Does Income Inequality Matter in Nexus of Green Finance and Environmental Quality? An SEM Analysis Approach
DOI:
https://doi.org/10.56976/rjsi.v6i2.217Keywords:
Structural Equation Modeling, Green Finance, Renewable Energy Consumption, Economic Development, Urbanization, Ecological Footprint, Income Inequality, Policy RecommendationsAbstract
This study used the Structural Equation Modeling approach to investigate the relationships among Green Finance, Renewable Energy Consumption, Ecological Footprint, and Income Inequality. Data from the years 2001 to 2022 of a total of 126 countries globally were analyzed using Structural Equation Modeling approach. The objective was to examine the impact of Green Finance on Ecological directly and through mediation of Income Inequality indirectly. This study’s results demonstrate crucial links that exist between sustainable finance, environmental sustainability, and socioeconomic inequalities. These results point towards the importance of socioeconomic development for these factors. Moreover, Green Finance exhibited potential for alleviating the Ecological Footprint syndrome, and Renewable Energy induced differential effects on ecological degradation as well as Income Inequality. Economic Development and Urbanization as control variables have significant and insignificant positive effect respectively on Ecological Footprint. The policy recommendations as proposed covered a range of strategies for dealing with environmental and social issues. This will involve promoting green finance ventures, enabling renewable energy infrastructure expenditures and investments, supporting sustainable urbanization measures, as well as enhancing public awareness of the interdependence between environmental and social factors. Incorporating these suggestions into policy frameworks would mean stakeholders could contribute towards achieving harmony in terms of environmental sustainability and socioeconomic equity.
References
Adeel-Farooq, R. M., Abu Bakar, N. A., & Olajide Raji, J. (2018). Green field investment and environmental performance: A case of selected nine developing countries of Asia. Environmental Progress & Sustainable Energy, 37(3), 1085-1092.
Adeleye, B. N., Azam, M., & Bekun, F. V. (2023). Infant mortality rate and nonrenewable energy consumption in Asia and the Pacific: The mediating role of carbon emissions. Air Quality, Atmosphere & Health. Advance online publication.
Afzal, K., Shaheen, W. A., Razzaq, A., & Salam, A. (2024). Greening the future: A mediation analysis of green technology innovation on the relationship between green finance, environmental regulations, and ecological footprint. Journal of Business and Management Research, 3(1), 835-861.
Al Mamun, M., Boubaker, S., & Nguyen, D. K. (2022). Green finance and decarbonization: Evidence from around the world. Finance Research Letters, 46, 102807.
Alexander, A., & Delabre, I. (2019). Linking sustainable supply chain management with the sustainable development goals: Indicators, scales, and substantive impacts. In Sustainable Development Goals and Sustainable Supply Chains in the Post-Global Economy (pp. 95-111). Routledge.
Anderson, J. C., & Gerbing, D. W. (1988). Structural equation modeling in practice: A review and recommended two-step approach. Psychological Bulletin, 103(3), 411-420.
Apergis, N. (2015). Does renewables production affect income inequality? Evidence from an international panel of countries. Applied Economics Letters, 22(11), 865-868.
Awodumi, O. B., & Adewuyi, A. O. (2020). The role of non-renewable energy consumption in economic growth and carbon emission: Evidence from oil producing economies in Africa. Energy Strategy Reviews, 27, 100434.
Azhgaliyeva, D., Kapsaplyamova, Z., & Low, L. (2018). Implications of fiscal and financial policies for unlocking green finance and green investment. ADBI Working Paper
Baek, J., & Gweisah, G. (2013). Does income inequality harm the environment?: Empirical evidence from the United States. Energy Policy, 62, 1434-1437.
Baron, R. M., & Kenny, D. A. (1986). The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51(6), 1173.
Behera, B., Behera, P., & Sethi, N. (2024). Decoupling the role of renewable energy, green finance and political stability in achieving the sustainable development goal 13: Empirical insight from emerging economies. Sustainable Development, 32(1), 119-137.
Bentler, P. M. (1990). Comparative fit indexes in structural models. Psychological Bulletin, 107(2), 238-249.
Bentler, P. M., & Bonett, D. G. (1980). Significance tests and goodness of fit in the analysis of covariance structures. Psychological Bulletin, 88(3), 588-599.
