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Does economic structure matter for income inequality?

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Abstract

Given that structural transformation plays an important role in countries' growth efforts, various reforms are required in many different areas to produce more technologically intensive, efficient and more information-intensive production patterns. The goal of this study is to explore the underlying nexus between structural transformation (economic-complexity) and income inequality. The empirical analysis tests the Kuznets curve hypothesis in a large country sample (65 countries), spanning the period 1990–2015 and employing the system-GMM (generalized method of moments) technique. For addressing the heterogeneity issues, we have classified the panel data sets into sub-panels based on income across the countries. The empirical outcomes demonstrate that economic complexity has a significant negative bearing on income inequality, indicating that increase in structural transformation tends to improve income distribution. The results further indicate that there is wide-ranging heterogeneity across country-groups as far as the impact of economic complexity on inequality of income distribution is concerned. The poorest sample set of countries have the highest impact of economic complexity on inequality of income distribution. The findings remain consistent across modelling specifications and income-levels. They also imply that production structure demonstrates a high-resolution illustration of a number of determinants, running from organizations to human capital, that evolves around the country’s production process and export diversification along with inclusiveness of the economic system. We argue that the economies with lesser levels of education and lower degrees of trade-openness fails to reduce the inequality in the distribution of income. The empirical outcomes of this study are appropriate for policy planners in tailor-making the policies towards reducing income inequality at the backdrop of the Sustainable Development Goal-10. Unarguably, the poorest set of countries in the sample set needs to put the structural transformation process foremost on the agenda.

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References

  • Abdon, A., Felipe, J.: The Product Space: What Does It Say About the Opportunities for Growth and Structural Transformation of Sub-Saharan Africa? (Economics Working Paper Archive No. wp_670). Levy Economics Institute (2011).

  • Acemoglu, D., Robinson, J.: Why Nations Fail: The Origins of Power, Prosperity, and Poverty. Crown, New York (2012)

    Google Scholar 

  • Acemoglu, D., Aghion, P., Violante, G.L.: Deunionization, Technical Change and Inequality (SSRN Scholarly Paper, No. 267264). Social Science Research Network, Rochester (2001).

  • Adam, A., Garas, A., Katsaiti, M.S., Lapatinas, A.: Economic complexity and jobs: an empirical analysis. Econ. Innov. New Technol. (2021). https://doi.org/10.1080/10438599.2020.1859751

    Article  Google Scholar 

  • Ahmed, Z., Adebayo, T.S., Udemba, E.N., Murshed, M., Kirikkaleli, D.: Effects of economic complexity, economic growth, and renewable energy technology budgets on ecological footprint: the role of democratic accountability. Environ. Sci. Pollut. Res. 29, 24925–24940 (2022a). https://doi.org/10.1007/s11356-021-17673-2

    Article  Google Scholar 

  • Ahmed, Z., Adebayo, T.S., Udemba, E.N., et al.: Effects of economic complexity, economic growth, and renewable energy technology budgets on ecological footprint: the role of democratic accountability. Environ. Sci. Pollut. Res. 29, 24925–24940 (2022b). https://doi.org/10.1007/s11356-021-17673-2

    Article  Google Scholar 

  • Al Marhubi, F.: Economic complexity and inflation: an empirical analysis. Atl. Econ. J. 49, 1–13 (2021)

    Google Scholar 

  • Ameur, A.A., Seffih, S.: Income inequality and economic growth in Algeria: empirical study during the period 1980–2015. Manag. Dyn. Knowl. Econ. 9(1), 39–49 (2021)

    Google Scholar 

  • Amsden, A.H.: Say’s law, poverty persistence, and employment neglect. J. Hum. Dev. Capab. 11, 57–66 (2010)

    Google Scholar 

  • Andreoni, A.: Productive capabilities indicators for industrial policy design, UNIDO, Development Policy, Statistics and Research Branch, Working Paper, No. 17 (2011)

  • Andreoni, A., Mondliwa, P., Roberts, S., Tregenna, F.: Structural Transformation in South Africa: The Challenges of Inclusive Industrial Development in a Middle-Income Country, p. 416. Oxford University Press (2021).

