Politická ekonomie X:X | DOI: 10.18267/j.polek.1552
Impact of minerals rent on green growth: Evidence from the wavelet and quantile-based approaches
- Yongliang Zhao, School of Economics and Management, Yancheng Institute of Technology, Yancheng, China
- Shabir Mohsin Hashmi (corresponding author), School of Digital Economics and Management, Suzhou City University, Suzhou, China
- Qasim Raza Syed, ARUCAD Research Centre, Arkin University of Creative Arts and Design, Northern Cyprus, Turkey
- Tomiwa Sunday Adebayo, Department of Business Administration, Faculty of Economics and Administrative Science, Cyprus International University, Lefkoşa, Northern Cyprus, Turkey; University of Economics and Human Sciences, Warsaw, Poland; Research Center of Development Economics, State University of Economics (UNEC), Baku, Azerbaijan
The aim of this study is to investigate whether minerals rent (MR) impacts green growth (GG). To this end, annual time series data for BRICS countries is adopted that covers the period 1990-2021. To provide robust empirical outcomes, we employ two novel methods: the novel wavelet quantile regression (WQR) approach; and the novel quantile-on-quantile kernel-based regularized least squares (QQKRLS) model. The findings from the novel WQR delineate that minerals rent promotes green growth across the quantiles, in all BRICS members, during the short and medium run. However, minerals rent hinders green growth in all BRICS members (except for South Africa) in the long run. Next, the general findings from the novel QQKRLS model report that minerals rent leads to low levels of green growth across the quantiles of minerals rent and green growth, with the exception of South Africa. The results are also consistent during the sensitivity analysis. Based on the core findings that validate the natural resource curse hypothesis, we propose pertinent policy implications.
Keywords: Green growth, minerals rent, natural resources curse hypothesis, wavelet quantile regression, quantile-on-quantile kernel-based regularized least squares, machine learning
Received: April 19, 2025; Revised: December 10, 2025; Accepted: February 16, 2026; Prepublished online: May 31, 2026
References
- Adebayo, T. S., & Özkan, O. (2024). Investigating the influence of socioeconomic conditions, renewable energy and eco-innovation on environmental degradation in the United States: A wavelet quantile-based analysis. Journal of Cleaner Production, 434, 140321.
Go to original source... - Adebayo, T. S., Akadiri, S. S., Akanni, E. O., & Sadiq-Bamgbopa, Y. (2022). Does political risk drive environmental degradation in BRICS countries? Evidence from method of moments quantile regression. Environmental Science and Pollution Research, 29(21), 32287-32297.
Go to original source... - Adebayo, T. S., Özkan, O., & Eweade, B. S. (2024). Do energy efficiency R&D investments and information and communication technologies promote environmental sustainability in Sweden? A quantile-on-quantile KRLS investigation. Journal of Cleaner Production, 440, 140832.
Go to original source... - Ahmadov, A. K., & Van Der Borg, C. (2019). Do natural resources impede renewable energy production in the EU? A mixed-methods analysis. Energy Policy, 126, 361-369.
Go to original source... - Ali, H. E., & Bhuiyan, S. (2022). Governance, natural resources rent, and infrastructure development: Evidence from the Middle East and North Africa. Politics & Policy, 50(2), 408-440.
Go to original source... - Asher, S., & Novosad, P. (2023). Rent-seeking and criminal politicians: Evidence from mining booms. Review of Economics and Statistics, 105(1), 20-39.
Go to original source... - Auty, R. M. (1990). Resource-based industrialization: Sowing the oil in eight developing countries.
- Badeeb, R. A., Szulczyk, K. R., Zahra, S., & Mukherjee, T. C. (2023). Innovation dynamics in the natural resource curse hypothesis: a new perspective from BRICS countries. Resources Policy, 81, 103337.
Go to original source... - Bakhsh, S., Alam, M. S., Ali, K., & Anas, M. (2024). What facilitates green economic growth in mineral-endowment countries? The role of digital financial inclusion, mineral resources, and economic governance. Mineral Economics, 37(4), 841-861.
Go to original source... - Baland, J. M., & Francois, P. (2000). Rent-seeking and resource booms. Journal of Development Economics, 61(2), 527-542.
Go to original source... - Baloch, M. A., Mahmood, N., & Zhang, J. W. (2019). Effect of natural resources, renewable energy and economic development on CO2 emissions in BRICS countries. Science of the Total Environment, 678, 632-638.
Go to original source... - Barbier, E. B. (2015). Policies to promote green economy innovation in East Asia and North America. STI Policy Review, 6(1), 54-69.
