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Published in: Social Indicators Research 1/2021

09-11-2020 | Original Research

Economic Complexity and Income Inequality: Does Country Risk Matter?

Authors: Chien-Chiang Lee, En-Ze Wang

Published in: Social Indicators Research | Issue 1/2021

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Abstract

This research sets out to determine the nexus among economic complexity (ECI; which reflects a country’s productivity), income inequality, and country risk and whether country risk affects the complexity-inequality nexus. By applying balanced panel data of 43 countries from 1991 to 2016 to a data-driven econometric methodology-finite mixture model, we provide fresh insight into this relationship from the perspective of country risk. The results indicate that the two-group finite mixture model is able to best fit our data, and that increasing economic complexity has no impact on income inequality in group A, whereas improving the structure of productivity mitigates the income gap in group B. Furthermore, country risk and the subcomponents of the former (i.e., economic risk, financial risk, and political risk) all exert effects on the complexity-inequality nexus. Specifically speaking, an increase in ECI is associated with more equal income distribution in a country with low country risk, while the improvement in productive structure cannot improve an unequal income distribution in countries under high country risk. Finally, it is noteworthy that the finite mixture model also captures information about the transformation of this nexus, with evidence demonstrating that 5 countries experience a variation in their complexity-inequality relationship over the sample period.

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Appendix
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Footnotes
1
The data section offers a more detailed definition and explanation about this concept.
 
2
For instance, in terms of the subcomponents of political risk, the risks of government stability, corruption, law and order, democratic accountability and so on all relate to the quality of a country’s institutions. Therefore, we believe that country risk is able to capture the vital features of its various institutions.
 
3
i.e., economic risk, political risk, and financial risk.
 
4
There is a large volume of published literature describing the role of demand on economic growth (economic strength) (Feldman et al. 1987; Walker and Vatter 1999; Nalewaik 2006) and highlighting the positive effect of improvement of the demand structure on economic growth (Echevarria 1997; Kongsamut et al. 2001; Matsuyama 2002; Buera and Kaboski 2012). Overall, the studies presented here indicate the fact that a country with high economic strength is more likely to be associated with a better demand structure.
 
5
In a country with low financial risk, there usually exists lower default risk, which will prompt investors to demand a low return relative to their investment and producers can pay a lower financial cost.
 
6
If we assume that \({z}_{g}\) follows a normal distribution, then the Eq. (2) with G = 1 can be simplified to a general linear regression model where the explained variable is e, the explanatory variable (control variable) includes both z and x and \(\varepsilon\) is normally distributed error term with variance \({\sigma }^{2}\):
e = \(z{\alpha }_{1}+ x{\alpha }_{2}+\varepsilon , \varepsilon \sim N(0,{\sigma }^{2})\)
Furthermore, we suppose that \({z}_{g}\) follows a normal distribution, then the Eq. (2) with G = 2 can be detailed as:
\(\left\{ {\begin{array}{*{20}c} {Group1:e = z\beta_{1} + x\beta_{2} + \varepsilon_{1} , \varepsilon_{1} \sim N\left( {0,\sigma_{1}^{2} } \right)} \\ {Group2:e = z\beta_{4} + x\beta_{4} + \varepsilon_{2} , \varepsilon_{2} \sim N\left( {0,\sigma_{2}^{2} } \right)} \\ \end{array} } \right.\)
where e, z and x are the explained variable, the explanatory variable and control variable respectively. \({\varepsilon }_{1}\) and \({\varepsilon }_{2}\) are independent and identical normally distributed error terms within each group with variances \({\sigma }_{1}^{2}\) and \({\sigma }_{2}^{2}\), respectively. Note that, the FMM with the joint normal distribution where each group is not yielded by the identical data-generating procedure (Owen, 2009; Liu et al., 2020).
 
7
BIC = 2LL + Jlogn, CAIC =  − 2LL + J log (N + 1), AIC3 =  − 2LL + 3 J, and AIC =  − 2LL + 2 J, where LL represents the log-likelihood value, N represents observations, and J represents parameters.
 
8
More detailed definitions and calculation about ECI can be seen in Hidalgo and Hausmann (2009).
 
9
Sub-samples are based on the country classification of the International Monetary Fund. This classification is not based on strict criteria, economic or otherwise, and has evolved over time. More detailed information about the classification can be found in World Economic Outlook 2019.
 
