Abstract
This article offers a contribution to the understanding of the links between credit, inequality and natural resources, using panel data from 2002 to 2021 for 31 countries. A system-generalised method of moments was employed to determine the dynamic relationship between the variables of the study. The findings of the study suggest inequality and natural resources have a negative and significant relationship with credit. Higher inequality levels and natural resources rents are associated with a lower ratio of private credit to gross domestic product. The study offers an insight into the three pillars of sustainability, namely economic, social and environmental. It is essential for policymakers to integrate environmental factors such as natural resources in the relationships between inequality and the financial sector.
References
Altunbaş, Y., & Thornton, J. (2020). Finance and income inequality revisited. Finance Research Letters, 37, 101355. https://doi.org/10.1016/j.frl.2019.101355
Andersen, J. J., Johannesen, N., Lassen, D. D., & Paltseva, E. (2017). Petro rents, political institutions, and hidden wealth: Evidence from offshore bank accounts. Journal of the European Economic Association, 15(4), 818-860.
Arellano, M. (2003). Panel Data Econometrics. New York: Oxford University Press.
Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The Review of Economic Studies, 58(2), 277-297.
Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68(1), 29-51. https://doi.org/10.1016/0304-4076(94)01642-D
Asongu, S. A., & De Moor, L. (2017). Financial globalisation dynamic thresholds for financial development: evidence from Africa. The European Journal of Development Research, 29(1), 192-212. https://doi.org/10.1057/ejdr.2016.10
Asongu, S. A., & Odhiambo, N. M. (2020). Insurance policy thresholds for economic growth in Africa. The European Journal of Development Research, 32(3), 672-689. https://doi.org/10.1057/s41287-019-00234-2
Banerjee, A. V., & Newman, A. F. (1993). Occupational choice and the process of development. Journal of Political Economy, 101(2), 274-298. http://www.jstor.org/stable/2138820
Bazillier, R., & Hericourt, J. (2017). The Circular Relationship between inequality, Leverage and Financial Crisis. Journal of Economic Surveys, 31(2), 463-496. https://doi.org/10.1111/joes.12150
Beck, T. (2012). Finance and oil: is there a resource curse? In N.Sy. Amadou, R. Arezki & T. Gylfason (Eds.), Beyond the curse: Policies to harness the power of natural resources (pp. 81-106). Washington, DC: International Monetary Fund. https://doi.org/10.5089/9781616351458.071
Beck, T., & Poelhekke, S. (2022). Follow the money: Does the financial sector intermediate natural resource windfalls? Journal of International Money and Finance, 130, 102769. https://doi.org/10.1016/j.jimonfin.2022.102769
Bhattacharyya, S., & Hodler, R. (2014). Do natural resource revenues hinder financial development? The role of political institutions. World Development, 57, 101-113. https://doi.org/10.1016/j.worlddev.2013.12.003
Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115-143. https://doi.org/10.1016/S0304-4076(98)00009-8
Boateng, G. O., Neilands, T. B., Frongillo, E. A., Melgar-Quiñonez, H. R., & Young, S. L. (2018). Best practices for developing and validating scales for health, social, and behavioral research: a primer. Frontiers in Public Health, 6, 149. https://doi.org/10.3389/fpubh.2018.00149
Bond, G., Kromer, B., Beer, J., Muscheler, R., Evans, M. N., Showers, W., Hoffmann, S., Lotti-Bond, R., Hajdas, I., & Bonani, G. (2001). Persistent solar influence on North Atlantic climate during the Holocene. Science, 294(5549), 2130-2136. https://doi.org/10.1126/science.1065680
Bordo, M. D., & Meissner, C. M. (2012). Does inequality lead to a financial crisis? Journal of International Money and Finance, 31(8), 2147-2161. https://doi.org/10.1016/j.jimonfin.2012.05.006
Botta, A., Caverzasi, E., Russo, A., Gallegati, M., & Stiglitz, J. E. (2021). Inequality and finance in a rent economy. Journal of Economic Behavior & Organization, 183, 998-1029. https://doi.org/10.1016/j.jebo.2019.02.013
Bruno, G., De Bonis, R., & Silvestrini, A. (2012). Do financial systems converge? New evidence from financial assets in OECD countries. Journal of Comparative Economics, 40(1), 141-155. https://doi.org/10.1016/j.jce.2011.09.003
Cardaci, A. (2018). Inequality, household debt and financial instability: An agent-based perspective. Journal of Economic Behaviour & Organization, 149, 434-458. https://doi.org/10.1016/j.jebo.2018.01.010
Cardaci, A., & Saraceno, F. (2019). Between scylla and charybdis: income distribution, consumer credit, and business cycles. Economic Inquiry, 57(2), 953-971. https://doi.org/10.1111/ecin.12749
Carmignani, F. (2013). Development outcomes, resource abundance, and the transmission through inequality. Resource and Energy Economics, 35(3), 412-428. https://doi.org/10.1016/j.reseneeco.2013.04.007
Carroll, C. (2000). Why do the rich save so much? NBER Working Paper, w6549, 1-32.
