IDEAS home Printed from https://ideas.repec.org/a/eee/jrpoli/v92y2024ics0301420724003842.html
   My bibliography  Save this article

A machine learning and quantile analysis of FINTECH and resource efficiency in achieving sustainable development in OECD countries

Author

Listed:
  • Zhang, Hui
  • Fahlevi, Mochammad
  • Aljuaid, Mohammed
  • Beşer, Nazife Özge
  • Cabas, Meral
  • lominchar, Jose

Abstract

This study aims to examine the impact of fintech investments and resource efficiency on sustainable development in OECD countries between 2010 and 2019. Various estimation techniques, including the Method of Moments Quantile Regression (MMQREG), machine learning-based Kernel Regularized Least Squares (KRLS), and Generalized Method of Moments (GMM), have been utilized in this study. MMQREG and KRLS are both estimators that examine the relationship between variables in several qunatiles, increasing the reliability of the findings. The research results indicate that fintech investments and resource efficiency support sustainable development. Additionally, institutional quality, environmentally friendly technologies, and foreign trade are found to have a positive impact on sustainable development. These findings suggest that financial technology and resource management can play a significant role in promoting both economic and environmental sustainability.

Suggested Citation

  • Zhang, Hui & Fahlevi, Mochammad & Aljuaid, Mohammed & Beşer, Nazife Özge & Cabas, Meral & lominchar, Jose, 2024. "A machine learning and quantile analysis of FINTECH and resource efficiency in achieving sustainable development in OECD countries," Resources Policy, Elsevier, vol. 92(C).
    • Handle: RePEc:eee:jrpoli:v:92:y:2024:i:c:s0301420724003842
    DOI: 10.1016/j.resourpol.2024.105017
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0301420724003842
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.resourpol.2024.105017?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Suvajit Banerjee, 2019. "Addressing the Drivers of Carbon Emissions Embodied in Indian Exports: An Index Decomposition Analysis," Foreign Trade Review, , vol. 54(4), pages 300-333, November.
    2. Aseem Prakash & Matthew Potoski, 2006. "Racing to the Bottom? Trade, Environmental Governance, and ISO 14001," American Journal of Political Science, John Wiley & Sons, vol. 50(2), pages 350-364, April.
    3. Álvarez-Herránz, Agustín & Balsalobre, Daniel & Cantos, José María & Shahbaz, Muhammad, 2017. "Energy Innovations-GHG Emissions Nexus: Fresh Empirical Evidence from OECD Countries," Energy Policy, Elsevier, vol. 101(C), pages 90-100.
    4. Lisha, Liu & Mousa, Saeed & Arnone, Gioia & Muda, Iskandar & Huerta-Soto, Rosario & Shiming, Zhai, 2023. "Natural resources, green innovation, fintech, and sustainability: A fresh insight from BRICS," Resources Policy, Elsevier, vol. 80(C).
    5. Zhou, Guangyou & Zhu, Jieyu & Luo, Sumei, 2022. "The impact of fintech innovation on green growth in China: Mediating effect of green finance," Ecological Economics, Elsevier, vol. 193(C).
    6. Wentao Hu & Xiaoxiao Li, 2023. "Financial Technology Development and Green Total Factor Productivity," Sustainability, MDPI, vol. 15(13), pages 1-28, June.
    7. Xu, Anfeng & Jin, Lei & Yang, Jingzi, 2024. "Balancing tourism growth, Fintech, natural resources, and environmental sustainability: Findings from top tourist destinations using MMQR approach," Resources Policy, Elsevier, vol. 89(C).
    8. Azusa Itoh & Makoto Tawada, 2003. "Environment, trade and the welfare gains from the transfer of pollution abatement technology," Economics of Governance, Springer, vol. 82(4), pages 519-534, November.
    9. Paolo Mauro & Mark A Horton & Manmohan S. Kumar, 2009. "The State of Public Finances; A Cross-Country Fiscal Monitor," IMF Staff Position Notes 2009/21, International Monetary Fund.
    10. Harrison, Rupert & Jaumandreu, Jordi & Mairesse, Jacques & Peters, Bettina, 2014. "Does innovation stimulate employment? A firm-level analysis using comparable micro-data from four European countries," International Journal of Industrial Organization, Elsevier, vol. 35(C), pages 29-43.
    11. Azmat Gani, 2007. "Governance and foreign direct investment links: evidence from panel data estimations," Applied Economics Letters, Taylor & Francis Journals, vol. 14(10), pages 753-756.
    12. Cherniwchan, Jevan, 2017. "Trade liberalization and the environment: Evidence from NAFTA and U.S. manufacturing," Journal of International Economics, Elsevier, vol. 105(C), pages 130-149.