  • Arellano, M., Bond, S.: Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. Rev. Econ. Stud. 58, 277–297 (1991)

    Google Scholar 

  • Arellano, M., Bover, O.: Another look at the instrumental variable: estimation of error-component models. J. Econom. 68, 29–51 (1995)

    Google Scholar 

  • Asgari, H., Moridian, A., Havasbeigi, F.: The impact of economic complexity on income inequality with emphasis on the role of human development index in iran’s economy with ARDL bootstrap approach. J. Dev. Cap. (2022). https://doi.org/10.22103/jdc.2022.18921.1197

    Article  Google Scholar 

  • Autor, D.H.: Skills, education, and the rise of earnings inequality among the “other 99 percent.” Science 344, 843–851 (2014)

    Google Scholar 

  • Autor, D.H., Dorn, D., Hanson, G.H.: The China syndrome: local labor market effects of import competition in the United States. Am. Econ. Rev. 103, 2121–2168 (2013)

    Google Scholar 

  • Avarmaa, M., Hazak, A., Männasoo, K.: Does leverage affect labour productivity? A comparative study of local and multinational companies of the Baltic countries. J. Bus. Econ. Manag. 14, 252–275 (2013)

    Google Scholar 

  • Basile, R., Cicerone, G.: Economic complexity and productivity polarization: evidence from Italian provinces. Ger. Econ. Rev. (2022). https://doi.org/10.1515/ger-2021-0070

    Article  Google Scholar 

  • Beinhocker, E.D.: The Origin of Wealth: Evolution, Complexity, and the Radical Remaking of Economics. Harvard Business Press, Boston (2006)

    Google Scholar 

  • Blundell, R., Bond, S.: Initial conditions and moment restrictions in dynamic panel data models. J. Econom. 87, 115–143 (1998)

    Google Scholar 

  • Brueckner, M., Lederman, D.: Effects of income inequality on aggregate output. World Bank Policy Discussion Paper, No. 7317 (2015)

  • Brynjolfsson, E., McAfee, A.: Race Against the Machine: How the Digital Revolution is Accelerating Innovation, Driving Productivity, and Irreversibly Transforming Employment and the Economy. Digital Frontier Press, Lexington (2012)

    Google Scholar 

  • Bustos, S., Gomez, C., Hausmann, R., Hidalgo, C.A.: The dynamics of nestedness predicts the evolution of industrial ecosystems. PLoS ONE 7, e49393 (2012)

    Google Scholar 

  • Caldarelli, G., Cristelli, M., Gabrielli, A., Pietronero, L., Scala, A., Tacchella, A.: A network analysis of countries’ export flows: firm grounds for the building blocks of the economy. PLoS ONE 7, e47278 (2012)

    Google Scholar 

  • Can, M., Dogan, B.: The effects of economic structural transformation on employment: an evaluation in the context of economic complexity and product space theory. In: Yenilmez, F., Kilic, E. (eds.) Handbook of Research on Unemployment and Labor Market Sustainability in the Era of Globalization, pp. 275–306. IGI Global Publishing, Hershey (2017)

    Google Scholar 

  • Canh, N.P., Thanh, S.D.: The dynamics of export diversification, economic complexity and economic growth cycles: global evidence. Foreign Trade Rev. (2020). https://doi.org/10.1177/0015732520970441

    Article  Google Scholar 

  • Chani, M.I., Jan, S.A., Pervaiz, Z., et al.: Human capital inequality and income inequality: testing for causality. Qual. Quant. 48, 149–156 (2014). https://doi.org/10.1007/s11135-012-9755-7

    Article  Google Scholar 

  • Chu, L.K., Hoang, D.P.: How does economic complexity influence income inequality? New evidence from international data. Econ. Anal. Policy 68, 44–57 (2020)

