from panel ARDL," Energy, Elsevier, vol. 156(C), pages 45-54.
    42. Hoang, Thi Hong Van & Shahzad, Syed Jawad Hussain & Czudaj, Robert L., 2020. "Renewable energy consumption and industrial production: A disaggregated time-frequency analysis for the U.S," Energy Economics, Elsevier, vol. 85(C).
    43. 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).
    44. Hu, Hui & Xie, Nan & Fang, Debin & Zhang, Xiaoling, 2018. "The role of renewable energy consumption and commercial services trade in carbon dioxide reduction: Evidence from 25 developing countries," Applied Energy, Elsevier, vol. 211(C), pages 1229-1244.
    45. Apergis, Nicholas & Payne, James E., 2010. "Renewable energy consumption and growth in Eurasia," Energy Economics, Elsevier, vol. 32(6), pages 1392-1397, November.
    46. Topcu, Mert & Tugcu, Can Tansel, 2020. "The impact of renewable energy consumption on income inequality: Evidence from developed countries," Renewable Energy, Elsevier, vol. 151(C), pages 1134-1140.
    47. Kolcava, Dennis & Nguyen, Quynh & Bernauer, Thomas, 2019. "Does trade liberalization lead to environmental burden shifting in the global economy?," Ecological Economics, Elsevier, vol. 163(C), pages 98-112.
    48. 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.
    49. Bellakhal, Rihab & Ben Kheder, Sonia & Haffoudhi, Houda, 2019. "Governance and renewable energy investment in MENA countries:How does trade matter?," Energy Economics, Elsevier, vol. 84(C).
    50. Adams, Samuel & Klobodu, Edem Kwame Mensah & Apio, Alfred, 2018. "Renewable and non-renewable energy, regime type and economic growth," Renewable Energy, Elsevier, vol. 125(C), pages 755-767.
    51. Bilgili, Faik & Koçak, Emrah & Bulut, Ümit & Kuloğlu, Ayhan, 2017. "The impact of urbanization on energy intensity: Panel data evidence considering cross-sectional dependence and heterogeneity," Energy, Elsevier, vol. 133(C), pages 242-256.
    52. 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.
    53. Fan, Jing-Li & Zhang, Yue-Jun & Wang, Bing, 2017. "The impact of urbanization on residential energy consumption in China: An aggregated and disaggregated analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 220-233.
    54. Westerlund, Joakim & Thuraisamy, Kannan & Sharma, Susan, 2015. "On the use of panel cointegration tests in energy economics," Energy Economics, Elsevier, vol. 50(C), pages 359-363.
    55. Amri, Fethi, 2017. "Intercourse across economic growth, trade and renewable energy consumption in developing and developed countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 527-534.
    56. Murshed, Muntasir, 2020. "Are Trade Liberalization policies aligned with Renewable Energy Transition in low and middle income countries? An Instrumental Variable approach," Renewable Energy, Elsevier, vol. 151(C), pages 1110-1123.
    57. Katircioğlu, Salih Turan, 2014. "Estimating higher education induced energy consumption: The case of Northern Cyprus," Energy, Elsevier, vol. 66(C), pages 831-838.
    58. 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.
    59. Elliott, Robert J.R. & Sun, Puyang & Zhu, Tong, 2017. "The direct and indirect effect of urbanization on energy intensity: A province-level study for China," Energy, Elsevier, vol. 123(C), pages 677-692.
    60. Kahia, Montassar & Aïssa, Mohamed Safouane Ben & Lanouar, Charfeddine, 2017. "Renewable and non-renewable energy use - economic growth nexus: The case of MENA Net Oil Importing Countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 71(C), pages 127-140.
    61. 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.
    62. Brini, Riadh & Amara, Mohamed & Jemmali, Hatem, 2017. "Renewable energy consumption, International trade, oil price and economic growth inter-linkages: The case of Tunisia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 620-627.
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