- Bekun, F. V., Alola, A. A., & Sarkodie, S. A. (2019). Toward a sustainable environment: Nexus between CO2 emissions, resource rent, renewable and nonrenewable energy in 16-EU countries. Science of the Total Environment, 657, 1023-1029.
Go to original source... - Bwana, K. M., & Tumaini, J. W. (2021, August). Mineral Rent-Human Development Nexus: Experience from Selected Sub Sahara African Countries. In: Applied Research Conference in Africa, pp. 683-690. Cham: Springer International Publishing.
Go to original source... - Cao, J., Law, S. H., Samad, A. R. B. A., Mohamad, W. N. B. W., Wang, J., & Yang, X. (2021). Impact of financial development and technological innovation on the volatility of green growth-evidence from China. Environmental Science and Pollution Research, 28, 48053-48069.
Go to original source... - Chen, F., Zhang, W., Li, F., Sun, Y., & Yu, H. (2024). Does fintech positively moderate the impact of mineral resources on green growth? Role of economic policy uncertainty in OECD economies. Resources Policy, 94, 105097.
Go to original source... - Cheng, S., Shu, C., Jin, M., & He, Y. (2023). Balancing resources and sustainability: analyzing the impact of mineral resources utilization on green growth. Resources Policy, 86, 104143.
Go to original source... - Cheng, Z., Li, L., & Liu, J. (2020). Natural resource abundance, resource industry dependence and economic green growth in China. Resources Policy, 68, 101734.
Go to original source... - Corden, W. M. (1984). Booming sector and Dutch disease economics: survey and consolidation. Oxford Economic Papers, 36(3), 359-380.
Go to original source... - Corden, W. M., & Neary, J. P. (1982). Booming sector and de-industrialisation in a small open economy. The Economic Journal, 92(368), 825-848.
Go to original source... - Davis, G. A., & Tilton, J. E. (2005). The resource curse. In: Natural resources forum. Vol. 29, No. 3, pp. 233-242. Oxford, UK: Blackwell Publishing.
Go to original source... - Destek, M. A., & Sarkodie, S. A. (2019). Investigation of environmental Kuznets curve for ecological footprint: the role of energy and financial development. Science of the Total Environment, 650, 2483-2489.
Go to original source... - Dong, Q., Balsalobre-Lorente, D., & Syed, Q. R. (2025). The critical role of financial inclusion in green growth: Evidence from BRICS countries. Research in International Business and Finance, 76, 102847.
Go to original source... - Durani, F., Anwar, A., Goh, S. K., & Syed, Q. R. (2025). Re-evaluating the natural resource curse hypothesis in the context of mineral rent: does digital governance make any difference? Mineral Economics, 1-12.
Go to original source... - Fang, W., Liu, Z., Putra, A. R. S. (2022). Role of research and development in green economic growth through renewable energy development: empirical evidence from South Asia. Renewable Energy, 194, 1142-1152.
Go to original source... - Fatima, S., Khan, I., Rehman, M. Z., & Khalid, M. H. (2025). The role of tourism, natural resources, and renewable energy in enhancing economic growth and combating climate change in OPEC economies. Environment, Development and Sustainability, 1-22.
Go to original source... - Fu, F., & Ullah, S. (2023). Toward green growth in China: the role of green finance investment, technological capital, and renewable energy consumption. Environmental Science and Pollution Research, 30(28), 72664-72674.
Go to original source... - Gu, D., Andreev, K., & Dupre, M. E. (2021). Major trends in population growth around the world. China CDC Weekly, 3(28), 604.
Go to original source... - Ha, Y. H., & Byrne, J. (2019). The rise and fall of green growth: Korea's energy sector experiment and its lessons for sustainable energy policy. Wiley Interdisciplinary Reviews: Energy and Environment, 8(4), e335.
Go to original source... - Hainmueller, J., & Hazlett, C. (2014). Kernel regularized least squares: Reducing misspecification bias with a flexible and interpretable machine learning approach. Political Analysis, 22(2), 143-168.
Go to original source... - Harvey, D. I., Kellard, N. M., Madsen, J. B., & Wohar, M. E. (2010). The Prebisch-Singer hypothesis: four centuries of evidence. The Review of Economics and Statistics, 92(2), 367-377.
Go to original source... - Harvey, R., Morrison, S., & Desai, P. (2025). Is South Africa afflicted by the resource curse? The Extractive Industries and Society, 23, 101678.
Go to original source... - Hickel, J., & Kallis, G. (2020). Is green growth possible? New Political Economy, 25(4), 469-486.