10
Before estimating Fmm, we perform the group tests according to four information criteria (i.e.AIC, AIC3, BIC, and CAIC). The results (not reported) mean that two-group Fmm can describe our data the best. Based on a series of specification tests (not listed), we conclude two-group Fmm can also be suitable for the following robustness tests. All results are provided upon request.
 
Literature
go back to reference Acemoglu, D., & Dell, M. (2010). Productivity differences between and within countries. American Economic Journal: Macroeconomics, 2(1), 169–188. Acemoglu, D., & Dell, M. (2010). Productivity differences between and within countries. American Economic Journal: Macroeconomics, 2(1), 169–188.
go back to reference Acemoglu, D., & Robinson, J. (2012). Why nations fail: The origins of power, prosperity, and poverty. New York: Crown. Acemoglu, D., & Robinson, J. (2012). Why nations fail: The origins of power, prosperity, and poverty. New York: Crown.
go back to reference Acemoglu, D., Gallego, F. A., & Robinson, J. A. (2014). Institutions, human capital, and development. Annual Review of Economics, 6(1), 875–912. Acemoglu, D., Gallego, F. A., & Robinson, J. A. (2014). Institutions, human capital, and development. Annual Review of Economics, 6(1), 875–912.
go back to reference Albeaik, S., Kaltenberg, M., Alsaleh, M., & Hidalgo, C. A. (2017). Improving the economic complexity index. arXiv preprint arXiv:1707.05826. Albeaik, S., Kaltenberg, M., Alsaleh, M., & Hidalgo, C. A. (2017). Improving the economic complexity index. arXiv preprint arXiv:1707.05826.
go back to reference Autor, D. H., & Dorn, D. (2013). The growth of low-skill service jobs and the polarization of the US labor market. The American Economic Review, 103(5), 1553–1597. Autor, D. H., & Dorn, D. (2013). The growth of low-skill service jobs and the polarization of the US labor market. The American Economic Review, 103(5), 1553–1597.
go back to reference Autor, D. H., Levy, F., & Murnane, R. J. (2003). The skill content of recent technological change: An empirical exploration. The Quarterly Journal of Economics, 118(4), 1279–1333. Autor, D. H., Levy, F., & Murnane, R. J. (2003). The skill content of recent technological change: An empirical exploration. The Quarterly Journal of Economics, 118(4), 1279–1333.
go back to reference Beck, T., Levine, R., & Loayza, N. (2000). Finance and the sources of growth. Journal of Financial Economics, 58(1–2), 261–300. Beck, T., Levine, R., & Loayza, N. (2000). Finance and the sources of growth. Journal of Financial Economics, 58(1–2), 261–300.
go back to reference Benhabib, J., & Spiegel, M. M. (2000). The role of financial development in growth and investment. Journal of Economic Growth, 5(4), 341–360. Benhabib, J., & Spiegel, M. M. (2000). The role of financial development in growth and investment. Journal of Economic Growth, 5(4), 341–360.
go back to reference Bandeira Morais, M., Swart, J., & Jordaan, J. A. (2018). Economic complexity and inequality: Does productive structure affect regional wage differentials in Brazil? U.S.E. Working Paper series, 18(11). Bandeira Morais, M., Swart, J., & Jordaan, J. A. (2018). Economic complexity and inequality: Does productive structure affect regional wage differentials in Brazil? U.S.E. Working Paper series, 18(11).
go back to reference Bennett, D. L., & Nikolaev, B. (2017). On the ambiguous economic freedom–inequality relationship. Empirical Economics, 53(2), 717–754. Bennett, D. L., & Nikolaev, B. (2017). On the ambiguous economic freedom–inequality relationship. Empirical Economics, 53(2), 717–754.
go back to reference Buera, F. J., & Kaboski, J. P. (2012). Scale and the origins of structural change. Journal of Economic Theory, 147(2), 684–712. Buera, F. J., & Kaboski, J. P. (2012). Scale and the origins of structural change. Journal of Economic Theory, 147(2), 684–712.
go back to reference Chiu, Y. B., & Lee, C. C. (2019). Financial development, income inequality, and country risk. Journal of International Money and Finance, 93, 1–18. Chiu, Y. B., & Lee, C. C. (2019). Financial development, income inequality, and country risk. Journal of International Money and Finance, 93, 1–18.
