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Triple Impact of Green Technology, Globalization, and Democracy on Ecological Footprint: A Method of Moment Quantile Regression Analysis in G7 Economies

Author

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  • Aykut Yağlıkara

    (Economics Department, Zonguldak Bülent Ecevit University, Zonguldak 67100, Türkiye)

  • İbrahim Tekiner

    (Economics Department, Zonguldak Bülent Ecevit University, Zonguldak 67100, Türkiye)

Abstract

This study investigates the impact of energy consumption, economic growth, globalization, green technology, and democracy on ecological footprint in G7 countries from 1995 to 2020. Utilizing Fully Modified OLS (FMOLS), Dynamic OLS (DOLS), and Method of Moments Quantile Regression (MMQR), we estimated long-term relationships among variables. The Dumitrescu-Hurlin panel causality test was employed to assess causal directions, accounting for heterogeneity across G7 countries. The findings reveal that economic growth, energy consumption, and democracy increase the ecological footprint, degrading environmental quality, while globalization and green technology reduce it, enhancing sustainability. A unidirectional causal relationship exists between these factors and the ecological footprint. This study underscores the role of green technology and democratic governance in reducing ecological footprints and, offers G7-specific policy implications, including promoting green innovation and strengthening environmental regulations within democratic frameworks, to achieve sustainable outcomes.

