Abstract
The current paper empirically explores the geopolitical risk influence on income inequality. It assumes that geopolitical risk’s effects change over time. That is because the geopolitical events’ reoccurrence and the interaction with unobserved variables impose permanent adjustments in the decision process. Therefore, we employ the two-way fixed Prais-Winsten regression with panel-corrected standard errors to estimate this relationship on a yearly basis. Our paper extracts evidence from 18 countries during the period (2007–2020). It finds that the effect of geopolitical risk on income inequality is positive or geopolitical risk impairs income inequality. Moreover, geopolitical risk and its interaction with the unobserved variables can mitigate or expand income inequality, though it will not abolish it. Our results’ robustness check using the Palma ratio as the dependent variable instead of the Gini coefficient produces similar results. Our paper presents a group of policy implications extracted from our results.
Similar content being viewed by others
Notes
This report is produced by the World Inequality Database (WID) and available at WID website: https://wid.world/document/world-inequality-report-2022/.
It is measured by constant 2015 US$.
This data was generated by The United Nations University World Institute for Development Economics Research (UNU-WIDER). Available at https://www.wider.unu.edu/database/world-income-inequality-database-wiid.
Multicollinearity is a serious issue if VIF is greater than 10.
The estimated parameters in Eq. (3) are 52.
These countries are Australia, China, and Israel.
These test statistics are the Lagrange Multiplier LM Test, Likelihood Ratio LR Test, Wald Test, and the Modified Wald test.
The total number of these coefficients is 30. They are available upon request.
We used the “testparm” command.
The result of the time-specific disturbances was Chi2 (13) = 630.92, (Prob. = 0.000), and for the country-specific disturbances was Chi2 (17) = 2.7e + 05, (Prob. = 0.000).
For instance, the ultimate impact of geopolitical risk on the Gini index in 2008 = the coefficient of geopolitical risk in the reference year (2007) + the parameter of the interaction between geopolitical risk and the yearly dummy variable in 2008, if the interaction term is statistically significant. Nevertheless, if the interaction term is insignificant, its value will equal zero.
These empirical studies used at least one of these variables as an explanatory variable in their models.
The result of the time-specific disturbances was Chi2 (13) = 1023.65, (Prob. = 0.000), and for the country-specific disturbances was Chi2 (14) = 16,266.81, (Prob. = 0.000).
References
Abbass, K., Sharif, A., Song, H., Ali, M. T., Khan, F., & Amin, N. (2022). Do geopolitical oil price risk, global macroeconomic fundamentals relate Islamic and conventional stock market? Empirical evidence from QARDL approach. Resources Policy, 77, 102730. https://doi.org/10.1016/j.resourpol.2022.102730
Akadiri, S. S., Eluwole, K. K., Akadiri, A. C., & Avci, T. (2020). Does causality between geopolitical risk, tourism and economic growth matter? Evidence from Turkey. Journal of Hospitality and Tourism Management, 43, 273–277. https://doi.org/10.1016/j.jhtm.2019.09.002
Albanesi, S. (2007). Inflation and inequality. Journal of Monetary Economics, 54(4), 1088–1114. https://doi.org/10.1016/j.jmoneco.2006.02.009
Allison, P. (2009). Fixed effects regression models. Sage Publication.