go back to reference Chiu, Y. B., & Lee, C. C. (2020). Effects of financial development on energy consumption: The role of country risks. Energy Economics, 90, 104833. Chiu, Y. B., & Lee, C. C. (2020). Effects of financial development on energy consumption: The role of country risks. Energy Economics, 90, 104833.
go back to reference Constantine, C. (2017). Economic structures, institutions and economic performance. Journal of Economic Structures, 6(1), 1–18. Constantine, C. (2017). Economic structures, institutions and economic performance. Journal of Economic Structures, 6(1), 1–18.
go back to reference Cristelli, M., Tacchella, A., & Pietronero, L. (2015). The heterogeneous dynamics of economic complexity. PLoS ONE, 10(2), e0117174. Cristelli, M., Tacchella, A., & Pietronero, L. (2015). The heterogeneous dynamics of economic complexity. PLoS ONE, 10(2), e0117174.
go back to reference Christopoulos, D. K., & Tsionas, E. G. (2004). Financial development and economic growth: Evidence from panel unit root and cointegration tests. Journal of Development Economics, 73(1), 55–74. Christopoulos, D. K., & Tsionas, E. G. (2004). Financial development and economic growth: Evidence from panel unit root and cointegration tests. Journal of Development Economics, 73(1), 55–74.
go back to reference Delis, M. D., Hasan, I., & Kazakis, P. (2014). Bank regulations and income inequality: Empirical evidence. Review of Finance, 18(5), 1811–1846. Delis, M. D., Hasan, I., & Kazakis, P. (2014). Bank regulations and income inequality: Empirical evidence. Review of Finance, 18(5), 1811–1846.
go back to reference Dreher, A., & Gaston, N. (2008). Has globalization increased inequality? Review of International Economics, 16(3), 516–536. Dreher, A., & Gaston, N. (2008). Has globalization increased inequality? Review of International Economics, 16(3), 516–536.
go back to reference Echevarria, C. (1997). Changes in sectoral composition associated with economic growth. International Economic Review, 431–452. Echevarria, C. (1997). Changes in sectoral composition associated with economic growth. International Economic Review, 431–452.
go back to reference Fawaz, F., & Rahnama-Moghadamm, M. (2019). Spatial dependence of global income inequality: The role of economic complexity. The International Trade Journal, 33(6), 542–554. Fawaz, F., & Rahnama-Moghadamm, M. (2019). Spatial dependence of global income inequality: The role of economic complexity. The International Trade Journal, 33(6), 542–554.
go back to reference Feldman, S. J., McClain, D., & Palmer, K. (1987). Sources of structural change in the United States, 1963-78: an input-output perspective. The Review of Economics and Statistics, 503-510. Feldman, S. J., McClain, D., & Palmer, K. (1987). Sources of structural change in the United States, 1963-78: an input-output perspective. The Review of Economics and Statistics, 503-510.
go back to reference Hartmann, D., Guevara, M. R., Jara-Figueroa, C., Aristaran, M., & Hidalgo, C. A. (2017). Linking economic complexity, institutions, and income inequality. World Development, 93, 75–93. Hartmann, D., Guevara, M. R., Jara-Figueroa, C., Aristaran, M., & Hidalgo, C. A. (2017). Linking economic complexity, institutions, and income inequality. World Development, 93, 75–93.
go back to reference Hartmann, D., Jara-Figueroa, C., Guevara, M., Simoes, A., & Hidalgo, C. A. (2017). The structural constraints of income inequality in Latin America. Integration and Trade Journal, 40, 70–85. Hartmann, D., Jara-Figueroa, C., Guevara, M., Simoes, A., & Hidalgo, C. A. (2017). The structural constraints of income inequality in Latin America. Integration and Trade Journal, 40, 70–85.
go back to reference Helpman, E., Itskhoki, O., & Redding, S. (2010). Inequality and unemployment in a global economy. Econometrica, 78(4), 1239–1283. Helpman, E., Itskhoki, O., & Redding, S. (2010). Inequality and unemployment in a global economy. Econometrica, 78(4), 1239–1283.
go back to reference Hidalgo, C. A., & Hausmann, R. (2009). The building blocks of economic complexity. Proceedings of the National Academy of Sciences, 106(26), 10570–10575. Hidalgo, C. A., & Hausmann, R. (2009). The building blocks of economic complexity. Proceedings of the National Academy of Sciences, 106(26), 10570–10575.