De Hoyos, R. E., & Sarafidis, V. (2006). Testing for cross-sectional dependence in panel-data models. The Stata Journal, 6(4), 482-496.
Delis, M. D., Fringuellotti, F., & Ongena, S. (2021). Credit, income and inequality. https://www.newyorkfed.org/medialibrary/media/research/staff_reports/sr929.pdf
Demirgüç-Kunt, A., & Levine, R. (2009). Finance and inequality: Theory and evidence. Annu. Rev. Financ. Econ., 1(1), 287-318.
Dwumfour, R. A., & Ntow-Gyamfi, M. (2018). Natural resources, financial development and institutional quality in Africa: is there a resource curse? Resources Policy, 59, 411-426. https://doi.org/10.1016/j.resourpol.2018.08.012
Ferri, G., Murro, P., Peruzzi, V., & Rotondi, Z. (2019). Bank lending technologies and credit availability in Europe: What can we learn from the crisis? Journal of International Money and Finance, 95, 128-148. https://doi.org/10.1016/j.jimonfin.2019.04.003
Fischer, R., Huerta, D., & Valenzuela, P. (2019). The inequality-credit nexus. Journal of International Money and Finance, 91, 105-125. https://doi.org/10.1016/j.jimonfin.2018.11.004
Fitoussi, J. P., & Saraceno, F. (2010). Europe: How deep is a crisis? Policy responses and structural factors behind diverging performances. Journal of Globalization and development, 1(1), 1-19. https://doi.org/10.2202/1948-1837.1053
Fitoussi, J. P., & Stiglitz, J. (2009). The ways out of the crisis and the building of a more cohesive world. https://www.ofce.sciences-po.fr/pdf/dtravail/WP2009-17.pdf
Frank, R. H. (2005). Positional externalities cause large and preventable welfare losses. American Economic Review, 95(2), 137-141. https://doi.org/10.1257/000282805774670392
Galor, O., & Zeira, J. (1993). Income distribution and macroeconomics. The Review of Economic Studies, 60(1), 35-52. https://doi.org/10.2307/2297811
Gujarati, D. N. (2022). Basic Econometrics. Prentice Hall.
Han, J., Raghutla, C., Chittedi, K. R., Tan, Z., & Koondhar, M. A. (2022). How natural resources affect financial development? Fresh evidence from top-10 natural resource abundant countries. Resources Policy, 76(48), 102647. https://doi.org/10.1016/j.resourpol.2022.102647
Hansen, L. P. (1982). Large sample properties of generalized method of moments estimators. Econometrica: Journal of the Econometric Society, 50(4), 1029-1054. https://doi.org/10.2307/1912775
Iacoviello, M. (2008). Household debt and income inequality, 1963-2003. Journal of Money, Credit and Banking, 40(5), 929-965. https://doi.org/10.1111/j.1538-4616.2008.00142.x
Ioannidou, V., Pavanini, N., & Peng, Y. (2022). Collateral and asymmetric information in lending markets. Journal of Financial Economics, 144(1), 93-121. https://doi.org/10.1016/j.jfineco.2021.12.010
Jordà, Ò., Schularick, M., & Taylor, A. M. (2016). The great mortgaging: housing finance, crises and business cycles. Economic Policy, 31(85), 107-152. https://doi.org/10.1093/epolic/eiv017
Kearney, M., & Levine, P. (2016). Income inequality, social mobility, the decision to drop out of high school. In J.C. Eberly & J.H. Stock (Eds.), Brookings Papers on Economic Activity (pp. 333-380). Washington, DC: Brookings Institution. http://www.brookings.edu/about/projects/bpea/papers/2016/kearney-levine-inequality-mobility
Klein, M. (2015). Inequality and household debt: a panel cointegration analysis. Empirica, 42(2), 391-412. https://doi.org/10.1007/s10663-015-9281-7
Kumhof, M. M., & Ranciere, M. R. (2010). Inequality, leverage and crises. Washington, DC: International Monetary Fund.
Kumhof, M., Rancière, R., & Winant, P. (2015). Inequality, leverage, and crises. American Economic Review, 105(3), 1217-1245. https://doi.org/10.1257/aer.20110683
Levine, R. (2005). Finance and Growth: Theory and Evidence. Handbook of Economic Growth, 1, 865-934. https://doi.org/10.1016/S1574-0684(05)01012-9
Magwedere, M. R., & Marozva, G. (2022). Financial Stability and Income Inequality in Developing Countries. Prague Economic Papers, 31(6), 464-481. https://doi.org/10.18267/j.pep.815
Magwedere, M. R., & Marozva, G. (2023). Household debt, inequality, and financial stability nexus. International Journal of Monetary Economics and Finance, 16(2), 139-156.
Malinen, T. (2016). Does income inequality contribute to credit cycles? The Journal of Economic Inequality, 14(3), 309-325. https://doi.org/10.1007/s10888-016-9334-6
Mansoorian, A. (1991). Resource discoveries and excessive external borrowing. The Economic Journal, 101(409), 1497-1509.
Manzano, O., & Rigobon, R. (2007). Resource curse or debt overhang. In D. Lederman & W.F. Maloney (Eds.), Natural Resources: Neither Curse nor Destiny (pp. 41-70). Washington, DC: World Bank.