Bilal, M. J., & Shaheen, W. A. (2024). Towards sustainable development: Investigating the effect of green financial indicators on renewable energy via the mediating variable. Renewable Energy, 221, 119819.
Boyce, J. K. (1994). Inequality as a cause of environmental degradation. Ecological Economics, 11(3), 169-178.
Brandi, C., Schwab, J., Berger, A., & Morin, J. F. (2020). Do environmental provisions in trade agreements make exports from developing countries greener?. World Development, 129, 104899.
Çatık, A. N., Bucak, Ç., Ballı, E., Manga, M., & Destek, M. A. (2024). How do energy consumption, globalization, and income inequality affect environmental quality across growth regimes? Environmental Science and Pollution Research, 1-18.
Chen, J., Xian, Q., Zhou, J., & Li, D. (2020). Impact of income inequality on CO2 emissions in G20 countries. Journal of Environmental Management, 271, 110987.
Cheung, G. W., & Lau, R. S. (2008). Testing mediation and suppression effects of latent variables: Bootstrapping with structural equation models. Organizational research methods, 11(2), 296-325.
Chi, Y., & Yang, Y. (2023). Green finance and green transition by enterprises: An exploration of market-oriented governance mechanisms. Borsa Istanbul Review, 23(3), 628-646.
Cho, H. (2023). Impact of income inequality on carbon-intensive extractivism. Cogent Economics & Finance, 11(2), 2226482.
Del Río González, P. (2009). The empirical analysis of the determinants for environmental technological change: A research agenda. Ecological Economics. [No volume or page numbers available]
Dikau, S., & Volz, U. (2018). Central banking, climate change and green finance.
Drabo, A. (2011). Impact of income inequality on health: Does environment quality matter? Environ. Plan., 43(1), 146-165.
Eriksson, C., & Persson, J. (2003). Economic growth, inequality, democratization, and the environment. Environmental and Resource Economics, 25(1), 1-16.
Grottera, C., Pereira, A. O., & La Rovere, E. L. (2017). Impacts of carbon pricing on income inequality in Brazil. Clim. Dev., 9(1), 80-93.
Grunewald, N., Klasen, S., Martínez-Zarzoso, I., & Muris, C. (2017). The trade-off between income inequality and carbon dioxide emissions. Ecological Economics, 142, 249-256.
Guild, J. (2020). The political and institutional constraints on green finance in Indonesia. J Sustain Finance Invest, 10(2), 157-170.
Gulzar, F., Khalid, S., Khalid, N., & Saira, R. (2022). The Fiscal Insertions with External Debt, Poverty and Economic Presentation: The Nexus Study of Pakistan. Harf-o-Sukhan, 6(1), 215-232.
Guo, D., Jiang, K., Xu, C., & Yang, X. (2022). Industrial clustering, income and inequality in rural China. World Development, 154, 105878.
Hayes, A. F., & Preacher, K. J. (2013). Conditional process modeling: Using structural equation modeling to examine contingent causal processes.
Heavner, B., Del Chiaro, B. (2003). Renewable Energy and Jobs: Employment Impacts of Developing Markets for Renewables in California. Environment California Research and Policy Center, Sacramento, California.
Hillebrand, B., Buttermann, H. G., Behringer, J. M., & Bleuel, M. (2006). The expansion of renewable energies and employment effects in Germany. Energy Policy, 34(18), 3484-3494.
Hojnik, J., Ruzzier, M., & Manolova, T. S. (2018). Internationalization and economic performance: The mediating role of eco-innovation. Journal of Cleaner Production, 171, 1312-1323.
Hu, L. T., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 6(1), 1-55.
Jahanger, A., Balsalobre-Lorente, D., Ali, M., Samour, A., Abbas, S., Tursoy, T., et al. (2023). Going away or going green in ASEAN countries: Testing the impact of green financing and energy on environmental sustainability. Energy & Environment. [No volume or page numbers available]
Kammen, D. M., Kapadia, K., & Fripp, M. (2004). Putting renewables to work: How many jobs can the clean energy industry generate? RAEL Report University of California, Berkeley.
Kazemzadeh, E., Fuinhas, J. A., & Koengkan, M. (2021). The impact of income inequality and economic complexity on ecological footprint: An analysis covering a long-time span. Journal of Environmental Economics and Policy, 1-21.
