Open Access Journal Article

Financial Inclusion and Environmental Sustainability in Emerging and Developing Countries: Do control of corruption and trade openness matter?

by Emna Trabelsi a,b,*  and  Thouraya Fhima b
a
Department of Quantitative Methods, Higher Institute of Management of Tunis, Social and Economic Policy Analysis Laboratory, Bouchoucha City, Tunis, Tunisia
b
Faculty of Economic and Management Sciences of Sousse, University of Sousse, Riadh City, Sousse, Tunisia
*
Author to whom correspondence should be addressed.
Received: 24 February 2024 / Accepted: 28 April 2024 / Published Online: 1 November 2024

Abstract

This study investigates the impact of financial inclusion on environmental sustainability in 178 emerging and developing countries from 1996 to 2022. Employing a composite index derived through Principal Component Analysis (PCA) as a measure of financial inclusion and covering four aspects (access, depth, efficiency, stability), our analysis reveals negative outcomes. The findings indicate that enhancing financial inclusion is associated with a notable increase in CO2 per capita emissions as well as in Total Greenhouse Gas emissions. We demonstrate that controlling corruption improves environmental quality, yet this measure alone is insufficient to fully mitigate the impact of financial inclusion, as indicated by our moderation analysis. The same analysis, however, shows that fostering globalization through trade openness is an efficient tool to alleviate the positive effect of financial inclusion on the quality of the environment. The study employs various policies targeting the control of development levels, energy consumption, natural resource utilization, industry, and urban population dynamics to contextualize the influence of financial inclusion on environmental sustainability. Through econometric methods and a comprehensive examination of the specified time frame, our results provide insights into the complex interplay between financial inclusion and environmental outcomes in diverse socio-economic contexts. The research contributes to the discourse on sustainable development by highlighting the potential of certain factors as a catalyst for environmental improvement. Understanding these dynamics is crucial for policymakers, as it underlines the trade-off between integrating inclusive financial strategies and achieving environmentally sustainable development trajectories in emerging and developing nations. Moreover, shedding light on the underlying mechanisms, such as trade-offs, fills a significant gap in the literature.


Copyright: © 2024 by Trabelsi and Fhima. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY) (Creative Commons Attribution 4.0 International License). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

Share and Cite

ACS Style
Trabelsi, E.; Fhima, T. Financial Inclusion and Environmental Sustainability in Emerging and Developing Countries: Do control of corruption and trade openness matter?. Journal of Economic Analysis, 2025, 4, 93. https://doi.org/10.58567/jea04010007
AMA Style
Trabelsi E, Fhima T. Financial Inclusion and Environmental Sustainability in Emerging and Developing Countries: Do control of corruption and trade openness matter?. Journal of Economic Analysis; 2025, 4(1):93. https://doi.org/10.58567/jea04010007
Chicago/Turabian Style
Trabelsi, Emna; Fhima, Thouraya 2025. "Financial Inclusion and Environmental Sustainability in Emerging and Developing Countries: Do control of corruption and trade openness matter?" Journal of Economic Analysis 4, no.1:93. https://doi.org/10.58567/jea04010007
APA style
Trabelsi, E., & Fhima, T. (2025). Financial Inclusion and Environmental Sustainability in Emerging and Developing Countries: Do control of corruption and trade openness matter?. Journal of Economic Analysis, 4(1), 93. https://doi.org/10.58567/jea04010007

Article Metrics

Article Access Statistics

References

  1. Ababio, J. O. M., Yiadom, E. B., Mawutor, J. K., Tuffour, J. K., & Attah‐Botchwey, E. (2023). Sustainable energy for all: the link between financial inclusion, renewable energy and environmental sustainability in developing economies. International Journal of Energy Sector Management, (ahead-of-print). https://doi.org/10.1108/IJESM-07-2023-0012
  2. Acheampong, A. O. (2018). Economic growth, CO2 emissions, and energy consumption: what causes what and where? Energy Economics 74, 677-692. https://doi.org/10.1016/j.eneco.2018.07.022
  3. Achuo, E., Asongu, S., & S Tchamyou, V. (2022). Women empowerment and environmental sustainability in Africa. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4000269
  4. Adeneye, Y., Rasheed, S., & Ooi, S. K. (2023). Does financial inclusion spur CO2 emissions? The marginal effects of financial sustainability. IIMBG Journal of Sustainable Business and Innovation 1(2), 77-97. https://www.emerald.com/insight/content/doi/10.1108/IJSBI-02-2023-0004/full/html