Al-Marhubi, F. A. (2000). Income inequality and inflation: The cross evidence. Contemporary Economic Policy, 18(4), 428–439. https://doi.org/10.1111/j.1465-7287.2000.tb00039.x
Alsagr, N., & van Hemmen, S. (2021). The impact of financial development and geopolitical risk on renewable energy consumption: Evidence from emerging markets. Environmental Science and Pollution Research, 28(35), 25906–25919. https://doi.org/10.1007/s11356-021-12447-2
Anser, M. K., Syed, Q. R., & Apergis, N. (2021). Does geopolitical risk escalate CO2 emissions? Evidence from the BRICS countries. Environmental Science and Pollution Research, 28(35), 48011–48021. https://doi.org/10.1007/s11356-021-14032-z
Aye, G. C., Gozgor, G., & Gupta, R. (2020). Dynamic and asymmetric response of inequality to income volatility: The case of the United Kingdom. Social Indicators Research, 147(3), 747–762. https://doi.org/10.1007/s11205-019-02180-2
Beck, N., & Katz, J. (1995). What to do (and not do) with time-series cross-section data. American Political Science Review, 89, 634–647. https://doi.org/10.2307/2082979
Beck, T., Demirgüç-Kunt, A., & Levine, R. (2007). Finance, inequality and the poor. Journal of Economic Growth, 12(1), 27–49. https://doi.org/10.1007/s10887-007-9010-6
Bilgin, M. H., Gozgor, G., & Karabulut, G. (2020). How do geopolitical risks affect government investment? An empirical investigation. Defence and Peace Economics, 31(5), 550–564. https://doi.org/10.1080/10242694.2018.1513620
Bloom, N. (2009). The impact of uncertainty shocks. Econometrica, 77(3), 623–685. https://doi.org/10.3982/ECTA6248
Cai, Y., & Wu, Y. (2021). Time-varying interactions between geopolitical risks and renewable energy consumption. International Review of Economics & Finance, 74, 116–137. https://doi.org/10.1016/j.iref.2021.02.006
Caldara, D., & Iacoviello, M. (2022). Measuring geopolitical risk. American Economic Review, 112(4), 1194–1225. https://doi.org/10.1257/aer.20191823
Chang, J., Lin, H., Savitski, D., & Tsai, H. (2022). Inflation and inequality in a growing economy with cash and credit goods. Macroeconomic Dynamics, 26(3), 579–612. https://doi.org/10.1017/S1365100520000309
Cheng, C. H. J., & Chiu, C.-W.J. (2018). How important are global geopolitical risks to emerging countries? International Economics, 156, 305–325. https://doi.org/10.1016/j.inteco.2018.05.002
Chiang, T. C. (2022). The effects of economic uncertainty, geopolitical risk and pandemic upheaval on gold prices. Resources Policy, 76, 102546. https://doi.org/10.1016/j.resourpol.2021.102546
Chiu, Y. B., & Lee, C. C. (2019). Financial development, income inequality, and country risk. Journal of International Money and Finance, 93, 1–18. https://doi.org/10.1016/j.jimonfin.2019.01.001
Coady, D., & Dizioli, A. (2018). Income inequality and education revisited: Persistence, endogeneity and heterogeneity. Applied Economics, 50(25), 2747–2761. https://doi.org/10.1080/00036846.2017.1406659
Coibion, O., Gorodnichenko, Y., Kueng, L., & Silvia, J. (2017). Innocent bystanders? Monetary policy and inequality in the US. Journal of Monetary Economics, 88, 70–89. https://doi.org/10.1016/j.jmoneco.2017.05.005
De Haan, J., Pleninger, R., & Sturm, J.-E. (2018). Does the impact of financial liberalisation on income inequality depend on financial development? Some new evidence. Applied Economics Letters, 25(5), 313–316. https://doi.org/10.1080/13504851.2017.1319554
Demir, E., Gozgor, G., & Paramatim, S. R. (2019). Do geopolitical risks matter for inbound tourism? Eurasian Business Review, 9, 183–191. https://doi.org/10.1007/s40821-019-00118-9
Deyshappriya, N. P. R. (2017). Impact of macroeconomic factors on income inequality and income distribution in asian countries. ADBI Working Paper 696. Tokyo: Asian Development Bank Institute. Available: https://www.adb.org/publications/impact-macroeconomic-factors-income-inequality-distribution.
Dollar, D., Kleineberg, T. & Kraay, A. (2013). Growth still is good for the poor. World Bank Policy Research Working Paper 6568. World Bank, Washington, DC.
Duan, W., Khurshid, A., Rauf, A., Khan, K., & Calin, A. C. (2021). How geopolitical risk drives exchange rate and oil prices? A wavelet-based analysis. Energy Sources, Part B: Economics, Planning, and Policy, 16(9), 861–877. https://doi.org/10.1080/15567249.2021.1965262
Erdogan, L., Ceylan, R., & Abdul-Rahman, M. (2022). The impact of domestic and global risk factors on Turkish stock market: Evidence from the NARDL approach. Emerging Markets Finance and Trade, 58(7), 1961–1974. https://doi.org/10.1080/1540496X.2021.1949282
Faruk, B., Balli, H. O., Mudassar, H., & Gregory-Allen, R. (2022). Geopolitical risk spillovers and its determinants. The Annals of Regional Science, 68(2), 463–500. https://doi.org/10.1007/s00168-021-01081-y
Furceri, D., & Ostry, J. D. (2019). Robust determinants of income inequality. Oxford Review of Economic Policy, 35(3), 490–517. https://doi.org/10.1093/oxrep/grz014
Gong, X., & Xu, H. (2022). Geopolitical risk and dynamic connectedness between commodity markets. Energy Economics, 110, 106028. https://doi.org/10.1016/j.eneco.2022.106028
Greenwood, J., & Jovanovic, B. (1990). Financial development, growth, and the distribution of income. Journal of Political Economy, 98(5), 1076–1107. https://doi.org/10.1086/261720
Gupta, R., Gozgor, G., Kaya, H., & Demir, E. (2019). Effects of geopolitical risks on trade flows: Evidence from the gravity model. Eurasian Economic Review, 9, 515–530. https://doi.org/10.1007/s40822-018-0118-0
Hailemariam, A., & Ivanovski, K. (2021). The Impact of geopolitical risk on tourism. Current Issues in Tourism, 24(22), 3134–3140. https://doi.org/10.1080/13683500.2021.1876644
Heimberger, P. (2020). Does economic globalisation affect income inequality? A meta-analysis. The World Economy, 43(11), 2960–2982. https://doi.org/10.1111/twec.13007
Hoechle, D. (2007). Robust standard errors for panel regressions with cross-sectional dependence. The Stata Journal, 7(3), 281–312.