go back to reference Hirschman, A. O. (1945). National power and the structure of foreign trade. Berkeley and Los Angeles: University of California Press. Hirschman, A. O. (1945). National power and the structure of foreign trade. Berkeley and Los Angeles: University of California Press.
go back to reference Hodgson, G. M. (2003). Capitalism, complexity, and inequality. Journal of Economic Issues, 37(2), 471–478. Hodgson, G. M. (2003). Capitalism, complexity, and inequality. Journal of Economic Issues, 37(2), 471–478.
go back to reference Hausmann, R., Hwang, J., & Rodrik, D. (2007). What you export matters. Journal of Economic Growth, 12(1), 1–25. Hausmann, R., Hwang, J., & Rodrik, D. (2007). What you export matters. Journal of Economic Growth, 12(1), 1–25.
go back to reference Katz, L. F., & Murphy, K. M. (1992). Changes in relative wages, 1963–1987: Supply and demand factors. The Quarterly Journal of Economics, 107(1), 35–78. Katz, L. F., & Murphy, K. M. (1992). Changes in relative wages, 1963–1987: Supply and demand factors. The Quarterly Journal of Economics, 107(1), 35–78.
go back to reference Καπαρτζάνης, Π. (2018). Unlinking causally economic complexity and income inequality. olympias.lib.uoi.gr Καπαρτζάνης, Π. (2018). Unlinking causally economic complexity and income inequality. olympias.lib.uoi.gr
go back to reference Kongsamut, P., Rebelo, S., & Xie, D. (2001). Beyond balanced growth. The Review of Economic Studies, 68(4), 869–882. Kongsamut, P., Rebelo, S., & Xie, D. (2001). Beyond balanced growth. The Review of Economic Studies, 68(4), 869–882.
go back to reference Kuznets, S. (1955). Economic growth and income inequality. The American Economic Review, 45(1), 1–28. Kuznets, S. (1955). Economic growth and income inequality. The American Economic Review, 45(1), 1–28.
go back to reference Lee, C. C., & Chen, M. P. (2020). Do natural disasters and geopolitical risks matter for cross-border country exchange-traded fund returns? North American Journal of Economics and Finance, 51, 101054. Lee, C. C., & Chen, M. P. (2020). Do natural disasters and geopolitical risks matter for cross-border country exchange-traded fund returns? North American Journal of Economics and Finance, 51, 101054.
go back to reference Lee, C. C., & Lee, C. C. (2018). The impact of country risk on income inequality: A multilevel analysis. Social Indicators Research, 136(1), 139–162. Lee, C. C., & Lee, C. C. (2018). The impact of country risk on income inequality: A multilevel analysis. Social Indicators Research, 136(1), 139–162.
go back to reference Lee, K. K., & Vu, T. V. (2019). Economic complexity, human capital and income inequality: a cross-country analysis. The Japanese Economic Review, 1–24. Lee, K. K., & Vu, T. V. (2019). Economic complexity, human capital and income inequality: a cross-country analysis. The Japanese Economic Review, 1–24.
go back to reference Lewis, W. A. (1955). The theory of economic growth. Homewood, Illinois: Richard D. Irwin Inc. Lewis, W. A. (1955). The theory of economic growth. Homewood, Illinois: Richard D. Irwin Inc.
go back to reference Lin, F., & Fu, D. (2016). Trade, institution quality and income inequality. World Development, 77, 129–142. Lin, F., & Fu, D. (2016). Trade, institution quality and income inequality. World Development, 77, 129–142.
go back to reference Liu, G., Lee, C. C., & Liu, Y. (2020). Growth path heterogeneity across provincial economies in China: The role of geography versus institutions. Empirical Economics, 59, 503–546. Liu, G., Lee, C. C., & Liu, Y. (2020). Growth path heterogeneity across provincial economies in China: The role of geography versus institutions. Empirical Economics, 59, 503–546.
go back to reference Matsuyama, K. (2002). The rise of mass consumption societies. Journal of Political Economy, 110(5), 1035–1070. Matsuyama, K. (2002). The rise of mass consumption societies. Journal of Political Economy, 110(5), 1035–1070.
go back to reference Matsuyama, K. (2005). Credit market imperfections and patterns of international trade and capital flows. Journal of the European Economic Association, 3(2–3), 714–723. Matsuyama, K. (2005). Credit market imperfections and patterns of international trade and capital flows. Journal of the European Economic Association, 3(2–3), 714–723.