  5. Ahmad, M., & Satrovic, E. (2023). Relating fiscal decentralization and financial inclusion to environmental sustainability: Criticality of natural resources. Journal of Environmental Management 325, 116633. https://doi.org/10.1016/j.jenvman.2022.116633
  6. Ahmad, M., Majeed, A., Khan, M. A., Sohaib, M., & Shehzad, K. (2021). Digital financial inclusion and economic growth: Provincial data analysis of China. China Economic Journal 14(3), 291-310. https://doi.org/10.1080/17538963.2021.1882064
  7. Allen, F., Carletti, E., Cull, R., Qian, J. Q., Senbet, L., & Valenzuela, P. (2014). The African financial development and financial inclusion gaps. Journal of African Economies 23(5), 614-642. https://doi.org/10.1093/jae/eju015
  8. Alshubiri, F. N. (2023). Corruption, Government Effectiveness, and Financial Development: An Empirical Analysis. In Concepts and Cases of Illicit Finance (pp. 106-125). IGI Global. https://www.igi-global.com/chapter/corruption-government-effectiveness-and-financial-development/328621
  9. Ambarkhane, D., Singh, A. S., & Venkataramani, B. (2016). Measuring financial inclusion of Indian states. International Journal of Rural Management 12(1), 72-100. https://doi.org/10.1177/097300521663394
  10. Amidžic, G., Massara, M. A., & Mialou, A. (2014). Assessing countries’ financial inclusion standing-A new composite index. International Monetary Fund. https://www.imf.org/en/Publications/WP/Issues/2016/12/31/Assessing-Countries-Financial-Inclusion-Standing-A-New-Composite-Index-41385
  11. Amin, N., Song, H., & Khan, Z. A. (2022). Dynamic linkages of financial inclusion, modernization, and environmental sustainability in South Asia: a panel data analysis. Environmental Science and Pollution Research 29, 16588-16596. https://doi.org/10.1007/s11356-021-16648-7
  12. Antweiler, W., Copeland, B. R., & Taylor, M. S. (2001). Is free trade good for the environment? American Economic Review 91(4), 877-908. https://doi.org/10.1257/aer.91.4.877
  13. Arner, D. W., Buckley, R. P., Zetzsche, D. A., & Veidt, R. (2020). Sustainability, FinTech and financial inclusion. European Business Organization Law Review 21, 7-35. https://doi.org/10.1007/s40804-020-00183-y
  14. Arun, T., & Kamath, R. (2015). Financial inclusion: Policies and practices. IIMB Management Review, 27(4), 267-287. https://doi.org/10.1016/j.iimb.2015.09.004
  15. Bai, Y., Deng, X., Gibson, J., Zhao, Z., & Xu, H. (2019). How does urbanization affect residential CO2 emissions? An analysis on urban agglomerations of China. Journal of Cleaner Production 209, 876-885. https://doi.org/10.1016/j.jclepro.2018.10.248
  16. Barik, R., & Lenka, S. K. (2023). Does financial inclusion control corruption in upper-middle and lower-middle income countries? Asia-Pacific Journal of Regional Science 7(1), 69-92. https://doi.org/10.1007/s41685-022-00269-0
  17. Barut, A., Kaya, E., Bekun, F. V., & Cengiz, S. (2023). Environmental sustainability amidst financial inclusion in five fragile economies: Evidence from lens of environmental Kuznets curve. Energy 269, 126802. https://doi.org/10.1016/j.energy.2023.126802
  18. Baskaya, M. M., Samour, A., & Tursoy, T. (2022). THE FINANCIAL INCLUSION, RENEWABLE ENERGY AND CO 2 EMISSIONS NEXUS IN THE BRICS NATIONS: NEW EVIDENCE BASED ON THE METHOD OF MOMENTS QUANTILE REGRESSION. Applied Ecology & Environmental Research 20(3). https://doi.org/10.15666/aeer/2003_25772595
  19. Beck, P. J., & Mahler, M. W. (1986). A comparison of bribery and bidding in thin markets. Economics Letters 20(1), 1–5. https://doi.org/10.1016/0165-1765(86)90068-6
  20. Beck, T. (2016). Financial Inclusion–Measuring progress and progress in measuring. In This paper was written for the Fourth IMF Statistical Forum “Lifting the Small Boats: Statistics for Inclusive Growth. Cass Business School, City, University of London, CEPR, and CESifo. https://www.imf.org/~/media/Websites/IMF/imported-events/external/np/seminars/eng/2016/statsforum/pdf/_beckpaperpdf.ashx
  21. Beck, T., Demirgüç-Kunt, A., & Honohan, P. (2009). Access to Financial Services: Measurement, Impact, and Policies. World Bank Research Observer 24(1). https://doi.org/10.1111/j.1468-0416.2007.00120.x
  22. Bhatnagar, M., & Pathak, N. (2021). Are the financial inclusion schemes of India developing the nation sustainably? In E3S Web of Conferences (Vol. 296, p. 06011). EDP Sciences. https://doi.org/10.1051/e3sconf/202129606011
  23. Brahmi, M., Esposito, L., Parziale, A., Dhayal, K. S., Agrawal, S., Giri, A. K., & Loan, N. T. (2023). The role of greener innovations in promoting financial inclusion to achieve carbon neutrality: an integrative review. Economies 11(7), 194. https://doi.org/10.3390/economies11070194
  24. Braun, M., & Raddatz, C. E. (2005). Trade liberalization and the politics of financial development (Vol. 3517). World Bank Publications.