Hoque, M. E., & Zaidi, M. A. S. (2020). Global and country-specific geopolitical risk uncertainty and stock return of fragile emerging economies. Borsa Istanbul Review, 20(3), 197–213. https://doi.org/10.1016/j.bir.2020.05.001
Jorgenson, A. K., Alekseyko, A., & Giedraitis, V. (2014). Energy consumption, human well-being and economic development in central and eastern European nations: A cautionary tale of sustainability. Energy Policy, 66, 419–427. https://doi.org/10.1016/j.enpol.2013.11.020
Kannadhasan, M., & Das, D. (2019). Do Asian emerging stock markets react to international economic policy uncertainty and geopolitical risk alike? A quantile regression approach. Finance Research Letters, 34, 101276. https://doi.org/10.1016/j.frl.2019.08.024
Kaulihowa, T., & Adjasi, C. (2018). FDI and income inequality in Africa. Oxford Development Studies, 46(2), 250–265. https://doi.org/10.1080/13600818.2017.1381233
Le, Q. H., Do, Q. A., Pham, H. C., & Nguyen, T. D. (2021). The impact of foreign direct investment on income inequality in Vietnam. Economies, 9(1), 27. https://doi.org/10.3390/economies9010027
Lee, C. C., & Lee, C. C. (2018a). The impact of country risk on income inequality: A multilevel analysis. Social Indicators Research, 136(1), 139–162. https://doi.org/10.1007/s11205-016-1534-8
Lee, C. C., & Wang, E. Z. (2021). Economic complexity and income inequality: Does country risk matter? Social Indicators Research, 154(1), 35–60. https://doi.org/10.1007/s11205-020-02543-0
Lee, J.-W., & Lee, H. (2018b). Human capital and income inequality. Journal of the Asia Pacific Economy, 23(4), 554–583. https://doi.org/10.1080/13547860.2018.1515002
Mansour-Ichrakieh, L., & Zeaiter, H. (2019). The role of geopolitical risks on the Turkish economy opportunity or threat. The North American Journal of Economics and Finance, 50, 101000. https://doi.org/10.1016/j.najef.2019.101000
Mei, D., Ma, F., Liao, Y., & Wang, L. (2020). Geopolitical risk uncertainty and oil future volatility: Evidence from MIDAS models. Energy Economics, 86, 104624. https://doi.org/10.1016/j.eneco.2019.104624
Menna, L., & Tirelli, P. (2017). Optimal inflation to reduce inequality. Review of Economic Dynamics, 24, 79–94. https://doi.org/10.1016/j.red.2017.01.004
Moyo, C., Mishi, S., & Ncwadi, R. (2022). Human capital development, poverty and income inequality in the Eastern Cape Province. Development Studies Research, 9(1), 36–47. https://doi.org/10.1080/21665095.2022.2032236
Ofori, I. K., Dossou, M. A. M., Asongu, S. A., & Armah, M. K. (2023). Bridging Africa’s income inequality gap: How relevant is China’s outward FDI to Africa? Economics System. https://doi.org/10.1016/j.ecosys.2022.101055
Phan, D. H. B., Tran, V. T., & Iyke, B. N. (2022). Geopolitical risk and bank stability. Finance Research Letters, 46, 102453. https://doi.org/10.1016/j.frl.2021.102453
Qian, L., Zeng, Q., & Li, T. (2022). Geopolitical risk and oil price volatility: Evidence from Markov-switching model. International Review of Economics & Finance, 81, 29–38. https://doi.org/10.1016/j.iref.2022.05.002
Qin, Y., Hong, K., Chen, J., & Zhang, Z. (2020). Asymmetric effects of geopolitical risks on energy returns and volatility under different market conditions. Energy Economics, 90, 104851. https://doi.org/10.1016/j.eneco.2020.104851
Rasoulinezhad, E., Taghizadeh-Hesary, F., Sung, J., & Panthamit, N. (2020). Geopolitical risk and energy transition in Russia: Evidence from ARDL bounds testing method. Sustainability, 12(7), 2689. https://doi.org/10.3390/su12072689
Riti, J. S., Shu, Y., & Riti, M.-K.J. (2022). Geopolitical risk and environmental degradation in BRICS: Aggregation bias and policy inference. Energy Policy, 166, 113010. https://doi.org/10.1016/j.enpol.2022.113010
