Economic Factors Associated with Income Inequality: Panel Evidence from 93 Countries
https://doi.org/1997-9967-2026-3-156-174
Abstract
Income inequality constitutes a significant characteristic of socio-economic development, since an increase in aggregate output is not identical to broader participation of different population groups in the distribution of generated income. The aim of this study is to identify economic factors consistently associated with within-country changes in income inequality using panel data from 93 countries over the period 2002–2021. The empirical analysis is based on data from the World Bank’s World Development Indicators and Poverty and Inequality Platform. The sample covers 93 countries over the period 2002-2021 and includes 1,369 country-year observations in an unbalanced panel. The study employs descriptive statistics, correlation analysis, multicollinearity diagnostics, and panel regression analysis. The results indicate a robust negative association between income inequality and the level of economic development: a 1% increase in GDP per capita is associated with an approximately 0.048-point decrease in the Gini index (p<0,01). A onepercentage-point increase in the unemployment rate is associated with a 0.068-point increase in the Gini index (p<0,01), while a 10-percentage-point increase in trade openness is associated with an approximately 0.27-point increase in the Gini index (p<0,01). These relationships remain robust across alternative model specifications and when the models are estimated separately for income-based and consumption-based Gini measures. The estimates for GDP growth, natural resource rents, urbanization, and inflation are less robust. Further research may extend the analysis through dynamic panel models, instrumental-variable approaches, and alternative databases on inequality.
About the Authors
A. B. ZhanbozovaKazakhstan
Aksaule B. Zhanbozova – PhD, Senior Researcher
Almaty
F. G. Alzhanova
Kazakhstan
Farida G. Alzhanova – Doс. Sc. (Econ.), Professor, Chief Researcher
Almaty
A. Zh. Panzabekova
Kazakhstan
Aksanat Zh. Panzabekova – Cand. Sc. (Econ.), Professor, Chief researcher
Almaty
O. A. Chigarkina
Kazakhstan
Olga A. Chigarkina – Cand. Sc. (Econ.), Associate Professor, Leading Researcher
Almaty
References
1. Acemoglu, D., & Restrepo, P. (2019). Automation and new tasks: How technology displaces and reinstates labor. Journal of Economic Perspectives, 33(2), 3–30. https://doi.org/10.1257/jep.33.2.3
2. Alesina, A., & Rodrik, D. (1994). Distributive politics and economic growth. The Quarterly Journal of Economics, 109(2), 465–490. https://doi. org/10.2307/2118470
3. Ashirbekova, L. Zh., Sansyzbayeva, Kh. N., Askerov, A. A., & Grabowska, M. (2023). Incomes of the population of Kazakhstan: Differentiation and forecast. Eurasian Journal of Economic and Business Studies, 67(2), 119–132. https://doi.org/10.47703/ejebs. v2i67.289