  25. Bureau a, D., Fontagné b, L., & Schubert c, K. (2017). Commerce et climat: pour une réconciliation. Les notes du conseil d’analyse économique (1), 1-12. https://www.cairn.info/revue-notes-du-conseil-d-analyse-economique-2017-1-page-1.htm
  26. Cámara, N., & Tuesta, D. (2014). Measuring financial inclusion: A muldimensional index. BBVA Research Paper, (14/26). https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2634616
  27. Chakravarty, S. R., & Pal, R. (2013). Financial inclusion in India: An axiomatic approach. Journal of Policy modeling 35(5), 813-837. https://doi.org/10.1016/j.jpolmod.2012.12.007
  28. Chaudhry, I. S., Yusop, Z., & Habibullah, M. S. (2022). Financial inclusion-environmental degradation nexus in OIC countries: new evidence from environmental Kuznets curve using DCCE approach. Environmental Science and Pollution Research 29(4), 5360-5377. https://doi.org/10.1007/s11356-021-15941-9
  29. Chien, F., Paramaiah, C., Pham, H. C., Phan, T. T. H., & Ngo, T. Q. (2023). The impact of eco-innovation, trade openness, financial development, green energy and government governance on sustainable development in ASEAN countries. Renewable Energy 211, 259-268. https://doi.org/10.1016/j.renene.2023.04.109
  30. Dai, X., Qian, S., & Zhang, J. (2022). Sustainable financial inclusion as a source of green environment? Evidence from selected regional comprehensive economic partnership countries. Economic research-Ekonomska istraživanja 35(1), 5719-5738. https://hrcak.srce.hr/file/436734
  31. Demirgüç-Kunt, A., & Klapper, L. F. (2012). Financial inclusion in Africa: an overview. World Bank policy research working paper (6088). https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2084599
  32. Demirgüç-Kunt, A., & Klapper, L. F. (2012). Measuring financial inclusion: The global findex database. World bank policy research working paper (6025). https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2043012
  33. Dev, S. M. (2006). Financial inclusion: Issues and challenges. Economic and political weekly 4310-4313. https://www.jstor.org/stable/4418799
  34. Dietz, T., & Rosa, E. A. (1997). Effects of population and affluence on CO2 emissions. Proceedings of the National Academy of Sciences 94(1), 175-179. https://doi.org/10.1073/pnas.94.1.175
  35. Dou, D., & Li, L. (2022). Does sustainable financial inclusion and energy efficiency ensure green environment? Evidence from BRICS countries. Economic research-Ekonomska istraživanja 35(1), 5599-5614. https://hrcak.srce.hr/file/436728
  36. Dreher, A., & Gassebner, M. (2013). Greasing the wheels? The impact of regulations and corruption on firm entry. Public choice 155, 413-432. https://doi.org/10.1007/s11127-011-9871-2
  37. Driscoll, J. C., & Kraay, A. C. (1998). Consistent covariance matrix estimation with spatially dependent panel data. Review of Economics and Statistics 80(4), 549-560.
  38. Du, Q., Wu, N., Zhang, F., Lei, Y., & Saeed, A. (2022). Impact of financial inclusion and human capital on environmental quality: evidence from emerging economies. Environmental Science and Pollution Research 29(22), 33033-33045. https://doi.org/10.1007/s11356-021-17945-x
  39. Ediagbonya, V., & Tioluwani, C. (2023). The role of fintech in driving financial inclusion in developing and emerging markets: issues, challenges and prospects. Technological Sustainability 2(1), 100-119. https://doi.org/10.1108/TECHS-10-2021-0017
  40. Fairchild, A. J., & MacKinnon, D. P. (2009). A general model for testing mediation and moderation effects. Prevention science 10, 87-99. https://doi.org/10.1007/s11121-008-0109-6
  41. Fan, J., Liao, Y., & Yao, J. (2015). Power enhancement in high‐dimensional cross‐sectional tests. Econometrica 83(4), 1497-1541. https://doi.org/10.3982/ECTA12749
  42. Fareed, Z., Rehman, M. A., Adebayo, T. S., Wang, Y., Ahmad, M., & Shahzad, F. (2022). Financial inclusion and the environmental deterioration in Eurozone: the moderating role of innovation activity. Technology in Society 69, 101961. https://doi.org/10.1016/j.techsoc.2022.101961
  43. Feng, J., Sun, Q., & Sohail, S. (2022). Financial inclusion and its influence on renewable energy consumption-environmental performance: the role of ICTs in China. Environmental Science and Pollution Research 29(35), 52724-52731. https://doi.org/10.1007/s11356-022-19480-9
  44. Gálvez-Sánchez, F. J., Lara-Rubio, J., Verdú-Jóver, A. J., & Meseguer-Sánchez, V. (2021). Research advances on financial inclusion: A bibliometric analysis. Sustainability 13(6), 3156. https://doi.org/10.3390/su13063156
  45. Gao, S., Zhu, Y., Umar, M., Kchouri, B., & Safi, A. (2024). Financial inclusion empowering sustainable technologies: Insights into the E-7 economies from COP28 perspectives. Technological Forecasting and Social Change 201, 123177. https://doi.org/10.1016/j.techfore.2023.123177
  46. Guo, M., Hu, Y., & Yu, J. (2019). The role of financial development in the process of climate change: Evidence from different panel models in China. Atmospheric Pollution Research 10(5), 13751382. https://doi.org/10.1016/j.apr.2019.03.006.