Go to original source... - Hille, E., Shahbaz, M., & Moosa, I. (2019). The impact of FDI on regional air pollution in the Republic of Korea: a way ahead to achieve the green growth strategy? Energy Economics, 81, 308-326.
Go to original source... - Houssini, K., & Geng, Y. (2022). Measuring Morocco's green growth performance. Environmental Science and Pollution Research, 29(1), 1144-1154.
Go to original source... - Irfan, M., Chen, Z., Adebayo, T. S., & Al-Faryan, M. A. S. (2022). Socio-economic and technological drivers of sustainability and resources management: demonstrating the role of information and communications technology and financial development using advanced wavelet coherence approach. Resources Policy, 79, 103038.
Go to original source... - Jha, S., Sandhu, S. C., & Wachirapunyanont, R. (2018). Inclusive green growth index: A new benchmark for quality of growth. Asian Development Bank.
- Kararach, G., Nhamo, G., Mubila, M., Nhamo, S., Nhemachena, C., & Babu, S. (2018). Reflections on the Green Growth Index for developing countries: A focus of selected African countries. Development Policy Review, 36, O432-O454.
Go to original source... - Karl, T. L. (1997). The paradox of plenty: Oil booms and petro-states. Vol. 26. University of California Press.
Go to original source... - Khan, I., Khan, I., Ikram, R. M. A., & Ali, M. A. (2024a). Integrating FinTech with Industry 4.0 for sustainable mineral resource management: Exploring the interplay of technology, regulation, and economic dynamics. Resources Policy, 92, 104971.
Go to original source... - Khan, I., Khan, I., Sharif, A., Ahmed, A., & Rehman, M. Z. (2025a). Advancing renewable energy strategies: Integrating technological innovation and economic complexity for sustainable resource management. Energy Strategy Reviews, 62, 101958.
Go to original source... - Khan, I., Muhammad, I., Sharif, A., Khan, I., & Ji, X. (2024b). Unlocking the potential of renewable energy and natural resources for sustainable economic growth and carbon neutrality: A novel panel quantile regression approach. Renewable Energy, 221, 119779.
Go to original source... - Khan, I., Rehman, M. Z., & Khan, I. (2025b). Optimizing natural resource management and global supply chains through digital innovation. Technological Forecasting and Social Change, 217, 124187.
Go to original source... - Khan, S. A. R., Yu, Z., Sharif, A., & Golpîra, H. (2020). Determinants of economic growth and environmental sustainability in South Asian Association for Regional Cooperation: evidence from panel ARDL. Environmental Science and Pollution Research, 27, 45675-45687.
Go to original source... - Khan, Z., Hossain, M. R., Badeeb, R. A., & Zhang, C. (2023). Aggregate and disaggregate impact of natural resources on economic performance: role of green growth and human capital. Resources Policy, 80, 103103.
Go to original source... - Kisswani, K. M., Al-Khasawneh, J. A., Khalid, N., Kazmi, S. H. R., & Syed, Q. R. (2025). Exploring New Drivers of Mineral Resource Rents in BRICS Countries: The Role of Digital Governance and Political Stability. Journal of Open Innovation: Technology, Market, and Complexity, 100659.
Go to original source... - Koenker, R. (2005). Quantile regression. Vol. 38. Cambridge: Cambridge University Press.
Go to original source... - Koenker, R., Hallock, K. F. (2001). Quantile regression. Journal of Economic Perspectives, 15(4), 143-156.
Go to original source... - Kumar, A. S., Padakandla, S. R. (2022). Testing the safe-haven properties of gold and bitcoin in the backdrop of COVID-19: A wavelet quantile correlation approach. Finance Research Letters, 47, 102707.
Go to original source... - Kwilinski, A., Lyulyov, O., & Pimonenko, T. (2023). The effects of urbanisation on green growth within sustainable development goals. Land, 12(2), 511.
Go to original source... - Lee, C. C., & He, Z. W. (2022). Natural resources and green economic growth: An analysis based on heterogeneous growth paths. Resources Policy, 79, 103006.
Go to original source... - Leite, M. C., & Weidmann, J. (1999). Does mother nature corrupt? Natural resources, corruption, and economic growth. Washington, D.C.: International Monetary Fund.
Go to original source... - Li, C., Chen, Z., Wu, Y., et al. (2022). Impact of green finance on China's high-quality economic development, environmental pollution, and energy consumption. Frontiers in Environmental Science, 10, 1032586.
Go to original source... - Li, G., Li, Y., & Tsai, C. L. (2015). Quantile correlations and quantile autoregressive modeling. Journal of the American Statistical Association, 110(509), 246-261.