Kenny, D. A., Mannetti, L., Pierro, A., Livi, S., & Kashy, D. A. (2002). The statistical analysis of data from small groups. Journal of Personality and Social Psychology, 83(1), 126.
Khan, M. A., Riaz, H., Ahmed, M., & Saeed, A. (2022). Does green finance really deliver what is expected? An empirical perspective. Borsa Istanbul Review, 22(3), 586-593.
Kong, Y., & Khan, R. (2019). To examine environmental pollution by economic growth and their impact in an environmental Kuznets curve (EKC) among developed and developing countries. PloS One, 14(3), e0209532.
Langnel, Z., Amegavi, G. B., Donkor, P., & Mensah, J. K. (2021). Income inequality, human capital, natural resource abundance, and ecological footprint in ECOWAS member countries. Resources Policy, 74, 102255.
Li, H., Yuan, Y., & Wang, N. (2019). Evaluation of the coordinated development of regional green finance and ecological environment coupling. Statistics & Decisions, 8, 161-164.
Li, L., Liu, D., Hou, J., Xu, D., & Chao, W. (2019). The study of the impact of carbon finance effect on carbon emissions in Beijing-Tianjin-hebei region based on logarithmic mean divisia index decomposition analysis. Sustainability, 11(5), 1465.
MacKinnon, D. P., Fairchild, A. J., & Fritz, M. S. (2007). Mediation analysis. Annual Review of Psychology, 58, 593-614.
Magnani, E. (2000). The Environmental Kuznets Curve, environmental protection policy and income distribution. Ecological Economics, 32(3), 431-443.
Mehroush, I., Shaheen, W. A., Shabir, M., & Talha, M. (2024). Pathways to ecological resilience: exploring green energy and finance for sustainable development. Environment, Development and Sustainability, 1-25.
Muganyi, T., Yan, L., & Sun, H. (2021). Green finance, fintech and environmental protection: Evidence from China. Environmental Science and Ecotechnology, 7, Article 100107.
Nawaz, M. A., Seshadri, U., Kumar, P., Aqdas, R., Patwary, A. K., & Riaz, M. (2021). Nexus between green finance and climate change mitigation in N-11 and BRICS countries: empirical estimation through difference in differences (DID) approach. Environmental Science and Pollution Research, 28, 6504-6519.
Nouira, I., Hammami, R., Frein, Y., & Temponi, C. (2016). Design of forward supply chains: Impact of a carbon emissions-sensitive demand. International Journal of Production Economics. 173,80-98
Ocetkiewicz, I., Tomaszewska, B., & Mróz, A. (2017). Renewable energy in education for sustainable development. The Polish experience. Renewable and Sustainable Energy Reviews, 80, 92-97.
Papakonstantinidis, L. A. (2017). The “Win-Win-Win Papakonstantinidis Model”: From social welfare’s philosophy towards a rural development concept by rural tourism approach: The WERT case study. International Journal of Innovation and Economic Development, 3(5), 7-25.
Parry, I. W., & Williams, R. C. (2010). What are the costs of meeting distributional objectives for climate policy? B. E. J. Econ. Anal. Policy, 10(2), 1-33.
Pei, Y., Huang, T., Peng, H., & You, J. (2022). Network-based clustering for varying coefficient panel data models. Journal of Business & Economic Statistics, 40(2), 578-594.
Purcel, A. A. (2020). New insights into the environmental Kuznets curve hypothesis in developing and transition economies: A literature survey. Environmental Economics and Policy Studies, 22(4), 585-631.
Ravallion, M., Heil, M., & Jalan, J. (2000). Carbon emissions and income inequality. Oxford Economic Papers, 52(4), 651-669.
Sachs, J. D., Woo, W. T., Yoshino, N., & Taghizadeh-Hesary, F. (2019). Importance of green finance for achieving sustainable development goals and energy security. Handbook of green finance, 3,1-10.
Saeed Meo, M., & Karim, M. Z. A. (2021). The role of green finance in reducing CO2 emissions: An empirical analysis. Borsa Istanbul Review, 22(1), 169-178.
Salam, A., Nawaz, T., & Ali, S. (2023). Success ratio of small infrastructure projects over involving project stakeholders: Engaging local NGOs. Journal of Social Sciences Development, 2(2), 173-188.