  47. Hannig, A., & Jansen, S. (2010). Financial inclusion and financial stability: Current policy issues. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1729122
  48. Hashemizadeh, A., Ashraf, R. U., Khan, I., & Zaidi, S. A. H. (2023). Digital financial inclusion, environmental quality, and economic development: the contributions of financial development and investments in OECD countries. Environmental Science and Pollution Research 30(54), 116336-116347. https://doi.org/10.1007/s11356-023-30275-4
  49. Hoechle, D. (2007). Robust standard errors for panel regressions with cross-sectional dependence. The Stata Journal 7(3), 281-312. https://doi.org/10.1177/1536867X0700700301
  50. Honohan, P. (2008). Cross-country variation in household access to financial services. Journal of Banking & Finance 32(11), 2493-2500. https://doi.org/10.1016/j.jbankfin.2008.05.004
  51. Hussain, S., Ahmad, T., Ullah, S., Rehman, A. U., & Shahzad, S. J. H. (2023). Financial inclusion and carbon emissions in Asia: Implications for environmental sustainability. Economic and Political Studies 1-17. https://doi.org/10.1080/20954816.2023.2273003
  52. Islam, Y., Mindia, P. M., Farzana, N., & Qamruzzaman, M. (2023). Nexus between environmental sustainability, good governance, financial inclusion, and tourism development in Bangladesh: Evidence from symmetric and asymmetric investigation. Frontiers in Environmental Science 10, 1056268. https://doi.org/10.3389/fenvs.2022.1056268
  53. Jingpeng, L., Ullah, A., Raza, S. A., & Ahmed, M. (2023). Nonlinear and nonparametric causal relationship between financial inclusion and sustainable environment in South Asia. Environmental Science and Pollution Research 30(1), 2218-2232. https://doi.org/10.1007/s11356-022-22301-8
  54. Jingpeng, L., Ullah, A., Raza, S. A., & Ahmed, M. (2023). Nonlinear and nonparametric causal relationship between financial inclusion and sustainable environment in South Asia. Environmental Science and Pollution Research 30(1), 2218-2232. https://doi.org/10.1007/s11356-022-22301-8
  55. Jose, P. E. (2013). Doing statistical mediation and moderation. Guilford Press.
  56. Judd, C. M., Yzerbyt, V. Y., & Muller, D. (2014). Mediation and moderation. Handbook of research methods in social and personality psychology, 2, 653-676. https://citeseerx.ist.psu.edu/document?repid=rep1&type=pdf&doi=5490c2539ab25c6b337aedc07999428a0e2022aa
  57. Jungo, J., Madaleno, M., & Botelho, A. (2023). Controlling corruption in African countries: innovation, financial inclusion and access to education as alternative measures. International Journal of Social Economics 50(6), 766-786. https://doi.org/10.1108/IJSE-08-2022-0520
  58. Kebede, J., Naranpanawa, A., & Selvanathan, S. (2021). Financial inclusion: Measures and applications to Africa. Economic Analysis and Policy 70, 365-379. https://doi.org/10.1016/j.eap.2021.03.008
  59. Khan, K., Luo, T., Ullah, S., Rasheed, H. M. W., & Li, P. H. (2023a). Does digital financial inclusion affect CO2 emissions? Evidence from 76 emerging markets and developing economies (EMDE's). Journal of Cleaner Production 420, 138313. https://doi.org/10.1016/j.jclepro.2023.138313
  60. Khan, K., Yan, X., Zhang, J., Ullah, S., & Li, C. (2023b). Financial inclusion, environmental degradation, and the moderating role of ICT: a global perspective. Environmental Science and Pollution Research 1-13. https://doi.org/10.1007/s11356-023-31216-x
  61. Khemani, R., & Meyerman, G. (1998). East Asia’s Economic Crisis and Competition Policy’. Global Competition Review 8(9), 16-18.
  62. Khera, P., Ng, S., Ogawa, S., & Sahay, R. (2022). Measuring digital financial inclusion in emerging market and developing economies: A new index. Asian Economic Policy Review 17(2), 213-230. https://doi.org/10.1111/aepr.12377
  63. Khera, P., Ogawa, M. S., & Sahay, M. R. (2021). Is digital financial inclusion unlocking growth? International Monetary Fund. http://www.aimspress.com/aimspress-data/qfe/2021/4/PDF/QFE-05-04-030.pdf
  64. Kim, D. H., Lin, S. C., & Suen, Y. B. (2010). Dynamic effects of trade openness on financial development. Economic Modelling 27(1), 254-261. https://doi.org/10.1016/j.econmod.2009.09.005
  65. KOYAMONDJA, L. L. (2023). Effets de la corruption sur la pollution en RDC, une analyse empirique par l’approche ARDL. Repères et Perspectives Economiques 7(1). https://revues.imist.ma/index.php/rpe/article/view/39111
  66. Kumar, A., Kalhoro, M. R., Kumar, R., Bhutto, N. A., & Shaikh, R. (2021). Environmental quality: examining role of financial development, institutional capacity, and corruption. Environmental Science and Pollution Research 28(38), 53781-53792. https://doi.org/10.1007/s11356-021-14430-3
  67. Le, T. H., Chuc, A. T., & Taghizadeh-Hesary, F. (2019). Financial inclusion and its impact on financial efficiency and sustainability: Empirical evidence from Asia. Borsa Istanbul Review 19(4), 310-322. https://doi.org/10.1016/j.bir.2019.07.002
  68. Le, T. H., Le, H. C., & Taghizadeh-Hesary, F. (2020). Does financial inclusion impact CO2 emissions? Evidence from Asia. Finance Research Letters 34, 101451. https://doi.org/10.1016/j.frl.2020.101451