    13. Zhenci Xu & Yingjie Li & Sophia N. Chau & Thomas Dietz & Canbing Li & Luwen Wan & Jindong Zhang & Liwei Zhang & Yunkai Li & Min Gon Chung & Jianguo Liu, 2020. "Impacts of international trade on global sustainable development," Nature Sustainability, Nature, vol. 3(11), pages 964-971, November.
    14. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    15. Murshed, Muntasir, 2024. "The role of Fintech financing in correcting ecological problems caused by mineral resources: Testing the novel ecological deficit hypothesis," Resources Policy, Elsevier, vol. 88(C).
    16. Sudip Ranjan Basu, 2008. "A New Way To Link Development To Institutions, Policies And Geography," UNCTAD Blue Series Papers 37, United Nations Conference on Trade and Development.
    17. Andrew Adewale Alola & Tomiwa Sunday Adebayo, 2023. "Are green resource productivity and environmental technologies the face of environmental sustainability in the Nordic region?," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(2), pages 760-772, April.
    18. Dani Rodrik & Arvind Subramanian & Francesco Trebbi, 2004. "Institutions Rule: The Primacy of Institutions Over Geography and Integration in Economic Development," Journal of Economic Growth, Springer, vol. 9(2), pages 131-165, June.
    19. Inesa Mikhno & Viktor Koval & Galyna Shvets & Oksana Garmatiuk & Rima Tamošiūnienė, 2021. "Green Economy in Sustainable Development and Improvement of Resource Efficiency," Central European Business Review, Prague University of Economics and Business, vol. 2021(1), pages 99-113.
    20. Arvind Ashta, 2023. "How Can Fintech Companies Get Involved in the Environment?," Sustainability, MDPI, vol. 15(13), pages 1-18, July.
    21. Nenavath, Sreenu, 2022. "Impact of fintech and green finance on environmental quality protection in India: By applying the semi-parametric difference-in-differences (SDID)," Renewable Energy, Elsevier, vol. 193(C), pages 913-919.
    22. Li, Guo & Zakari, Abdulrasheed & Tawiah, Vincent, 2020. "Energy resource melioration and CO2 emissions in China and Nigeria: Efficiency and trade perspectives," Resources Policy, Elsevier, vol. 68(C).
    23. Biplab Kumar Guru & Inder Sekhar Yadav, 2019. "Financial development and economic growth: panel evidence from BRICS," Journal of Economics, Finance and Administrative Science, Emerald Group Publishing Limited, vol. 24(47), pages 113-126, February.
    24. Su, Bin & Thomson, Elspeth, 2016. "China's carbon emissions embodied in (normal and processing) exports and their driving forces, 2006–2012," Energy Economics, Elsevier, vol. 59(C), pages 414-422.
    25. Omri, Anis & Daly, Saida & Rault, Christophe & Chaibi, Anissa, 2015. "Financial development, environmental quality, trade and economic growth: What causes what in MENA countries," Energy Economics, Elsevier, vol. 48(C), pages 242-252.
    26. Salma Rhanoui, 2023. "Enhancing Financial Inclusion Using Fintech: Development Scenario for the Bank Card," International Business Research, Canadian Center of Science and Education, vol. 16(5), pages 1-38, May.
    27. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    28. Ren, Xiaohang & Zhang, Xiao & Yan, Cheng & Gozgor, Giray, 2022. "Climate policy uncertainty and firm-level total factor productivity: Evidence from China," Energy Economics, Elsevier, vol. 113(C).
    29. Yang, Yuxue & Su, Xiang & Yao, Shuangliang, 2021. "Nexus between green finance, fintech, and high-quality economic development: Empirical evidence from China," Resources Policy, Elsevier, vol. 74(C).
    30. Suri, Vivek & Chapman, Duane, 1998. "Economic growth, trade and energy: implications for the environmental Kuznets curve," Ecological Economics, Elsevier, vol. 25(2), pages 195-208, May.
    31. Mark Edem Kunawotor & Godfred Alufar Bokpin & Charles Barnor, 2020. "Drivers of income inequality in Africa: Does institutional quality matter?," African Development Review, African Development Bank, vol. 32(4), pages 718-729, December.
    32. Mr. Paolo Mauro & Mr. Mark A Horton & Mr. Manmohan S. Kumar, 2009. "The State of Public Finances: A Cross-Country Fiscal Monitor," IMF Staff Position Notes 2009/021, International Monetary Fund.
    33. Xiang Deng & Zhi Huang & Xiang Cheng, 2019. "FinTech and Sustainable Development: Evidence from China Based on P2P Data," Sustainability, MDPI, vol. 11(22), pages 1-19, November.
    34. Han, Zhanbing & Heng, Yixin, 2024. "Do fintech and trade diversification discard the natural resource dependency in MENA countries?," Resources Policy, Elsevier, vol. 89(C).
