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Reexamining the impact of financial development on ecological footprint: The roles of population aging, per capita GDP, and technological innovation

Author

Listed:
  • Rongrong Li
  • Sailan Hu
  • Xinchen Cheng
  • Qiang Wang

Abstract

Existing research results on the impact of financial development on ecological footprint are inconsistent or even opposite. In order to better understand the impact of financial development on ecological footprint, this study explores the relationship between financial development and ecological footprint from the perspectives of population aging, GDP per capita, and technological innovation. The results show that when the population aging level is below the threshold, the coefficient of financial development on ecological footprint is 0.285, but when the aging level exceeds the second threshold, the coefficient of financial development on ecological footprint becomes faint negative. Similarly, after per capita GDP crosses the threshold, the correlation coefficient between financial development and ecological footprint turns from positive to faint negative. Compared to this, when the level of technological innovation is below the threshold, the coefficient of financial development and ecological footprint is 0.155, while when the level of technological innovation is above the threshold, the coefficient of financial development and ecological footprint is −0.597. The above results indicates that the impact of financial development on the ecological footprint is affected by other factors. Compared with changes in population structure (aging) and social wealth (GDP per capita), technological innovation has a greater impact on the relationship between financial development and ecological footprint.

Suggested Citation

  • Rongrong Li & Sailan Hu & Xinchen Cheng & Qiang Wang, 2025. "Reexamining the impact of financial development on ecological footprint: The roles of population aging, per capita GDP, and technological innovation," Energy & Environment, , vol. 36(6), pages 3016-3038, September.
    • Handle: RePEc:sae:engenv:v:36:y:2025:i:6:p:3016-3038
    DOI: 10.1177/0958305X231215322
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    1. Ang, James B., 2007. "CO2 emissions, energy consumption, and output in France," Energy Policy, Elsevier, vol. 35(10), pages 4772-4778, October.
    2. Rafique, Muhammad Zahid & Fareed, Zeeshan & Ferraz, Diogo & Ikram, Majid & Huang, Shaoan, 2022. "Exploring the heterogenous impacts of environmental taxes on environmental footprints: An empirical assessment from developed economies," Energy, Elsevier, vol. 238(PA).
    3. Mathis Wackernagel & Laurel Hanscom & Priyangi Jayasinghe & David Lin & Adeline Murthy & Evan Neill & Peter Raven, 2021. "The importance of resource security for poverty eradication," Nature Sustainability, Nature, vol. 4(8), pages 731-738, August.
    4. Fan, Jianshuang & Zhou, Lin & Zhang, Yan & Shao, Shuai & Ma, Miao, 2021. "How does population aging affect household carbon emissions? Evidence from Chinese urban and rural areas," Energy Economics, Elsevier, vol. 100(C).
    5. 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.
    6. 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.
    7. Xiuqing Li & Liming Xiao & Chao Tian & Bangzhu Zhu & Julien Chevallier, 2022. "Impacts of the ecological footprint on sustainable development: Evidence from China," Post-Print halshs-04250298, HAL.
    8. Yao, Xing & Yasmeen, Rizwana & Hussain, Jamal & Hassan Shah, Wasi Ul, 2021. "The repercussions of financial development and corruption on energy efficiency and ecological footprint: Evidence from BRICS and next 11 countries," Energy, Elsevier, vol. 223(C).
    9. Abbasi, Faiza & Riaz, Khalid, 2016. "CO2 emissions and financial development in an emerging economy: An augmented VAR approach," Energy Policy, Elsevier, vol. 90(C), pages 102-114.
    10. Huthaifa Alqaralleh, 2021. "On the nexus of CO2 emissions and renewable and nonrenewable energy consumption in Europe: A new insight from panel smooth transition," Energy & Environment, , vol. 32(3), pages 443-457, May.
    11. Sharif, Arshian & Baris-Tuzemen, Ozge & Uzuner, Gizem & Ozturk, Ilhan & Sinha, Avik, 2020. "Revisiting the role of renewable and non-renewable energy consumption on Turkey’s ecological footprint: Evidence from Quantile ARDL approach," MPRA Paper 100044, University Library of Munich, Germany.
    12. Wang, Qiang & Wang, Lili, 2020. "Renewable energy consumption and economic growth in OECD countries: A nonlinear panel data analysis," Energy, Elsevier, vol. 207(C).
    13. Zhang, Chuanguo & Tan, Zheng, 2016. "The relationships between population factors and China's carbon emissions: Does population aging matter?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 1018-1025.
    14. Kamrul Hassan & Ruhul Salim, 2015. "Population ageing, income growth and CO2emission," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 42(1), pages 54-67, January.
    15. Paolo Bertoldi & Marina Economidou & Valentina Palermo & Benigna Boza‐Kiss & Valeria Todeschi, 2021. "How to finance energy renovation of residential buildings: Review of current and emerging financing instruments in the EU," Wiley Interdisciplinary Reviews: Energy and Environment, Wiley Blackwell, vol. 10(1), January.
    16. 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.
    17. Ayesha Ashraf & Nadia Doytch, 2023. "Does investing abroad reduce the ecological footprints at home? Analysis of outward GFDI and M&A from developed and developing countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(7), pages 6689-6710, July.
    18. Jaehyeok Kim & Hyungwoo Lim & Ha-Hyun Jo, 2020. "Do Aging and Low Fertility Reduce Carbon Emissions in Korea? Evidence from IPAT Augmented EKC Analysis," IJERPH, MDPI, vol. 17(8), pages 1-15, April.
    19. Balsalobre, Daniel & Sinha, Avik & Driha, Oana M. & Shujaat Mubarik, Muhammad, 2021. "Assessing the Impacts of Ageing and Natural Resource Extraction on Carbon Emissions: A proposed Policy Framework for European Economies," MPRA Paper 108159, University Library of Munich, Germany, revised 2021.
    20. Zhang, Yang & Alharthi, Majed & Ahtsham Ali, Syed & Abbas, Qaiser & Taghizadeh-Hesary, Farhad, 2022. "The eco-innovative technologies, human capital, and energy pricing: Evidence of sustainable energy transition in developed economies," Applied Energy, Elsevier, vol. 325(C).
    21. Zhang, Wenting & Wang, Zibang & Adebayo, Tomiwa Sunday & Altuntaş, Mehmet, 2022. "Asymmetric linkages between renewable energy consumption, financial integration, and ecological sustainability: Moderating role of technology innovation and urbanization," Renewable Energy, Elsevier, vol. 197(C), pages 1233-1243.
    22. Kamrul Hassan & Ruhul Salim, 2015. "Population ageing, income growth and CO2emission," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 42(1), pages 54-67, January.
    23. Zaman, Khalid & Moemen, Mitwali Abd-el., 2017. "Energy consumption, carbon dioxide emissions and economic development: Evaluating alternative and plausible environmental hypothesis for sustainable growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 1119-1130.
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