  69. Lee, C. C., Wang, F., & Lou, R. (2022). Digital financial inclusion and carbon neutrality: Evidence from non-linear analysis. Resources Policy 79, 102974. https://doi.org/10.1016/j.resourpol.2022.102974
  70. Li, T., Ma, J., Li, T., & Ma, J. (2021). Does digital finance benefit the income of rural residents? A case study on China. Quantitative Finance and Economics 5, 664-688. https://doi.org/10.3934/QFE.2021030
  71. Lien, D. H. D. (1986). A note on competitive bribery games. Economics Letters 22(4), 337–341. https://doi.org/10.1016/0165-1765(86)90093-5
  72. Lin, S., & Wu, R. (2022). On the nexus between energy efficiency, financial inclusion and environment: Evidence from emerging seven economies using novel research methods. Economic research-Ekonomska istraživanja 35(1), 6756-6779. https://hrcak.srce.hr/file/436928
  73. Liu, J., Li, M., & Ding, Y. (2021a). Econometric analysis of the impact of the urban population size on carbon dioxide (CO2) emissions in China. Environment, Development and Sustainability 23(12), 18186-18203. https://doi.org/10.1007/s10668-021-01433-w
  74. Liu, J., Loan, V. T. K., Mousa, S., Ali, A., Muda, I., & Cong, P. T. (2023). Sustainability and natural resources management in developed countries: The role of financial inclusion and human development. Resources Policy 80, 103143. https://doi.org/10.1016/j.resourpol.2022.103143
  75. Liu, N., Hong, C., & Sohail, M. T. (2022). Does financial inclusion and education limit CO2 emissions in China? A new perspective. Environmental Science and Pollution Research 1-8. https://doi.org/10.1007/s11356-021-17032-1
  76. Liu, Y., Luan, L., Wu, W., Zhang, Z., & Hsu, Y. (2021b). Can digital financial inclusion promote China's economic growth?. International Review of Financial Analysis 78, 101889. http://www.aimspress.com/aimspress-data/qfe/2021/4/PDF/QFE-05-04-030.pdf
  77. Mazziotta, M., & Pareto, A. (2017). Synthesis of indicators: The composite indicators approach. Complexity in society: From indicators construction to their synthesis, 159-191. https://link.springer.com/chapter/10.1007/978-3-319-60595-1_7
  78. Mehmood, U. (2022). Examining the role of financial inclusion towards CO2 emissions: presenting the role of renewable energy and globalization in the context of EKC. Environmental Science and Pollution Research 29(11), 15946-15954. https://doi.org/10.1007/s11356-021-16898-5
  79. Mialou, A., Amidzic, G., & Massara, A. (2017). Assessing countries’ financial inclusion standing–a new composite index. Journal of Banking and Financial Economics 2(8), 105-126. https://www.ceeol.com/search/article-detail?id=643150
  80. Morgan, P., & Pontines, V. (2014). Financial stability and financial inclusion. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2464018
  81. Mukalayi, N. M., & Inglesi-Lotz, R. (2023). Digital financial inclusion and energy and environment: global positioning of sub-Saharan African countries. Renewable and Sustainable Energy Reviews 173, 113069. https://doi.org/10.1016/j.rser.2022.113069
  82. Muller, D., Judd, C. M., & Yzerbyt, V. Y. (2005). When moderation is mediated and mediation is moderated. Journal of personality and social psychology, 89(6), 852-863. https://doi.org/10.1037/0022-3514.89.6.852
  83. Mulungula, A. M., & Nimubona, F. (2022). Digital financial inclusion and trade openness in Africa. Open Journal of Business and Management 10(2), 744-777.https://doi.org/10.4236/ojbm.2022.102042
  84. Musah, M. (2022). Financial inclusion and environmental sustainability in Ghana: application of the dynamic ARDL estimator. Environmental Science and Pollution Research 29(40), 60885-60907. https://doi.org/10.1007/s11356-022-19994-2
  85. Nasir, M. A., Huynh, T. L. D., & Tram, H. T. X. (2019). Role of financial development, economic growth and foreign direct investment in driving climate change: A case of emerging ASEAN. Journal of Environmental Management 242, 131–141. https://doi.org/10.1016/j.jenvman.2019.03.112.
  86. Nguyen, T. T. H. (2020). Measuring financial inclusion: a composite FI index for the developing countries. Journal of Economics and Development 23(1), 77-99.
  87. Nkengfack, H., Djoudji, S. T., & Fotio, H. K. (2020). Gouvernance, institutions et protection de l’environnement dans les pays de la CEEAC. Économie rurale 5-22. https://www.cairn.info/revue-economie-rurale-2020-1-page-5.htm
  88. Ogede, J. S., & Tiamiyu, H. O. (2023). Does Financial Inclusion Moderate CO2 Emissions in Sub-Saharan Africa? Evidence From Panel Data Analysis. Studia Universitatis Vasile Goldiș Arad, Seria Științe Economice 33(3), 21-36. https://www.ceeol.com/search/article-detail?id=1132778
  89. Ozili, P. K. (2018). Impact of digital finance on financial inclusion and stability. Borsa Istanbul Review 18(4), 329-340. https://doi.org/10.1016/j.bir.2017.12.003
  90. Ozili, P. K. (2023). Financial inclusion and environmental sustainability. In Digital Economy, Energy and Sustainability: Opportunities and Challenges (pp. 25-39). Cham: Springer International Publishing.