    Google Scholar 

  • Collier, P.: The Bottom Billion: Why the Poorest Countries are Failing and What Can Be Done About It. Oxford University Press, New York (2007)

    Google Scholar 

  • Cristelli, M., Gabrielli, A., Tacchella, A., Caldarelli, G., Pietronero, L.: Measuring the Intangibles: a metrics for the economic complexity of countries and products. PLoS ONE 8, e70726 (2013)

    Google Scholar 

  • Cristelli, M., Tacchella, A., Pietronero, L.: The heterogeneous dynamics of economic complexity. PLoS ONE 10(2), e0117174 (2015)

    Google Scholar 

  • Davis, G.F.: Managed by the Markets: How Finance Re-Shaped America. Oxford Univ. Press, Oxford (2009)

    Google Scholar 

  • De Bandt, O., Vigna, O.: The macroeconomic impact of structural reforms. Banque France Bull. Dig. 5, 0169 (2008)

    Google Scholar 

  • De Brauw, A., Muller, V., Lee, H.L.: The role of rural-urban migration in structural transformation of Sub-Saharan Africa. World Dev. 63, 33–42 (2014)

    Google Scholar 

  • Ding, J., Salinas-Jiménez, J., Salinas-Jiménez, M.D.M.: The impact of income inequality on subjective well-being: the case of China. J. Happiness Stud. 22(2), 845–866 (2021)

    Google Scholar 

  • Dogan, B., Can, M.: The relationship between globalization and income distribution: an empirical analysis in the context of South Korea. In: Christiansen, B., Sysoeva, I., Udovikina, A., Ketova, A. (eds.) Emerging Economic Models for Global Sustainability and Social Development. IGI Global Publishing, Pennsylvania (2019). https://doi.org/10.4018/978-1-5225-5787-6.ch002

    Chapter  Google Scholar 

  • Doğan, B., Lorente, D.B., Nasir, M.A.: European commitment to COP21 and the role of energy consumption, FDI, trade and economic complexity in sustaining economic growth. J. Environ. Manag. 273, 111146 (2020)

    Google Scholar 

  • Doğan, B., Driha, O.M., Balsalobre Lorente, D., Shahzad, U.: Mitigating the effects of economic complexity and renewable energy on carbon emissions in developed countries. Sustain. Dev. 29, 1–12 (2021)

    Google Scholar 

  • Doğan, B., Ghosh, S., Shahzadi, I., Balsalobre-Lorente, D., Nguyen, C.P.: The relevance of economic complexity and economic globalization as determinants of energy demand for different stages of development. Renew. Energy (2022). https://doi.org/10.1016/j.renene.2022.03.117

    Article  Google Scholar 

  • Dorn, F., Fuest, C., Potrafke, N.: Trade Openness and Income Inequality: New Empirical Evidence. CESifo Working Paper (2021)

  • Dung, H.P., Thanh, T.T.: Economic complexity and shadow economy: a multi-dimensional analysis. Econ. Anal. Policy 72, 408–422 (2021)

    Google Scholar 

  • Felipe, J.: Inclusive Growth, Full Employment and Structural Change: Implications and Policies for Developing Asia. Anthem Press, London (2009)

    Google Scholar 

  • Ferraz, D., Moralles, H.F., Campoli, J.S., Oliveira, F.C.R.D., Rebelatto, D.A.D.N.: Economic complexity and human development: DEA performance measurement in Asia and Latin America. Gestão Produção 25, 839–853 (2018). https://doi.org/10.1590/0104-530x3925-18

    Article  Google Scholar 

  • Ferraz, D., Falguera, F.P., Mariano, E.B., Hartmann, D.: Linking economic complexity, diversification, and industrial policy with sustainable development: a structured literature review. Sustainability 13(3), 1265 (2021). https://doi.org/10.3390/su13031265

    Article  Google Scholar 

  • Fujita, M., Krugman, P.R., Venables, A.: The Spatial Economy: Cities, Regions, and International Trade. MIT Press, Cambridge (1999)