Sartzetakis, E. S. (2021). Green bonds as an instrument to finance low carbon transition. Economic Change and Restructuring, 54(3), 755-779.
Satorra, A. (1990). Robustness issues in structural equation modeling: A review of recent developments. Quality and Quantity, 24(4), 367-386.
Scruggs, L. A. (1998). Political and economic inequality and the environment. Ecological Economics, 26(3), 259-275.
Sharif, A., Saqib, N., Dong, K., & Khan, S. A. R. (2022). Nexus between green technology innovation, green financing, and CO2 emissions in the G7 countries: The moderating role of social globalization. Sustainable Development, 30(6), 1934-1946.
Shen, Y., Su, Z. W., Malik, M. Y., Umar, M., Khan, Z., & Khan, M. (2021). Does green investment, financial development, and natural resources rent limit carbon emissions? A provincial panel analysis of China. Science of the Total Environment, 755, Article 142538.
Steiger, J. H. (1990). Some additional thoughts on components, factors, and factor indeterminancy. Multivariate Behavioral Research, 25(1), 41-45.
Steiger, J. H. (1990). Structural model evaluation and modification: An interval estimation approach. Multivariate Behavioral Research, 25(2), 173-180.
Taghizadeh-Hesary, F., & Yoshino, N. (2019). The way to induce private participation in green finance and investment. Finance Research Letters. [No volume or page numbers available]
Topcu, M., & Tugcu, C. T. (2020). The impact of renewable energy consumption on income inequality: Evidence from developed countries. Renewable Energy, 151, 1134-1140.
Torras, M., & Boyce, J. K. (1998). Income, inequality, and pollution: A reassessment of the environmental Kuznets curve. Ecological Economics, 25(2), 147-160.
Torras, M., & Boyce, J. K. (1998). Income, inequality, and pollution: A reassessment of the environmental Kuznets curve. Ecological Economics, 25(2), 147-160.
Tugcu, C. T., & Topcu, M. (2018). Total, renewable and non-renewable energy consumption and economic growth: Revisiting the issue with an asymmetric point of view. Energy, 152, 64-74.
Uddin, M. M., Mishra, V., & Smyth, R. (2020). Income inequality and CO2 emissions in the G7, 1870-2014: Evidence from non-parametric modelling. Energy Economics, 88, 104780.
Ullah, S., & Awan, M. S. (2019). Environmental Kuznets curve and income inequality: Pooled mean group estimation for Asian developing countries. Forman Journal of Economic Studies, 15.
Wang, S., Zhang, W., Wang, H., Wang, J., & Jiang, M-J. (2021). How does income inequality influence environmental regulation in the context of corruption? A panel threshold analysis based on Chinese provincial data. International Journal of Environmental Research and Public Health, 18(15), 8050.
Wang, Y., & Zhi, Q. (2016). The role of green finance in environmental protection: Two aspects of market mechanism and policies. Energy Procedia, 104, 311-316.
Wu, R., & Liu, B. Y. (2023). Do climate policy uncertainty and investor sentiment drive the dynamic spillovers among green finance markets? Journal of Environmental Management, 347, 119008.
Wu, R., & Xie, Z. (2020). Identifying the impacts of income inequality on CO2 emissions: Empirical evidences from OECD countries and non-OECD countries. Journal of Cleaner Production, 277, 123858.
Yang, B., Ali, M., Hashmi, S. H., & Shabir, M. (2020). Income inequality and CO2 emissions in developing countries: The moderating role of financial instability. Sustainability, 12(17), 6810.
You, W., Li, Y., Guo, P., & Guo, Y. (2020). Income inequality and CO2 emissions in Belt and Road Initiative countries: The role of democracy. Environmental Science and Pollution Research, 27(6), 6278-6299.
Zakari, A., & Khan, I. (2022). The introduction of green finance: a curse or a benefit to environmental sustainability?. Energy Research Letters, 3(3), 124-138.
Zhou, X., Tang, X., & Zhang, R. (2020). Impact of green finance on economic development and environmental quality: A study based on provincial panel data from China. Environmental Science and Pollution Research, 27, 19915-19932.
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Copyright (c) 2024 Abdul Salam Maftoon, Wasim Abbas Shaheen, Kiran Afzal, Abdul Razzaq
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