  91. Ozturk, I., & Ullah, S. (2022). Does digital financial inclusion matter for economic growth and environmental sustainability in OBRI economies? An empirical analysis. Resources, Conservation and Recycling 185, 106489. https://doi.org/10.1016/j.resconrec.2022.106489
  92. Park, C. Y., & Mercado, R. V. (2021). Financial inclusion: New measurement and cross-country impact assessment 1. In Financial Inclusion in Asia and beyond (pp. 98-128). Routledge. https://www.taylorfrancis.com/chapters/edit/10.4324/9781003035916-4/financial-inclusion-cyn-young-park-rogelio-mercado
  93. Park, J. (2012). Corruption, soundness of the banking sector, and economic growth: A cross-country study. Journal of international money and Finance 31(5), 907-929. https://doi.org/10.1016/j.jimonfin.2011.07.007
  94. Pesaran, M. H. (2004). General diagnostic tests for cross section dependence in panels. Available at SSRN 572504. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=572504
  95. Pesaran, M. H. (2015). Testing weak cross-sectional dependence in large panels. Econometric reviews 34(6-10), 1089-1117. https://doi.org/10.1080/07474938.2014.956623
  96. Pesaran, M. H. (2021). General diagnostic tests for cross-sectional dependence in panels. Empirical Economics 60(1), 13-50. https://doi.org/10.1007/s00181-020-01875-7
  97. Pham, D. T. T., & Nguyen, H. T. (2024). Effects of trade openness on environmental quality: evidence from developing countries. Journal of Applied Economics 27(1), 2339610.https://doi.org/10.1080/15140326.2024.2339610
  98. Porter, M., & Van der Linde, C. (1995). Green and competitive: ending the stalemate. The Dynamics of the eco-efficient economy: environmental regulation and competitive advantage, 33, 120-134. https://kentlundgren.se/artiklar/vetenskapliga/Porter_Linde_1995.pdf
  99. Qamruzzaman, M. (2023). Does financial innovation foster financial inclusion in Arab world? examining the nexus between financial innovation, FDI, remittances, trade openness, and gross capital formation. Plos one 18(6), e0287475. https://doi.org/10.1371/journal.pone.0287475
  100. Qin, L., Raheem, S., Murshed, M., Miao, X., Khan, Z., & Kirikkaleli, D. (2021). Does financial inclusion limit carbon dioxide emissions? Analyzing the role of globalization and renewable electricity output. Sustainable Development 29(6), 1138-1154.
  101. Raheem, I. D., Tiwari, A. K., & Balsalobre-Lorente, D. (2020). The role of ICT and financial development in CO2 emissions and economic growth. Environmental Science and Pollution Research 27(2), 1912–1922. https://doi.org/10.1007/s11356-019-06590-0.
  102. Rajan, R. G., & Zingales, L. (2003). The great reversals: the politics of financial development in the twentieth century. Journal of financial economics 69(1), 5-50. https://doi.org/10.1016/S0304-405X(03)00125-9
  103. Rehman, A. U., Malik, A. H., Md Isa, A. H. B., & Jais, M. B. (2023). Dynamic impact of financial inclusion and industrialization on environmental sustainability. Social Responsibility Journal 19(5), 906-929. https://doi.org/10.1108/SRJ-07-2021-0275
  104. Saqib, N., Ozturk, I., & Usman, M. (2023). Investigating the implications of technological innovations, financial inclusion, and renewable energy in diminishing ecological footprints levels in emerging economies. Geoscience Frontiers 14(6), 101667. https://doi.org/10.1016/j.gsf.2023.101667
  105. Sarma, M. (2008). Index of financial inclusion (No. 215). Working paper. https://www.econstor.eu/handle/10419/176233
  106. Sarma, M. (2012). Index of Financial Inclusion–A measure of financial sector inclusiveness. Centre for International Trade and Development, School of International Studies Working Paper Jawaharlal Nehru University. Delhi, India. https://finance-and-trade.htw-berlin.de/fileadmin/HTW/Forschung/Money_Finance_Trade_Development/working_paper_series/wp_07_2012_Sarma_Index-of-Financial-Inclusion.pdf
  107. Sarma, M. (2016). Measuring financial inclusion for Asian economies. Financial inclusion in Asia: Issues and policy concerns 3-34. https://doi.org/10.1057/978-1-137-58337-6_1
  108. Sarma, M., & Pais, J. (2011). Financial inclusion and development. Journal of international development 23(5), 613-628. https://doi.org/10.1002/jid.1698
  109. Sethy, S. K. (2016). Developing a financial inclusion index and inclusive growth in India. Theoretical and applied economics 23(2), 607. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3186494
  110. Sha’ban, M., Girardone, C., & Sarkisyan, A. (2021). Cross-country variation in financial inclusion: a global perspective. In Financial Literacy and Responsible Finance in the FinTech Era (pp. 23-44). Routledge. https://www.taylorfrancis.com/chapters/edit/10.4324/9781003169192-3/cross-country-variation-financial-inclusion-global-perspective-mais-sha-ban-claudia-girardone-anna-sarkisyan
  111. Shabir, M. (2022). Does financial inclusion promote environmental sustainability: Analyzing the role of technological innovation and economic globalization. Journal of the Knowledge Economy 1-28. https://doi.org/10.1007/s13132-022-01035-5
  112. Shahbaz, M., Haouas, I., Sohag, K., & Ozturk, I. (2020). The financial development-environmental degradation nexus in the United Arab Emirates: The importance of growth, globalization and structural breaks. Environmental Science and Pollution Research 27(10685-10699), 1–15. https://doi.org/10. 1007/s11356-019-07085-8.
  113. Shahbaz, M., Li, J., Dong, X., & Dong, K. (2022). How financial inclusion affects the collaborative reduction of pollutant and carbon emissions: The case of China. Energy Economics 107, 105847. https://doi.org/10.1016/j.eneco.2022.105847
  114. Sharma, C. (2021). Does corruption sand the wheels of financial sector development? Evidence from global panel data. Journal of Financial Management, Markets and Institutions 9(02), 2150008. https://doi.org/10.1142/S2282717X21500080
  115. Shi, F., Ding, R., Li, H., & Hao, S. (2022). Environmental regulation, digital financial inclusion, and environmental pollution: an empirical study based on the spatial spillover effect and panel threshold effect. Sustainability 14(11), 6869. https://doi.org/10.3390/su14116869
  116. Shoaib, H. M., Rafique, M. Z., Nadeem, A. M., & Huang, S. (2020). Impact of financial development on CO2 emissions: A comparative analysis of developing countries (D8) and developed countries (G 8). Environmental Science and Pollution Research, 27(12461-12475), 1–15. https://doi.org/10.1007/s11356019-06680-z.