    Google Scholar 

  • Galor, O., Zeira, J.: Income distribution and macroeconomics. Rev. Econ. Stud. 60, 35–52 (1993)

    Google Scholar 

  • Gnangnon, S.K.: Economic complexity and poverty in developing countries. Econ. Affairs 41(3), 416–429 (2021)

    Google Scholar 

  • Gozgor, G., Can, M.: Effects of the product diversification of exports on income at different stages of economic development. Eurasian Bus. Rev. 6, 215–235 (2016)

    Google Scholar 

  • Güneri, B., Yalta, A.Y.: Does economic complexity reduce output volatility in developing countries? Bull. Econ. Res. 73(3), 411–431 (2021)

    Google Scholar 

  • Ha, N.M., Le, N.D., Trung-Kien, P.: The impact of urbanization on income inequality: a study in Vietnam. J. Risk Financ. Manag. 12(3), 146 (2019). https://doi.org/10.3390/jrfm12030146

    Article  Google Scholar 

  • Hao, Y., Liu, J., Lu, Z.N., Shi, R., Wu, H.: Impact of income inequality and fiscal decentralization on public health: evidence from China. Econ. Model. 94, 934–944 (2021)

    Google Scholar 

  • Hartmann, D.: Economic Complexity and Human Development: How Economic Diversification and Social Networks Affect Human Agency and Welfare. Routledge, New York (2014)

    Google Scholar 

  • Hartmann, D., Jara-Figueroa, C., Guevara, M., Simoes, A., Hidalgo, C.A.: The structural constraints of income inequality in Latin America. Integr. Trade J. 40, 70–85 (2016)

    Google Scholar 

  • Hartmann, D., Guevara, M.R., Jara-Figueroa, C., Aristarán, M., Hidalgo, C.A.: Linking economic complexity, institutions, and income inequality. World Dev. 93, 75–93 (2017a)

    Google Scholar 

  • Hartmann, D., Guevara, M.R., Jara-Figueroa, C., Aristarán, M., Hidalgo, C.A.: Linking economic complexity, institutions, and income inequality. World Dev. 93, 75–93 (2017b)

    Google Scholar 

  • Hartmann, D., Bezerra, M., Lodolo, B., Pinheiro, F.L.: International trade, development traps, and the core-periphery structure of income inequality. SSRN J. (2019). https://doi.org/10.2139/ssrn.3312097

    Article  Google Scholar 

  • Hausmann, R., Hwang, J., Rodrik, D.: What you export matters. J. Econ. Growth 12, 1–25 (2007)

    Google Scholar 

  • Haussman, R.C., Hidalgo, S.B.M., Coscia, A., Simoes A., Yildirim, M.: The atlas of economic complexity: mapping paths to prosperity. Working Paper, Center of International Development. Harvard University. Boston, Massachusetts (2013)

  • He, K., Ramzan, M., Awosusi, A.A., Ahmed, Z., Ahmad, M., Altuntaş, M.: Does globalization moderate the effect of economic complexity on CO2 emissions? Evidence from the top 10 energy transition economies. Front. Environ. Sci. (2021). https://doi.org/10.3389/fenvs.2021.778088

    Article  Google Scholar 

  • Hidalgo, C.A.: The dynamics of economic complexity and the product space over a 42-year period. CID Working Paper, Harvard Universtiy, No. 189 (2009)

  • Hidalgo, C.A.: Why Information Grows: The Evolution of Order, from Atoms to Economies. Penguin Press, New York (2015)

    Google Scholar 

  • Hidalgo, C.A.: Economic complexity theory and applications. Nat. Rev. Phys. 3(2), 92–113 (2021). https://doi.org/10.1038/s42254-020-00275-1

    Article  Google Scholar 

  • Hidalgo, C.A., Hausmann, R.: The building blocks of economic complexity. Proc. Natl. Acad. Sci. 106, 10570–10575 (2009)