4. Atkinson, A. B. (2015). Inequality: What can be done? Cambridge: Harvard University Press.
5. Autor, D. H., Dorn, D., & Hanson, G. H. (2013). The China syndrome: Local labor market effects of import competition in the United States. American Economic Review, 103(6), 2121–2168. https://doi.org/10.1257/ aer.103.6.2121
6. Banerjee, A. V., & Duflo, E. (2003). Inequality and growth: What can the data say? Journal of Economic Growth, 8(3), 267–299. https://doi. org/10.1023/A:1026205114860
7. Barro, R. J. (2000). Inequality and growth in a panel of countries. Journal of Economic Growth, 5(1), 5–32. https://doi.org/10.1023/A:1009850119329
8. ps://doi.org/10.1023/A:1009850119329 Deininger, K., & Squire, L. (1998). New ways of looking at old issues: Inequality and growth. Journal of Development Economics, 57(2), 259–287. https://doi. org/10.1016/S0304-3878(98)00099-6
9. Dollar, D., & Kraay, A. (2004). Trade, growth, and poverty. The Economic Journal, 114(493), F22–F49. https://doi.org/10.1111/j.0013-0133.2004.00186.x
10. Driscoll, J. C., & Kraay, A. C. (1998). Consistent covariance matrix estimation with spatially dependent panel data. The Review of Economics and Statistics, 80(4), 549–560. https://doi.org/10.1162/003465398557825
11. Forbes, K. J. (2000). A reassessment of the relationship between inequality and growth. American Economic Review, 90(4), 869–887. https://doi. org/10.1257/aer.90.4.869
12. Galor, O., & Zeira, J. (1993). Income distribution and macroeconomics. The Review of Economic Studies, 60(1), 35–52. https://doi.org/10.2307/2297811
13. Goldberg, P. K., & Pavcnik, N. (2007). Distributional effects of globalization in developing countries. Journal of Economic Literature, 45(1), 39–82. https://doi. org/10.1257/jel.45.1.39
14. Howie, P., & Atakhanova, Z. (2014). Resource boom and inequality: Kazakhstan as a case study. Resources Policy, 39, 71–79. https://doi.org/10.1016/j. resourpol.2013.11.004
15. Jaumotte, F., Lall, S., & Papageorgiou, C. (2013). Rising income inequality: Technology, or trade and financial globalization? IMF Economic Review, 61(2), 271–309. https://doi.org/10.1057/imfer.2013.7
16. Kireyeva, A. A., Nurbatsin, A. S., & Khalitova, M. M. (2023). Assessing inequality of income distribution and education in the regions of Kazakhstan. Economy of Regions, 19(3), 741–752. https://doi.org/10.17059/ekon. reg.2023-3-10
17. Kudebayeva, A., & Sätre, A. (2024). Regional inequality and well-being of households in Kazakhstan: District-level analysis. Journal of Economic Research & Business Administration, 150(4), 16–29. https://doi. org/10.26577/be.2024.150.i4.a2
18. Kuznets, S. (1955). Economic growth and income inequality. The American Economic Review, 45(1), 1–28.
19. Li, H., & Zou, H.-F. (1998). Income inequality is not harmful for growth: Theory and evidence. Review of Development Economics, 2(3), 318–334. https://doi. org/10.1111/1467-9361.00045
20. Meschi, E., & Vivarelli, M. (2009). Trade and income inequality in developing countries. World Development, 37(2), 287–302. https://doi.org/10.1016/j. worlddev.2008.06.002
21. Milanovic, B. (2016). Global inequality: A new approach for the age of globalization. Cambridge: Harvard University Press.
22. Nam, H.-J., Frijns, B., & Ryu, D. (2024). Trade openness and income inequality: The moderating role of institutional quality. Global Finance Journal, 60, 100959. https://doi.org/10.1016/j.gfj.2024.100959
23. Nurlanova, N. K., Dnishev, F. M., Alzhanova, F. G., & Saparbek, N. K. (2024). Neravenstvo trudovykh dokhodov v regionakh Kazakhstana: tendentsii, prichiny i vozmozhnosti sokrashcheniya [Inequality of labor income in Kazakhstan’s regions: Trends, causes and opportunities for reduction]. Economy: Strategy and Practice, 19(3), 86–102. https://doi.org/10.51176/1997- 9967-2024-3-86-102 (in Russ.)Nurlanova, N. K., Dnishev, F. M., Alzhanova, F. G., & Saparbek, N. K. (2024). Neravenstvo trudovykh dokhodov v regionakh Kazakhstana: tendentsii, prichiny i vozmozhnosti sokrashcheniya [Inequality of labor income in Kazakhstan’s regions: Trends, causes and opportunities for reduction]. Economy: Strategy and Practice, 19(3), 86–102. https://doi.org/10.51176/1997- 9967-2024-3-86-102 (in Russ.)