  117. Singh, A. K., Raza, S. A., Nakonieczny, J., & Shahzad, U. (2023). Role of financial inclusion, green innovation, and energy efficiency for environmental performance? Evidence from developed and emerging economies in the lens of sustainable development. Structural Change and Economic Dynamics, 64, 213-224. https://doi.org/10.1016/j.strueco.2022.12.008
  118. Song, C. Q., Chang, C. P., & Gong, Q. (2021). Economic growth, corruption, and financial development: Global evidence. Economic Modelling 94, 822-830. https://doi.org/10.1016/j.econmod.2020.02.022
  119. Sun, Y., & Tang, X. (2022). The impact of digital inclusive finance on sustainable economic growth in China. Finance Research Letters 50, 103234. https://doi.org/10.1016/j.frl.2022.103234
  120. Svaleryd, H., & Vlachos, J. (2002). Markets for risk and openness to trade: how are they related?. Journal of International Economics 57(2), 369-395. https://doi.org/10.1016/S0022-1996(01)00153-2
  121. Tabash, M. I., Farooq, U., El Refae, G. A., Abu-Rashed, J., & Al-Faryan, M. A. S. (2023). Financial inclusion and environmental quality: does corruption control matter? International Journal of Social Economics 50(8), 1123-1138. https://doi.org/10.1108/IJSE-06-2022-0407
  122. Tanveer, A., Song, H., Faheem, M., Daud, A., & Safdar, N. (2023). Navigating the asymmetric influence of financial inclusion on environmental sustainability: Dynamic role of energy consumption and human capital. Energy & Environment 0958305X231159439. https://doi.org/10.1177/0958305X231159439
  123. Tariq, S., & Shahzad, F. (2022). DOES DIGITAL FINANCE AND FINANCIAL INCLUSION STRENGTHEN ENVIRONMENTAL SUSTAINABILITY: EVIDENCE FROM ASIA. Pakistan Journal of Social Research 4(04), 876-883. https://pjsr.com.pk/wp-content/uploads/2022/12/92.-Vol.-4-No.-4-December-2022-Tariq-Saleem-Shahzad-Does-Digital-Finance-and-Financial-Inclusion-Strengthen.pdf
  124. Tayebi, S. K., & Younespour, S. (2012). The effect of trade openness on environmental quality: evidence from Iran's trade relations with the selected countries of the different blocks. Iranian Economic Review 16(32), 19-40. https://ier.ut.ac.ir/article_32736_9223b891b1473b16def8acafd4cac182.pdf
  125. Tian, Y., & Li, L. (2022). Impact of financial inclusion and globalization on environmental quality: evidence from G20 economies. Environmental Science and Pollution Research 29(40), 61265-61276. https://doi.org/10.1007/s11356-022-19618-9
  126. Tram, T. X. H., Lai, T. D., & Nguyen, T. T. H. (2023). Constructing a composite financial inclusion index for developing economies. The Quarterly Review of economics and finance 87, 257-265. https://doi.org/10.1016/j.qref.2021.01.003
  127. Triki, T., & Faye, I. (2013). Financial inclusion in Africa. African Development Bank 556. https://www.rfilc.org/wp-content/uploads/2020/08/Financial_Inclusion_in_Africa.pdf
  128. Tsimisaraka, R. S. M., Xiang, L., Andrianarivo, A. R. N. A., Josoa, E. Z., Khan, N., Hanif, M. S., ... & Limongi, R. (2023). Impact of Financial Inclusion, Globalization, Renewable Energy, ICT, and Economic Growth on CO2 Emission in OBOR Countries. Sustainability 15(8), 6534. https://doi.org/10.3390/su15086534
  129. Tsimisaraka, R. S. M., Xiang, L., Andrianarivo, A. R. N. A., Josoa, E. Z., Khan, N., Hanif, M. S., ... & Limongi, R. (2023). Impact of financial inclusion, globalization, renewable energy, ICT, and economic growth on CO2 emission in OBOR countries. Sustainability 15(8), 6534. https://doi.org/10.3390/su15086534
  130. Tufail, M., Song, L., Umut, A., Ismailova, N., & Kuldasheva, Z. (2022). Does financial inclusion promote a green economic system? Evaluating the role of energy efficiency. Economic research-Ekonomska istraživanja 35(1), 6780-6800. https://hrcak.srce.hr/file/436929
  131. Ullah, S., Ali, K., Shah, S. A., & Ehsan, M. (2022). Environmental concerns of financial inclusion and economic policy uncertainty in the era of globalization: evidence from low & high globalized OECD economies. Environmental Science and Pollution Research 29(24), 36773-36787. https://doi.org/10.1007/s11356-022-18758-2
  132. Usman, M., Makhdum, M. S. A., & Kousar, R. (2021). Does financial inclusion, renewable and non-renewable energy utilization accelerate ecological footprints and economic growth? Fresh evidence from 15 highest emitting countries. Sustainable cities and society 65, 102590. https://doi.org/10.1016/j.scs.2020.102590
  133. Vu, T. L., Paramaiah, C., Tufail, B., Nawaz, M. A., Xuyen, N. T. M., & Huy, P. Q. (2023). Effect of financial inclusion, eco-innovation, globalization, and sustainable economic growth on ecological footprint. Engineering Economics 34(1), 46-60. https://www.inzeko.ktu.lt/index.php/EE/article/view/32402
  134. Waller-Hunter, J. (2002). La gouvernance au service du développement durable dans le contexte de la mondialisation. Reflets et perspectives de la vie économique 41(2002/1), 19-33. https://www.cairn.info/revue-reflets-et-perspectives-de-la-vie-economique-2002-1-page-19.htm
  135. Wang, R., Mirza, N., Vasbieva, D. G., Abbas, Q., & Xiong, D. (2020). The nexus of carbon emissions, financial development, renewable energy consumption, and technological innovation: What should be the priorities in light of COP 21 Agreements? Journal of Environmental Management 271, 111027. https://doi.org/ 10.1016/j.jenvman.2020.111027.