Suggested Citation

  • Aykut Yağlıkara & İbrahim Tekiner, 2025. "Triple Impact of Green Technology, Globalization, and Democracy on Ecological Footprint: A Method of Moment Quantile Regression Analysis in G7 Economies," Sustainability, MDPI, vol. 17(18), pages 1-24, September.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:18:p:8300-:d:1750411
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    1. Hongge Zhu & Zhenhuan Chen & Shaopeng Zhang & Wencheng Zhao, 2022. "The Role of Government Innovation Support in the Process of Urban Green Sustainable Development: A Spatial Difference-in-Difference Analysis Based on China’s Innovative City Pilot Policy," IJERPH, MDPI, vol. 19(13), pages 1-19, June.
    2. Ibrahim, Ridwan Lanre & Al-mulali, Usama & Ozturk, Ilhan & Bello, Ajide Kazeem & Raimi, Lukman, 2022. "On the criticality of renewable energy to sustainable development: Do green financial development, technological innovation, and economic complexity matter for China?," Renewable Energy, Elsevier, vol. 199(C), pages 262-277.
    3. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    4. M. Hashem Pesaran & Aman Ullah & Takashi Yamagata, 2008. "A bias-adjusted LM test of error cross-section independence," Econometrics Journal, Royal Economic Society, vol. 11(1), pages 105-127, March.
    5. Koenker, Roger, 2004. "Quantile regression for longitudinal data," Journal of Multivariate Analysis, Elsevier, vol. 91(1), pages 74-89, October.
    6. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    7. 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.
    8. Babatunde Sunday Eweade & Ada Chigozie Akadiri & Kehinde O. Olusoga & Ruth Oluyemi Bamidele, 2024. "The symbiotic effects of energy consumption, globalization, and combustible renewables and waste on ecological footprint in the United Kingdom," Natural Resources Forum, Blackwell Publishing, vol. 48(1), pages 274-291, February.
    9. Yan Wang & Tao Zhou & Hao Chen & Zhihai Rong, 2019. "Environmental Homogenization or Heterogenization? The Effects of Globalization on Carbon Dioxide Emissions, 1970–2014," Sustainability, MDPI, vol. 11(10), pages 1-23, May.
    10. Wang, Qiang & Wang, Lili, 2020. "Renewable energy consumption and economic growth in OECD countries: A nonlinear panel data analysis," Energy, Elsevier, vol. 207(C).
    11. Onwe, Joshua Chukwuma & Bandyopadhyay, Arunava & Hamid, Ishfaq & Rej, Soumen & Hossain, Md Emran, 2023. "Environment sustainability through energy transition and globalization in G7 countries: What role does environmental tax play?," Renewable Energy, Elsevier, vol. 218(C).
    12. Liu, YuXin & Lei, Ping & He, DaYi, 2024. "Endogenous green technology progress, green transition and carbon emissions," International Review of Economics & Finance, Elsevier, vol. 91(C), pages 69-82.
    13. Elizabeth Shove & Gordon Walker, 2007. "Caution! Transitions Ahead: Politics, Practice, and Sustainable Transition Management," Environment and Planning A, , vol. 39(4), pages 763-770, April.
    14. Dincer, Ibrahim & Rosen, Marc A., 2005. "Thermodynamic aspects of renewables and sustainable development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 9(2), pages 169-189, April.
    15. Zhao, Jun & Jiang, Qingzhe & Dong, Xiucheng & Dong, Kangyin, 2020. "Would environmental regulation improve the greenhouse gas benefits of natural gas use? A Chinese case study," Energy Economics, Elsevier, vol. 87(C).
    16. Rogge, Karoline S. & Reichardt, Kristin, 2016. "Policy mixes for sustainability transitions: An extended concept and framework for analysis," Research Policy, Elsevier, vol. 45(8), pages 1620-1635.
    17. 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.
    18. Xu, Bin & Lin, Boqiang, 2019. "Can expanding natural gas consumption reduce China's CO2 emissions?," Energy Economics, Elsevier, vol. 81(C), pages 393-407.
    19. Hernández Soto, Gonzalo, 2024. "The role of foreign direct investment and green technologies in facilitating the transition toward green economies in Latin America," Energy, Elsevier, vol. 288(C).
    20. Meng, Yue & Wu, Haoyue & Wang, Yunchen & Duan, Yinying, 2022. "International trade diversification, green innovation, and consumption-based carbon emissions: The role of renewable energy for sustainable development in BRICST countries," Renewable Energy, Elsevier, vol. 198(C), pages 1243-1253.
    21. Gianluca Stefani & Mario Biggeri & Lucia Ferrone, 2022. "Sustainable Transitions Narratives: An Analysis of the Literature through Topic Modelling," Sustainability, MDPI, vol. 14(4), pages 1-25, February.
    22. Barbier, Edward B., 2016. "Is green growth relevant for poor economies?," Resource and Energy Economics, Elsevier, vol. 45(C), pages 178-191.
    23. Lin, Boqiang & Ma, Ruiyang, 2022. "Green technology innovations, urban innovation environment and CO2 emission reduction in China: Fresh evidence from a partially linear functional-coefficient panel model," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    24. Destek, Mehmet Akif & Hossain, Mohammad Razib & Khan, Zeeshan, 2023. "Premature Deindustrialization and Environmental Degradation," MPRA Paper 117737, University Library of Munich, Germany.
    25. Nico Bauer & Lavinia Baumstark & Marian Leimbach, 2012. "The REMIND-R model: the role of renewables in the low-carbon transformation—first-best vs. second-best worlds," Climatic Change, Springer, vol. 114(1), pages 145-168, September.
    26. Amin, Nabila & Shabbir, Muhammad Salman & Song, Huaming & Farrukh, Muhammad Umar & Iqbal, Shahid & Abbass, Kashif, 2023. "A step towards environmental mitigation: Do green technological innovation and institutional quality make a difference?," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    27. Hossain, Mohammad Razib & Rao, Amar & Sharma, Gagan Deep & Dev, Dhairya & Kharbanda, Aeshna, 2024. "Empowering energy transition: Green innovation, digital finance, and the path to sustainable prosperity through green finance initiatives," Energy Economics, Elsevier, vol. 136(C).
    28. Asif Razzaq & Tehreem Fatima & Muntasir Murshed, 2023. "Asymmetric effects of tourism development and green innovation on economic growth and carbon emissions in top 10 GDP countries," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 66(3), pages 471-500, February.
    29. Li-Chen Chou & Wan-Hao Zhang & Meng-Ying Wang & Fu-Ming Yang, 2020. "The influence of democracy on emissions and energy efficiency in America: New evidence from quantile regression analysis," Energy & Environment, , vol. 31(8), pages 1318-1334, December.
    30. Ahmad, Mahmood & Pata, Ugur Korkut & Ahmed, Zahoor & Zhao, Ruiqi, 2024. "Fintech, natural resources management, green energy transition, and ecological footprint: Empirical insights from EU countries," Resources Policy, Elsevier, vol. 92(C).
    31. Shahbaz, Muhammad & Topcu, Betül Altay & Sarıgül, Sevgi Sümerli & Vo, Xuan Vinh, 2021. "The effect of financial development on renewable energy demand: The case of developing countries," Renewable Energy, Elsevier, vol. 178(C), pages 1370-1380.
    32. Arınç Boz & Gökhan Ünalan & Eren Çaşkurlu, 2025. "The Effectiveness of Redistribution in Carbon Inequality: What About the Top 1%?," Sustainability, MDPI, vol. 17(11), pages 1-26, May.
    33. Muhammad Haseeb & Muhammad Azam, 2021. "Dynamic nexus among tourism, corruption, democracy and environmental degradation: a panel data investigation," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(4), pages 5557-5575, April.
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