    35. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    36. Hainmueller, Jens & Hazlett, Chad, 2014. "Kernel Regularized Least Squares: Reducing Misspecification Bias with a Flexible and Interpretable Machine Learning Approach," Political Analysis, Cambridge University Press, vol. 22(2), pages 143-168, April.
    37. Frank Antwi & Yusheng Kong, 2023. "Investigating the impacts of digital finance technology on financial stability of the banking sector: New insights from developing market economies," Cogent Business & Management, Taylor & Francis Journals, vol. 10(3), pages 2284738-228, December.
    38. Sun, Yunpeng & Gao, Pengpeng & Tian, Wenjuan & Guan, Weimin, 2023. "Green innovation for resource efficiency and sustainability: Empirical analysis and policy," Resources Policy, Elsevier, vol. 81(C).
    39. Sinha, Avik & Sengupta, Tuhin & Alvarado, Rafael, 2020. "Interplay between Technological Innovation and Environmental Quality: Formulating the SDG Policies for Next 11 Economies," MPRA Paper 104247, University Library of Munich, Germany, revised 2020.
    40. Barut, Abdulkadir & Kaya, Emine & Bekun, Festus Victor & Cengiz, Sevgi, 2023. "Environmental sustainability amidst financial inclusion in five fragile economies: Evidence from lens of environmental Kuznets curve," Energy, Elsevier, vol. 269(C).
    41. Awais, Minahil & Afzal, Ayesha & Firdousi, Saba & Hasnaoui, Amir, 2023. "Is fintech the new path to sustainable resource utilisation and economic development?," Resources Policy, Elsevier, vol. 81(C).
    42. Baolong Yuan & Chen Li & Hongyuan Yin & Meng Zeng, 2022. "Green innovation and China’s CO2 emissions – the moderating effect of institutional quality," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 65(5), pages 877-906, April.
    43. Cristina Chueca Vergara & Luis Ferruz Agudo, 2021. "Fintech and Sustainability: Do They Affect Each Other?," Sustainability, MDPI, vol. 13(13), pages 1-19, June.
    44. Awan, Ashar & Abbasi, Kashif Raza & Rej, Soumen & Bandyopadhyay, Arunava & Lv, Kangjuan, 2022. "The impact of renewable energy, internet use and foreign direct investment on carbon dioxide emissions: A method of moments quantile analysis," Renewable Energy, Elsevier, vol. 189(C), pages 454-466.
    45. Xinsheng Zhou & Qinyang Guo & Yuanyuan Wang & Guofeng Wang, 2022. "Trade and Embodied CO 2 Emissions: Analysis from a Global Input–Output Perspective," IJERPH, MDPI, vol. 19(21), pages 1-18, November.
    46. Azusa Itoh & Makoto Tawada, 2003. "Environment, trade and the welfare gains from the transfer of pollution abatement technology," Papers in Regional Science, Springer;Regional Science Association International, vol. 82(4), pages 519-534, November.
    47. Werner Antweiler & Brian R. Copeland & M. Scott Taylor, 2001. "Is Free Trade Good for the Environment?," American Economic Review, American Economic Association, vol. 91(4), pages 877-908, September.
    48. Barbara Plank & Nina Eisenmenger & Anke Schaffartzik, 2021. "Do material efficiency improvements backfire?: Insights from an index decomposition analysis about the link between CO2 emissions and material use for Austria," Journal of Industrial Ecology, Yale University, vol. 25(2), pages 511-522, April.
    49. Choi, Yeri & Lee, Sugie, 2020. "The impact of urban physical environments on cooling rates in summer: Focusing on interaction effects with a kernel-based regularized least squares (KRLS) model," Renewable Energy, Elsevier, vol. 149(C), pages 523-534.
    50. Fahmi Ali Hudaefi, 2020. "How does Islamic fintech promote the SDGs? Qualitative evidence from Indonesia," Qualitative Research in Financial Markets, Emerald Group Publishing Limited, vol. 12(4), pages 353-366, March.
    51. Usman, Ojonugwa & Alola, Andrew Adewale & Akadiri, Seyi Saint, 2022. "Effects of domestic material consumption, renewable energy, and financial development on environmental sustainability in the EU-28: Evidence from a GMM panel-VAR," Renewable Energy, Elsevier, vol. 184(C), pages 239-251.
    52. Hickel, Jason, 2020. "The sustainable development index: Measuring the ecological efficiency of human development in the anthropocene," Ecological Economics, Elsevier, vol. 167(C).
    53. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    54. Feng, Shanshan & Li, Jianfeng & Nawi, Hafizah Mat & Alhamdi, Fuad Mohammed & Shamansurova, Zilola, 2024. "Assessing the nexus between fintech, natural resources, government effectiveness, and environmental pollution in China: A QARDL study," Resources Policy, Elsevier, vol. 88(C).