go back to reference Milanovic, B. (2012). Global income inequality by the numbers: in history and now-an overview. Policy Research Working Paper; no. WPS 6259. Washington, DC: World Bank. Milanovic, B. (2012). Global income inequality by the numbers: in history and now-an overview. Policy Research Working Paper; no. WPS 6259. Washington, DC: World Bank.
go back to reference Nalewaik, J. J. (2006). Current consumption and future income growth: Synthetic panel evidence. Journal of Monetary Economics, 53(8), 2239–2266. Nalewaik, J. J. (2006). Current consumption and future income growth: Synthetic panel evidence. Journal of Monetary Economics, 53(8), 2239–2266.
go back to reference Nunn, N., & Trefler, D. (2014). Domestic institutions as a source of comparative advantage. In: Handbook of international economics (Vol. 4, pp. 263-315). Elsevier. Nunn, N., & Trefler, D. (2014). Domestic institutions as a source of comparative advantage. In: Handbook of international economics (Vol. 4, pp. 263-315). Elsevier.
go back to reference Owen, A. L., & ViderasDavis, J. J. L. (2009). Do all countries follow the same growth process? Journal of Economic Growth, 14, 265–286. Owen, A. L., & ViderasDavis, J. J. L. (2009). Do all countries follow the same growth process? Journal of Economic Growth, 14, 265–286.
go back to reference Raza, S. A., Shahbaz, M., & Paramati, S. R. (2017). Dynamics of military expenditure and income inequality in Pakistan. Social Indicators Research, 131(3), 1035–1055. Raza, S. A., Shahbaz, M., & Paramati, S. R. (2017). Dynamics of military expenditure and income inequality in Pakistan. Social Indicators Research, 131(3), 1035–1055.
go back to reference Romalis, J. (2004). Factor proportions and the structure of commodity trade. American Economic Review, 94(1), 67–97. Romalis, J. (2004). Factor proportions and the structure of commodity trade. American Economic Review, 94(1), 67–97.
go back to reference Rosenstein-Rodan, P. N. (1943). Problems of industrialisation of eastern and south-eastern Europe. The Economic Journal, 53(210/211), 202–211. Rosenstein-Rodan, P. N. (1943). Problems of industrialisation of eastern and south-eastern Europe. The Economic Journal, 53(210/211), 202–211.
go back to reference Sachs, J. D. (2015). The age of sustainable development. New York: Columbia University Press. Sachs, J. D. (2015). The age of sustainable development. New York: Columbia University Press.
go back to reference Solt, F. (2020). Measuring income inequality across countries and over time: The standardized world income inequality database. Social Science Quarterly, 101(3), 1183–1199. Solt, F. (2020). Measuring income inequality across countries and over time: The standardized world income inequality database. Social Science Quarterly, 101(3), 1183–1199.
go back to reference Vu, T. V. (2019). Does institutional quality foster economic complexity? Available at SSRN 3509939. Vu, T. V. (2019). Does institutional quality foster economic complexity? Available at SSRN 3509939.
go back to reference Wang, C. (2013). Can institutions explain cross country differences in innovative activity? Journal of Macroeconomics, 37, 128–145. Wang, C. (2013). Can institutions explain cross country differences in innovative activity? Journal of Macroeconomics, 37, 128–145.
go back to reference Walker, J. F., & Vatter, H. G. (1999). Demand: the neglected participant in the long run US productivity record. The American Economist, 43(2), 73–80. Walker, J. F., & Vatter, H. G. (1999). Demand: the neglected participant in the long run US productivity record. The American Economist, 43(2), 73–80.
go back to reference Zhu, S., & Li, R. (2017). Economic complexity, human capital and economic growth: Empirical research based on cross-country panel data. Applied Economics, 49(38), 3815–3828. Zhu, S., & Li, R. (2017). Economic complexity, human capital and economic growth: Empirical research based on cross-country panel data. Applied Economics, 49(38), 3815–3828.
Metadata
Title
Economic Complexity and Income Inequality: Does Country Risk Matter?
Authors
Chien-Chiang Lee
En-Ze Wang
Publication date
09-11-2020
Publisher
Springer Netherlands
Published in
Social Indicators Research / Issue 1/2021
Print ISSN: 0303-8300
Electronic ISSN: 1573-0921
DOI
https://doi.org/10.1007/s11205-020-02543-0

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