24. Parcero, O. J., & Papyrakis, E. (2016). Income inequality and the oil resource curse. Resource and Energy Economics, 45, 159–177. https://doi. org/10.1016/j.reseneeco.2016.06.001
25. Persson, T., & Tabellini, G. (1994). Is inequality harmful for growth? The American Economic Review, 84(3), 600–621. https://doi.org/10.2139/ssrn.1890847
26. Piketty, T. (2014). Capital in the twenty-first century. Cambridge: Harvard University Press.
27. Sawadogo, R., & Ouoba, Y. (2024). Do natural resources rents reduce income inequality? A finite mixture of regressions approach. Resources Policy, 91, 104870. https://doi.org/10.1016/j.resourpol.2024.104870
28. Spankulova, L., Bukatov, Y., Kerimbayev, A., & Tleubergenova, M. (2026). Regional income inequality in Kazakhstan: Assessments of the impact of healthcare and macroeconomic instability. Engineered Science, 39, 2071. https://doi.org/10.30919/es2071
29. Stiglitz, J. E. (2012). The price of inequality: How today’s divided society endangers our future. New York: W. W. Norton & Company.
30. Stolper, W. F., & Samuelson, P. A. (1941). Protection and real wages. The Review of Economic Studies, 9(1), 58–73. https://doi.org/10.2307/2967638
31. Temerbulatova, Z., Mukhamediyev, B., Zhidebekkyzy, A., & Bilan, S. (2024). Regional disparities and dual dynamics: Economic growth and income inequality in Kazakhstan. Economics & Sociology, 17(2), 241–255. https://doi.org/10.14254/2071-789X.2024/17-2/12
32. Tleuberdinova, A., Nurlanova, N., Andreyeva, G., & Alzhanova, F. (2024). Regional and sectoral wage disparities as a reflection of inequality: The case of Kazakhstan. Problems and Perspectives in Management, 22(4), 444–459. https://doi.org/10.21511/ ppm.22(4).2024.33
33. United Nations Department of Economic and Social Affairs. (2025). World Social Report 2025: A new policy consensus to accelerate social progress. Retrieved May 30, 2026 from https://desapublications.un.org/ publications/world-social-report-2025-new-policyconsensus-accelerate-social-progress
34. United Nations. (2026). Goal 10: Reduced inequalities. The Sustainable Development Goals Report 2026. Retrieved May 30, 2026 from https://unstats. un.org/sdgs/report/2026/Goal-10/
35. World Bank. (2025). World Development Indicators. Retrieved May 30, 2026 from https://databank. worldbank.org/source/world-development-indicators
36. Zeinolla, S. Z., Tleppayev, A. T., Kerimbayev, R. K., & Spankulova, L. (2025). The role of education in reducing income inequality: A regional analysis of Kazakhstan. Eurasian Journal of Economic and Business Studies, 69(2), 34–50. https://doi.org/10.47703/ejebs. v69i2.505
37. Zhanbozova, A., Panzabekova, A., Sadykov, E., & Satybaldin, A. (2026). Institutional, economic, and social determinants of income inequality in Kazakhstan. Problems and Perspectives in Management, 24(1), 43– 56. https://doi.org/10.21511/ppm.24(1).2026.04
38. Zhanbyrbayeva, A. N., Kuzembekova, R. A., & Chereyeva, B. T. (2024). Ekonomicheskoe neravenstvo v Kazakhstane: analiz i otsenka [Economic inequality in Kazakhstan: Analysis and assessment]. Central Asian Economic Review, 6, 141–151. https://doi. org/10.52821/2789-4401-2024-6-141-151 (in Russ.)
Review
For citations:
Zhanbozova A.B., Alzhanova F.G., Panzabekova A.Zh., Chigarkina O.A. Economic Factors Associated with Income Inequality: Panel Evidence from 93 Countries. Economy: strategy and practice. 2026;21(3):156-174. (In Russ.) https://doi.org/1997-9967-2026-3-156-174
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