Mian, A., Sufi, A., & Verner, E. (2017). Household debt and business cycles worldwide. The Quarterly Journal of Economics, 132(4), 1755-1817. https://doi.org/10.1093/qje/qjx017
Murphy, K. M., Shleifer, A., & Vishny, R. W. (1993). Why is rent-seeking so costly to growth? The American Economic Review, 83(2), 409-414.
Odhiambo, N. M. (2020). Financial development, income inequality and carbon emissions in Sub-Saharan African countries: a panel data analysis. Energy Exploration & Exploitation, 38(5), 1914-1931. https://doi.org/10.1177/0144598720941999
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
Piketty, T., & Saez, E. (2013). A theory of optimal inheritance taxation. Econometrica, 81(5), 1851-1886. https://doi.org/10.3982/ECTA10712
Pouokam, N. (2021). Sharing Resource Wealth Inclusively Within and Across Generations. Washington, DC: International Monetary Fund.
Rajan, R. G. (2010). Fault lines. How hidden fractures still threaten the world economy. New Jersey: Princeton University Press.
Rewilak, J. (2017). The role of financial development in poverty reduction. Review of Development Finance, 7(2), 169-176. https://doi.org/10.1016/j.rdf.2017.10.001
Roodman, D. (2009). How to do xtabond2: An introduction to difference and system GMM in Stata. The Stata Journal, 9(1), 86-136. https://doi.org/10.1177/1536867X0900900106
Sachs, J. D., & Warner, A. M. (1997). Sources of slow growth in African economies. Journal of African Economies, 6(3), 335-376. https://doi.org/10.1093/oxfordjournals.jae.a020932
Sargan, J. D. (1958). The estimation of economic relationships using instrumental variables. Econometrica, 26(3), 393-415. https://doi.org/10.2307/1907619
Schularick, M., & Taylor, A. M. (2012). Credit booms gone bust: Monetary policy, leverage cycles and financial crises. American Economic Review, 102, 1029-1061. https://doi.org/10.1257/aer.102.2.1029
Siddiqui, Sh. A., Zannou, O., Karim, I., Kasmiati, K., Awad, N. M. H., Gołaszewski, J., Heinz, V., & Smetana, S. (2022). Avoiding Food Neophobia and Increasing Consumer Acceptance of New Food Trends—A Decade of Research. Sustainability, 14(16), 10391. https://doi.org/10.3390/su141610391
Solt, F. (2020). Measuring Income Inequality Across Countries and Over Time: The Standardized World Income Inequality Database. Social Science Quarterly, 101(3), 1183-1199, https://doi.org/10.1111/ssqu.12795
Stiglitz, J. E. (2009). The Current Economic Crisis and Lessons for Economic Theory. Eastern Economic Journal, 35(3), 281-298. https://doi.org/10.1057/eej.2009.24
Stiglitz, J. E. (2012). Macroeconomic fluctuations, inequality, and human development. Journal of Human Development and Capabilities, 13(1), 31-58. https://doi.org/10.1080/19452829.2011.643098
Stiglitz, J. E. (2016). New theoretical perspectives on the distribution of income and wealth among individuals. In K. Basu & J.E. Stiglitz (Eds.), Inequality and growth: Patterns and policy (pp. 1-71). London: Palgrave Macmillan.
Stockhammer, E. (2015). Rising inequality as a cause of the present crisis. Cambridge Journal of Economics, 39(3), 935-958.
Torvik, R. (2002). Natural resources, rent-seeking and welfare. Journal of Development Economics, 67(2), 455-470.
United Nations. (2015). Transforming our world: the 2030. Agenda for Sustainable Development. https://sdgs.un.org/2030agenda
Van der Ploeg, F. (2011). Natural resources: curse or blessing? Journal of Economic Literature, 49(2), 366-420. https://doi.org/10.1257/jel.49.2.366
Van der Ploeg, F., & Poelhekke, S. (2009). Volatility and The Natural Resource Curse. Oxford Economic Papers, 61(4), 727-760.
Van der Ploeg, R., & Venables, A. J. (2012). Natural Resource Wealth: The Challenge of Managing a Windfall. Annual Review of Economics, 4, 315-337. http://dx.doi.org/10.1146/annurev-economics-080511-111003
Venables, A. J. (2016). Using natural resources for development: why has it proven so difficult? Journal of Economic Perspectives, 30(1), 161-184. https://doi.org/10.1257/jep.30.1.161
Windmeijer, F. (2005). A Finite Sample Correction for the Variance of Linear Efficient Two-Step GMM Estimators. Journal of Econometrics, 126, 25-51. http://dx.doi.org/10.1016/j.jeconom.2004.02.005
World Development Indicators. (2023). Data Bank. https://databank.worldbank.org/source/world-development-indicators
World Governance Indicators. (2023). Data Bank. https://databank.worldbank.org/source/worldwide-governance-indicators
Zhang, R., & Naceur, S. B. (2019). Financial development, inequality, and poverty: Some international evidence. International Review of Economics & Finance, 61, 1-16. https://doi.org/10.1016/j.iref.2018.12.015
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