    Google Scholar 

  • Hidalgo, C.A., Klinger, B., Barabási, A.L., Hausmann, R.: The product space conditions the development of nations. Science 317, 482–487 (2007)

    Google Scholar 

  • Hirschman, A.O.: The Strategy of Economic Development, vol. 10. Yale University Press, Yale (1958)

    Google Scholar 

  • Imbs, J., Wacziarg, W.: Stages of diversification. Am. Econ. Rev. 93, 63–86 (2003)

    Google Scholar 

  • Ivanova, I., Smorodinskaya, N., Leydesdorff, L.: On measuring complexity in a post-industrial economy: the ecosystem’s approach. Qual. Quant. 54, 197–212 (2020). https://doi.org/10.1007/s11135-019-00844-2

    Article  Google Scholar 

  • Juuti, T.: The role of financial development in the relationship between income inequality and economic growth: an empirical approach using cross-country panel data. Qual. Quant. (2021). https://doi.org/10.1007/s11135-021-01163-1

    Article  Google Scholar 

  • Kapartzanis P.: Unlinking causally economic complexity and income inequality. Working Paper, University of Ioannina Department of Economics (2018)

  • Kaplanoglou, G., Rapanos, V.T.: Evolutions in consumption inequality and poverty in Greece: the impact of the crisis and austerity policies. Rev. Income Wealth 64(1), 105–126 (2018)

    Google Scholar 

  • Krugman, P., Venables, A.J.: Globalization and the inequality of nations. Q. J. Econ. 110(4), 857–880 (1995)

    Google Scholar 

  • Kuznets, S.: Economic growth and income inequality. Am. Econ. Rev. 45, 1–28 (1955)

    Google Scholar 

  • Lee, K.K., Vu, T.V.: Economic complexity, human capital and income inequality: a cross-country analysis. JER 71, 695–718 (2020). https://doi.org/10.1007/s42973-019-00026-7

    Article  Google Scholar 

  • Lee, C.C., Wang, E.Z.: Economic complexity and income inequality: Does country risk matter? Soc. Indic. Res. 154, 35–60 (2021). https://doi.org/10.1007/s11205-020-02543-0

    Article  Google Scholar 

  • Milanovic, B.: Global Income Inequality by the Numbers: In History and Now—An Overview. The World Bank, Washington (2012)

    Google Scholar 

  • Nuryartono, N., Pasaribu, S.H.: Economic complexity and sustainable growth in developing countries. Econ. Dev. Anal. J. 11(1), 23–33 (2022)

    Google Scholar 

  • Perez, C.: Technological Revolutions and Financial Capital: The Dynamics of Bubbles and Golden Ages. Edward Elgar Pub., Cheltenham (2003)

    Google Scholar 

  • Permana, M.Y., Lantu, D.C., Suharto, Y.: The effect of innovation and technological specialization on income inequality. Probl. Perspect. Manag. 16, 51–63 (2018)

    Google Scholar 

  • Pesaran, M.: A simple panel unit root test in the presence of cross-section dependence. J. Appl. Econom. 22, 265–312 (2007)

    Google Scholar 

  • Piketty, T.: Capital in the Twenty-First Century. (A. Goldhammer, Trans.). Belknap Press Cambridge (2014)

  • Prasetiya, R.H.: Do economic complexity and strong institutions affect income inequality. J. Perenc. Pembang. Indones. J. Dev. Plan. 5(3), 296–316 (2021)

    Google Scholar 

  • Raitano, M.: Income inequality in Europe since the crisis. Intereconomics 51(2), 67–72 (2016)

    Google Scholar 

  • Rodrik, D.: What’s so special about China’s exports? China World Econ. 14, 1–19 (2006)

    Google Scholar 

  • Rosenstein-Rodan, P.N.: Problems of industrialisation of eastern and southeastern Europe. Econ. J. 53, 202–211 (1943)