  136. Wang, X., & Guan, J. (2017). Financial inclusion: measurement, spatial effects and influencing factors. Applied Economics 49(18), 1751-1762. https://doi.org/10.1080/00036846.2016.1226488
  137. Wang, X., Wang, X., Ren, X., & Wen, F. (2022a). Can digital financial inclusion affect CO2 emissions of China at the prefecture level? Evidence from a spatial econometric approach. Energy Economics 109, 105966. https://doi.org/10.1016/j.eneco.2022.105966
  138. Wang, Y., Fahad, S., Wei, L., Luo, B., & Luo, J. (2022b). Assessing the role of financial development and financial inclusion to enhance environmental sustainability: Do financial inclusion and eco-innovation promote sustainable development? Frontiers in Environmental Science 10, 2256. https://doi.org/10.3389/fenvs.2022.1056478
  139. Weill, L. (2011a). How corruption affects bank lending in Russia. Economic systems 35(2), 230-243. https://doi.org/10.1016/j.ecosys.2010.05.005
  140. Weill, L. (2011b). Does corruption hamper bank lending? Macro and micro evidence. Empirical Economics 41, 25-42. https://doi.org/10.1007/s00181-010-0393-4
  141. Xun, Z., Guanghua, W., Jiajia, Z., & Zongyue, H. (2020). Digital economy, financial inclusion and inclusive growth. China Economist 15(3), 92-105. https://doi.org/10.19602/j.chinaeconomist.2020.05.07
  142. Yang, L., & Zhang, Y. (2020). Digital financial inclusion and sustainable growth of small and micro enterprises—evidence based on China’s new third board market listed companies. Sustainability 12(9), 3733. https://doi.org/10.3390/su12093733
  143. Yorulmaz, R. (2018). An analysis of constructing global financial inclusion indices. Borsa Istanbul Review 18(3), 248-258. https://doi.org/10.1016/j.bir.2018.05.001
  144. Zaidi, S. A. H., Hussain, M., & Zaman, Q. U. (2021). Dynamic linkages between financial inclusion and carbon emissions: evidence from selected OECD countries. Resources, Environment and Sustainability 4, 100022. https://doi.org/10.1016/j.resenv.2021.100022
  145. Zaidi, S. A. H., Zafar, M. W., Shahbaz, M., & Hou, F. (2019). Dynamic linkages between globalization, financial development and carbon emissions: Evidence from Asia Pacific Economic Cooperation countries. Journal of Cleaner Production 228, 533–543. https://doi.org/10.1016/j.jclepro.2019.04.210.
  146. Zhang, C., Zhu, Y., & Lu, Z. (2015). Trade openness, financial openness, and financial development in China. Journal of International Money and Finance 59, 287-309. https://doi.org/10.1016/j.jimonfin.2015.07.010
  147. Zhang, W., Bakhsh, S., Ali, K., & Anas, M. (2024). Fostering environmental sustainability: An analysis of green investment and digital financial inclusion in China using quantile-on-quantile regression and wavelet coherence approach. Gondwana Research 128, 69-85. https://doi.org/10.1016/j.gr.2023.10.014
  148. Zhao, F., Zhang, Y., Alharthi, M., & Zafar, M. W. (2022). Environmental sustainability in developing countries: Understanding the criticality of financial inclusion and globalization. Sustainable Development 30(6), 1823-1837. https://doi.org/10.1002/sd.2350
  149. Zhao, H., Yang, Y., Li, N., Liu, D., & Li, H. (2021). How does digital finance affect carbon emissions? Evidence from an emerging market. Sustainability 13(21), 12303. https://doi.org/10.3390/su132112303
  150. Zheng, S., Sheng, B., Ghafoor, A., Ashraf, A. A., & Qamri, G. M. (2023). Investigating the environmental externalities of digital financial inclusion and the COVID-19 pandemic: an environmental sustainability perspective. Environmental Science and Pollution Research 1-10. https://doi.org/10.1007/s11356-023-27433-z
  151. Zhong, M., Yu, J., & Zaidi, S. A. H. (2023). Investigating the Impact of Financial Inclusion on Energy Consumption: Does Corruption Matter?. Journal of the Knowledge Economy 1-18. https://doi.org/10.1007/s13132-023-01273-1
  152. Zins, A., & Weill, L. (2016). The determinants of financial inclusion in Africa. Review of Development Finance 6(1), 46-57. https://hdl.handle.net/10520/EJC193922