    55. Du, Kerui & Li, Pengzhen & Yan, Zheming, 2019. "Do green technology innovations contribute to carbon dioxide emission reduction? Empirical evidence from patent data," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 297-303.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chen, Fu & Zhang, Weiwei & Li, Fangfang & Sun, Yongtai & Yu, Huiyuan, 2024. "Does fintech positively moderate the impact of mineral resources on green growth? Role of economic policy uncertainty in OECD economies," Resources Policy, Elsevier, vol. 94(C).
    2. Arminen, Heli & Menegaki, Angeliki N., 2019. "Corruption, climate and the energy-environment-growth nexus," Energy Economics, Elsevier, vol. 80(C), pages 621-634.
    3. Wang, Yulin & Han, Mo & Liu, Kai, 2024. "Towards sustainable path: Measuring the effectiveness of natural resource utilization, renewable energy resources, fintech, environmental investments, and research & development," Resources Policy, Elsevier, vol. 93(C).
    4. Iftikhar Yasin & Nawaz Ahmad & M. Aslam Chaudhary, 2020. "Catechizing the Environmental-Impression of Urbanization, Financial Development, and Political Institutions: A Circumstance of Ecological Footprints in 110 Developed and Less-Developed Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 147(2), pages 621-649, January.
    5. Mignamissi, Dieudonné, 2020. "Pollution emission and institutions nexus in Africa," MPRA Paper 99017, University Library of Munich, Germany.
    6. Sadiq, Muhammad & Paramaiah, Ch & joseph, Robinson & Dong, Ziguang & Nawaz, Muhammad Atif & Shukurullaevich, Nizomjon Khajimuratov, 2024. "Role of fintech, green finance, and natural resource rents in sustainable climate change in China. Mediating role of environmental regulations and government interventions in the pre-post COVID eras," Resources Policy, Elsevier, vol. 88(C).
    7. Roxana Pincheira & Felipe Zuniga & Pablo Neudorfer, 2021. "Carbon Kuznets curve: a dynamic empirical approach for a panel data," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(4), pages 5523-5541, December.
    8. Huy Quang Doan, 2019. "Trade, Institutional Quality and Income: Empirical Evidence for Sub-Saharan Africa," Economies, MDPI, vol. 7(2), pages 1-23, May.
    9. Mohamed Boly, 2018. "CO 2 mitigation in developing countries: the role of foreign aid," Working Papers halshs-01740881, HAL.
    10. Rafiou Raphaël Bétila, 2021. "The impact of Ease of Doing Business on economic growth: a dynamic panel analysis for African countries," SN Business & Economics, Springer, vol. 1(10), pages 1-34, October.
    11. Fiseha Gebregziabher & Miguel Niño-Zarazúa, 2014. "Social Spending and Aggregate Welfare in Developing and Transition Economies," WIDER Working Paper Series wp-2014-082, World Institute for Development Economic Research (UNU-WIDER).
    12. Dong, Xiao-Ying & Hao, Yu, 2018. "Would income inequality affect electricity consumption? Evidence from China," Energy, Elsevier, vol. 142(C), pages 215-227.
    13. Zergawu, Yitagesu Zewdu & Walle, Yabibal M. & Giménez-Gómez, José-Manuel, 2020. "The joint impact of infrastructure and institutions on economic growth," Journal of Institutional Economics, Cambridge University Press, vol. 16(4), pages 481-502, August.
    14. Henri Njangang, 2019. "Governance and Happiness in African countries," Economics Bulletin, AccessEcon, vol. 39(2), pages 1546-1555.
    15. Gebregziabher, Fiseha & Niño-Zarazúa, Miguel, 2014. "Social spending and aggregate welfare in developing and transition economies," WIDER Working Paper Series 082, World Institute for Development Economic Research (UNU-WIDER).
    16. Gandjon Fankem, Gislain Stéphane & Feyom, Cédric, 2024. "Does trade openness improve or worsen public governance in sub-Saharan Africa?," International Economics, Elsevier, vol. 178(C).
    17. Vu, Khuong M & Asongu, Simplice, 2020. "Backwardness advantage and economic growth in the information age: A cross-country empirical study," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
    18. Asongu Simplice & Nwachukwu Jacinta, 2017. "Globalization and Inclusive Human Development in Africa," Man and the Economy, De Gruyter, vol. 4(1), pages 1-24, June.
    19. George E. Halkos & Michael L. Polemis, 2017. "Does Financial Development Affect Environmental Degradation? Evidence from the OECD Countries," Business Strategy and the Environment, Wiley Blackwell, vol. 26(8), pages 1162-1180, December.
    20. Zakaria Sorgho & Joe Tharakan, 2022. "Do PTAs with Environmental Provisions Reduce GHG Emissions? Distinguishing the Role of Climate-Related Provisions," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 83(3), pages 709-732, November.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jrpoli:v:92:y:2024:i:c:s0301420724003842. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/30467 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.