Go to original source... - Li, J., Dong, K., & Dong, X. (2022a). Green energy as a new determinant of green growth in China: The role of green technological innovation. Energy Economics, 114, 106260.
Go to original source... - Li, X., Shaikh, P. A., & Ullah, S. (2022b). Exploring the potential role of higher education and ICT in China on green growth. Environmental Science and Pollution Research, 29(43), 64560-64567.
Go to original source... - Li, Y., Durani, F., Syed, Q. R., & Sallam, O. A. A. J. (2024). Role of minerals rent, geopolitical risk, and economic policy uncertainty in achieving green growth: evidence from novel wavelet quantile correlation approach. Resources Policy, 93, 105084.
Go to original source... - Liang, Y., Zhou, H., Zeng, J., & Wang, C. (2024). Do natural resources rent increase green finance in developing countries? The role of education. Resources Policy, 91, 104838.
Go to original source... - Ling G., L., Qu, Y., & Tseng, M. L. (2017). The interaction effects of environmental regulation and technological innovation on regional green growth performance. Journal of Cleaner Production, 162, 894-902.
Go to original source... - Mehlum, H., Moene, K., & Torvik, R. (2006). Institutions and the resource curse. The Economic Journal, 116(508), 1-20.
Go to original source... - Meng, L., & Li, J. (2023). Efficient natural resource rents and carbon taxes in BRICS green growth. Resources Policy, 86, 104043.
Go to original source... - Mensah, C. N., Long, X., Dauda, L., Boamah, K. B., Salman, M., Appiah-Twum, F., & Tachie, A. K. (2019). Technological innovation and green growth in the Organization for Economic Cooperation and Development economies. Journal of Cleaner Production, 240, 118204.
Go to original source... - Muhammad, B., Khan, S. (2019). Effect of bilateral FDI, energy consumption, CO2 emission, and capital on economic growth of Asia countries. Energy Reports, 5, 1305-1315.
Go to original source... - Narh, J. (2025). The resource curse and the role of institutions revisited. Environment, Development and Sustainability, 27(4), 8187-8207.
Go to original source... - Nosheen, M., Iqbal, J., & Abbasi, M. A. (2021). Do technological innovations promote green growth in the European Union? Environmental Science and Pollution Research, 28, 21717-21729.
Go to original source... - Nygaard, A. (2023). The geopolitical risk and strategic uncertainty of green growth after the Ukraine invasion: how the circular economy can decrease the market power of and resource dependency on critical minerals. Circular Economy and Sustainability, 3(2), 1099-1126.
Go to original source... - Odugbesan, J. A., Aghazadeh, S., Rjoub, H., Dantas, R. M., Correia, A. B., Rita, J. X., & Mata, M. N. (2021). Modeling the determinants of sustainable green growth in the MENAT region: using the DCCE-MG approach. Applied Ecology and Environmental Research, 19(6), 4881-4901.
Go to original source... - Omri, A., & Omri, H. (2025). Natural resources for achieving sustainable development: effects and mechanisms. Environment, Development and Sustainability, 1-37.
Go to original source... - Percival, D. B., & Walden, A. T. (2000). Wavelet methods for time series analysis. Vol. 4. Cambridge: Cambridge University Press.
Go to original source... - Qian, J., & Chen, L. (2025). Impact of natural resources rents on green growth: evidence from G7 countries. Frontiers in Environmental Science, 13, 1482812.
Go to original source... - Ross, M. L. (2015). What have we learned about the resource curse? Annual Review of Political Science, 18, 239-259.
Go to original source... - Rostow, W. W. (1990). The stages of economic growth: A non-communist manifesto. Cambridge: Cambridge University Press.
Go to original source... - Sachs, J. D. (2007). How to handle the macroeconomics of oil wealth. Escaping the Resource Curse, 180.
- Salman, M., Long, X., Dauda, L., & Mensah, C. N. (2019). The impact of institutional quality on economic growth and carbon emissions: Evidence from Indonesia, South Korea and Thailand. Journal of Cleaner Production, 241, 118331.
Go to original source... - Sandberg, M., Klockars, K., & Wilén, K. (2019). Green growth or degrowth? Assessing the normative justifications for environmental sustainability and economic growth through critical social theory. Journal of Cleaner Production, 206, 133-141.
Go to original source... - Sarkodie, S. A., & Adams, S. (2018). Renewable energy, nuclear energy, and environmental pollution: accounting for political institutional quality in South Africa. Science of the Total Environment, 643, 1590-1601.
Go to original source... - Sarkodie, S. A., Owusu, P. A., & Taden, J. (2023). Comprehensive green growth indicators across countries and territories. Scientific Data, 10(1), 413.
