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Smart Growth or Footprint Trap? A Quantile Approach to FinTech, Natural Resources, and Governance in Emerging Markets

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  • Jinzhou Yin

    (School of Business Administration, Liaoning Technical University, Huludao 125000, China)

  • Daniel Edward

    (Center for Environmental Toxicology, School of Economics, Seattle, WA 98105, USA)

Abstract

Amid rapid industrialization and the growing integration of financial technologies, emerging economies face increasing pressure from rising ecological footprints (ECOF). This study examines the environmental impacts of natural resource rents (NRES) and digital financial technology (DFIN), emphasizing the moderating role of governance (INST), using data from the top 10 emerging economies between 1995 and 2023. The Method of Moments Quantile Regression (MMQR) approach is employed to capture heterogeneous effects across different levels of environmental stress. The results reveal that both NRES and DFIN exacerbate ECOF, particularly in economies facing higher ecological pressures. However, strong governance significantly reduces these adverse effects, especially at higher ECOF quantiles, highlighting its pivotal role in aligning resource management and digital innovation with environmental sustainability goals. Interaction terms further confirm that effective institutional quality can buffer the ecological risks associated with resource exploitation and FinTech expansion. Additionally, Dumitrescu–Hurlin panel causality tests reveal a unidirectional causality from NRES and economic growth (EGRO) to ECOF, while bidirectional relationships are observed between DFIN, INST, education, urbanization, renewable energy, and ECOF. These findings underscore the complex interlinkages between economic growth, technological advancement, and institutional frameworks. In the context of post-COP28 climate commitments and Sustainable Development Goals, this study provides timely policy recommendations to promote sustainable growth through robust governance, responsible resource utilization, and balanced FinTech integration.

Suggested Citation

  • Jinzhou Yin & Daniel Edward, 2025. "Smart Growth or Footprint Trap? A Quantile Approach to FinTech, Natural Resources, and Governance in Emerging Markets," Sustainability, MDPI, vol. 17(19), pages 1-34, September.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:19:p:8673-:d:1759051
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    1. Muhammad Tufail & Lin Song & Zeeshan Khan, 2024. "Green finance and green growth nexus: evaluating the role of globalization and human capital," Journal of Applied Economics, Taylor & Francis Journals, vol. 27(1), pages 2309437-230, December.
    2. Najia Saqib & Ivan A. Duran & Ilhan Ozturk, 2023. "Unraveling the Interrelationship of Digitalization, Renewable Energy, and Ecological Footprints within the EKC Framework: Empirical Insights from the United States," Sustainability, MDPI, vol. 15(13), pages 1-21, July.
    3. He, Yude & Wang, Sha & Chen, Na, 2024. "Mineral rents, natural resources depletion, and ecological footprint nexus in high emitting countries: Panel GLM analysis," Resources Policy, Elsevier, vol. 89(C).
    4. Doğan, Buhari & Chu, Lan Khanh & Ghosh, Sudeshna & Diep Truong, Huong Hoang & Balsalobre-Lorente, Daniel, 2022. "How environmental taxes and carbon emissions are related in the G7 economies?," Renewable Energy, Elsevier, vol. 187(C), pages 645-656.
    5. 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.
    6. Chien, Fengsheng & Anwar, Ahsan & Hsu, Ching-Chi & Sharif, Arshian & Razzaq, Asif & Sinha, Avik, 2021. "The role of information and communication technology in encountering environmental degradation: Proposing an SDG framework for the BRICS countries," Technology in Society, Elsevier, vol. 65(C).
    7. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    8. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    9. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    10. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    11. Bakirtas, Tahsin & Akpolat, Ahmet Gokce, 2018. "The relationship between energy consumption, urbanization, and economic growth in new emerging-market countries," Energy, Elsevier, vol. 147(C), pages 110-121.
    12. Wentao Hu & Xiaoxiao Li, 2023. "Financial Technology Development and Green Total Factor Productivity," Sustainability, MDPI, vol. 15(13), pages 1-28, June.
    13. Jan Polcyn & Liton Chandra Voumik & Mohammad Ridwan & Samrat Ray & Viktoriia Vovk, 2023. "Evaluating the Influences of Health Expenditure, Energy Consumption, and Environmental Pollution on Life Expectancy in Asia," IJERPH, MDPI, vol. 20(5), pages 1-18, February.
    14. Wu Xiaoman & Abdul Majeed & Dinara G. Vasbieva & Claire Emilienne Wati Yameogo & Nazim Hussain, 2021. "Natural resources abundance, economic globalization, and carbon emissions: Advancing sustainable development agenda," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(5), pages 1037-1048, September.
    15. Osarumwense Osabuohien-Irabor & Igor Mikhailovich Drapkin, 2022. "The Impact of Technological Innovation on Energy Consumption in OECD Economies: the role of Outward Foreign Direct Investment and International Trade Openness," International Journal of Energy Economics and Policy, Econjournals, vol. 12(4), pages 317-333, July.
    16. 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.
    17. Duan, Wenqi & Li, Chen, 2023. "Be alert to dangers: Collapse and avoidance strategies of platform ecosystems," Journal of Business Research, Elsevier, vol. 162(C).
    18. Miao, Yang & Razzaq, Asif & Adebayo, Tomiwa Sunday & Awosusi, Abraham Ayobamiji, 2022. "Do renewable energy consumption and financial globalisation contribute to ecological sustainability in newly industrialized countries?," Renewable Energy, Elsevier, vol. 187(C), pages 688-697.
    19. Charfeddine, Lanouar & Mrabet, Zouhair, 2017. "The impact of economic development and social-political factors on ecological footprint: A panel data analysis for 15 MENA countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 138-154.
    20. David Powell, 2022. "Quantile regression with nonadditive fixed effects," Empirical Economics, Springer, vol. 63(5), pages 2675-2691, November.
    21. Wu, Qingyang & Li, Shanhong, 2024. "Decarbonization by digits: How data factors drive nonlinear sustainable dynamics in manufacturing," Applied Energy, Elsevier, vol. 374(C).
    22. Ashraf, Muhammad Zubair & Wei, Wei & Usman, Muhammad & Mushtaq, Shahid, 2024. "How can natural resource dependence, environmental-related technologies and digital trade protect the environment: Redesigning SDGs policies for sustainable environment?," Resources Policy, Elsevier, vol. 88(C).
    23. Rui Wang & Jiangtao Liu & Hang(Robin) Luo, 2021. "Fintech development and bank risk taking in China," The European Journal of Finance, Taylor & Francis Journals, vol. 27(4-5), pages 397-418, March.
    24. Ruzita Abdul-Rahim & Siti Aisah Bohari & Aini Aman & Zainudin Awang, 2022. "Benefit–Risk Perceptions of FinTech Adoption for Sustainability from Bank Consumers’ Perspective: The Moderating Role of Fear of COVID-19," Sustainability, MDPI, vol. 14(14), pages 1-24, July.
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