Rubin, A., & Segal, D. (2015). The effects of economic growth on income inequality in the US. Journal of Macroeconomics, 45, 258–273. https://doi.org/10.1016/j.jmacro.2015.05.007
Sweidan, O. D. (2018). Economic performance and carbon intensity of human well-being: Empirical evidence from the MENA region. Journal of Environmental Planning and Management, 61(4), 699–723. https://doi.org/10.1080/09640568.2017.1332986
Sweidan, O. D. (2021a). The geopolitical risk effect on the us renewable energy deployment. Journal of Cleaner Production, 293, 126189. https://doi.org/10.1016/j.jclepro.2021.126189
Sweidan, O. D. (2021b). Is the geopolitical risk an incentive or obstacle to renewable energy deployment? Evidence from a panel analysis. Renewable Energy, 178, 377–384. https://doi.org/10.1016/j.renene.2021.06.089
Sweidan, O. D. (2022a). The effect of geopolitical risk on environmental stress: Evidence from a panel analysis. Environmental Science and Pollution Research. https://doi.org/10.1007/s11356-022-23909-6
Sweidan, O. D. (2022b). Geopolitical risk spillover among nations: Evidence from Russia. GeoJournal. https://doi.org/10.1007/s10708-022-10792-4
Sweidan, O. D., & Elbargathi, K. (2022). The effect of oil rent on economic development in Saudi Arabia: Comparing the role of globalization and the international geopolitical risk. Resources Policy, 75, 102469. https://doi.org/10.1016/j.resourpol.2021.102469
Syed, Q. R., Bhowmik, R., Adedoyin, F. F., Alola, A. A., & Khalid, N. (2022). Do economic policy uncertainty and geopolitical risk surge CO2 emissions? New insights from panel quantile regression approach. Environmental Science and Pollution Research, 29, 27845–27861. https://doi.org/10.1007/s11356-021-17707-9
Tan, H. B., & Law, S. H. (2012). Nonlinear dynamics of the finance-inequality nexus in developing countries. Journal of Economic Inequality, 10(4), 551–563. https://doi.org/10.1007/s10888-011-9174-3
Tchamyou, V. S. (2020). Education, lifelong learning, inequality and financial access: Evidence from African countries. Contemporary Social Science, 15(1), 7–25. https://doi.org/10.1080/21582041.2018.1433314
Tregenna, F. (2011). Earnings inequality and unemployment in South Africa. International Review of Applied Economics, 25(5), 585–598. https://doi.org/10.1080/02692171.2011.557053
Ullah, S., Andlib, Z., Majeed, M. T., Sidra, S., & Chishti, M. Z. (2021). Asymmetric effects of militarization on economic growth and environmental degradation: Fresh evidence from Pakistan and India. Environmental Science and Pollution Research, 28, 9484–9497. https://doi.org/10.1007/s11356-020-11142-y
Wang, S., Xie, Z., Wu, R., & Feng, K. (2022). How does urbanization affect the carbon intensity of human well-being? A global assessment. Applied Energy, 312, 118798. https://doi.org/10.1016/j.apenergy.2022.118798
Wooldridge, J. (2005). Introductory econometrics: A modern approach (3rd ed.). South-Western Publication.
Wu, W., Wang, L., Erzurumlu, Y. O., Gozgor, G., & Yang, G. (2022). Effects of country and geopolitical risks on income inequality: Evidence from emerging economies. Emerging Markets Finance and Trade. https://doi.org/10.1080/1540496X.2022.2070002
Acknowledgements
The author would like to thank the editor and anonymous referees of Social Indicators Research for their valuable and helpful comments. We are responsible for any remaining errors.
Funding
The author declares that no funds, grants, or other support were received during the preparation of this manuscript.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The author does not have any conflict of interest.
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Sweidan, O.D. The Effect of Geopolitical Risk on Income Inequality: Evidence from a Panel Analysis. Soc Indic Res 167, 47–66 (2023). https://doi.org/10.1007/s11205-023-03093-x
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11205-023-03093-x