Go to original source... - Sim, N., & Zhou, H. (2015). Oil prices, US stock return, and the dependence between their quantiles. Journal of Banking & Finance, 55, 1-8.
Go to original source... - Sohag, K., Taşkin, F. D., & Malik, M. N. (2019). Green economic growth, cleaner energy and militarization: Evidence from Turkey. Resources Policy, 63, 101407.
Go to original source... - Sonter, L. J., Herrera, D., Barrett, D. J., Galford, G. L., Moran, C. J., & Soares-Filho, B. S. (2017). Mining drives extensive deforestation in the Brazilian Amazon. Nature Communications, 8(1), 1013.
Go to original source... - Stoknes, P. E., & Rockström, J. (2018). Redefining green growth within planetary boundaries. Energy Research & Social Science, 44, 41-49.
Go to original source... - Ulucak, R. (2020). How do environmental technologies affect green growth? Evidence from BRICS economies. Science of the Total Environment, 712, 136504.
Go to original source... - Viner, J. (1952). America's aims and the progress of underdeveloped countries. The Progress of Underdeveloped Areas, 175-202.
- Wang, S., Wang, X., & Lu, B. (2022). Is resource abundance a curse for green economic growth? Evidence from developing countries. Resources Policy, 75, 102533.
Go to original source... - Wang, X., Wang, Y., & Wei, C. (2023). The impact of natural resource abundance on green economic growth in the belt and road countries: The role of institutional quality. Environmental Impact Assessment Review, 98, 106977.
Go to original source... - Wijnbergen, S. V. (1984). TheDutch Disease': a disease after all? The Economic Journal, 94(373), 41-55.
Go to original source... - Worlanyo, A. S., & Jiangfeng, L. (2021). Evaluating the environmental and economic impact of mining for post-mined land restoration and land-use: A review. Journal of Environmental Management, 279, 111623.
Go to original source... - Xia, X., Chishti, M. Z., & Dogan, E. (2024). Transition towards the sustainable development: unraveling the effects of mineral markets, Belt & Road Initiative, and the Paris Agreement on green economic growth. Resources Policy, 91, 104896.
Go to original source... - Xiaofang, L., Syed, Q. R., & Ahmed, Z. (2023). Green growth, geopolitical risk, and economic policy uncertainty: Evidence from China. In: Natural resources forum. Oxford, UK: Blackwell Publishing.
Go to original source... - Xu, X. (2022). The impact of natural resources on green growth: the role of green trade. Resources Policy, 78, 102720.
Go to original source... - Yang, L., & Ni, M. (2022). Is financial development beneficial to improve the efficiency of green development? Evidence from the "Belt and Road" countries. Energy Economics, 105, 105734.
Go to original source... - Yao, X., Durani, F., Syed, Q. R., Lean, H. H., & Tabash, M. I. (2025). Does tourism promote green growth? A panel data analysis. Environment, Development and Sustainability, 27(1), 2411-2422.
Go to original source... - Yin, J., Zheng, M., & Chen, J. (2015). The effects of environmental regulation and technical progress on CO2 Kuznets curve: An evidence from China. Energy Policy, 77, 97-108.
Go to original source... - Yu, Q., Zuo, X., Ding, H., & Yin, X. (2024). Resource rent, economic stability and the legal landscape of China's green growth. Resources Policy, 89, 104704.
Go to original source... - Yu, X., & Wang, P. (2021). Economic effects analysis of environmental regulation policy in the process of industrial structure upgrading: Evidence from Chinese provincial panel data. Science of the Total Environment, 753, 142004.
Go to original source... - Yue, S., Yang, Y., & Hu, Y. (2016). Does foreign direct investment affect green growth? Evidence from China's experience. Sustainability, 8(2), 158.
Go to original source... - Zeng, C., Ma, R., & Chen, P. (2024). Impact of mineral resource rents and fin-tech on green growth: Exploring the mediating role of environmental governance in developed economies. Resources Policy, 89, 104547.
Go to original source... - Zhang, F., Wang, Q., & Li, R. (2024). Linking natural resource abundance and green growth: The role of energy transition. Resources Policy, 91, 104898.
Go to original source... - Zhang, Z., & Zhang, C. (2023). Revisiting the importance of forest rents, oil rents, green growth in economic performance of China: Employing time series methods. Resources Policy, 80, 103140.
Go to original source... - Zhou, G., Zhu, J., & Luo, S. (2022). The impact of fintech innovation on green growth in China: Mediating effect of green finance. Ecological Economics, 193, 107308.
Go to original source...
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