    Google Scholar 

  • Sepehrdoust, H., Tartar, M., Gholizadeh, A.: Economic complexity, scientific productivity and income inequality in developing economies. Econ. Trans. Inst. Change (2021). https://doi.org/10.1111/ecot.12309

    Article  Google Scholar 

  • Singer, H.W.: The distribution of gains between investing and borrowing countries. Am. Econ. Rev. 40, 473–485 (1950)

    Google Scholar 

  • Smith, V., Leybourne, S., Kim, T.H.: More powerful panel unit root tests with an application to the mean reversion in real exchange rates. J. Appl. Econom. 19, 147–170 (2004)

    Google Scholar 

  • Stiglitz, J.E.: Some lessons from the East Asian miracle. World Bank Res. Obs. 11, 151–177 (1996)

    Google Scholar 

  • Stiglitz, J.: The Price of Inequality: How Today’s Divided Society Endangers Our Future. WW Norton & Company, New York (2012)

    Google Scholar 

  • Tacchella, A., Cristelli, M., Caldarelli, G., Gabrielli, A., Pietronero, L.: Economic complexity: conceptual grounding of a new metrics for global competitiveness. J. Econ. Dyn. Control 37, 1683–1691 (2013)

    Google Scholar 

  • Venables, A.J.: Trade, location, and development: an overview of theory. In: Photocopy, London School of Economics and CEPR, England (2001)

  • Wan, G., Zhang, X., Zhao, M.: Urbanization can help reduce income inequality. NPJ Urban Sustain. 2(1), 1–8 (2022). https://doi.org/10.1038/s42949-021-00040-y

    Article  Google Scholar 

  • Yildirim, M.A.: Complexity and product space in Turkey with methodology. Koc University, Tusiad Economic Research Forum, Working Paper Series, No. 1806 (2018)

  • Yusuf, A.A., Anglingkusumo, R., Sumner, A.: A direct test of Kuznets in a developing economy: a cross-district analysis of structural transformation and inequality in Indonesia. Reg. Stud. Reg. Sci. 8(1), 184–206 (2021)

    Google Scholar 

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The authors are grateful to the Editor and the anonymous referees for helpful comments and suggestions.

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Credit taxonomy: SG: Revision, editing and supervision. BD: Conceptualization, data curation, data collection, editing. MC: Abstract, introduction writing, literature writing. MIS: Estimation, figures, suggestions. NA: Methodology, result, conclusion.

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Correspondence to Sudeshna Ghosh.

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Appendix: Country samples

Appendix: Country samples

1.1 Full country sample (Countries:65)

Australia, Algeria, Austria, Argentina, Bolivia, Belgium, Bulgaria, Brazil, Canada, Cameroon,Chile, China, Colombia, Costa Rica, Cote d'Ivoire, Denmark, Dominican Republic, Egypt, El Salvador, Finland, France, Germany, Ghana, Greece, Guatemala, Honduras, Hong Kong, Hungary, India, Indonesia, Ireland, Israel, Italy, Japan, Madagascar, Malaysia, Mexico, Morocco, Netherlands, New Zealand, Nicaragua, Norway, Pakistan, Panama, Paraguay, Peru, Philippines, Poland, Portugal, Romania, Singapore, South Africa, South Korea, Spain, Sri Lanka, Sweden, Switzerland, Thailand, Togo, Tanzania, Turkey, Tunisia, United Kingdom, United States, Uruguay,

1.2 Lower income countries

Madagascar, Togo, Tanzania,

1.3 Lower-middle income countries

Bolivia, Cote d’Ivoire, Cameroon, Egypt, El Salvador, Guatemala, Honduras, Ghana, Indonesia, India, Pakistan, Morocco, Philippines, Paraguay, Nicaragua, Sri Lanka.

1.4 Upper-middle income countries

Algeria, Argentia, Bulgaria, Brazil, Colombia, China, Dominican Republic, Costa Rica, Ecuador, Hungary, Mexico, Malaysia, Panama, Peru, Romania, Thailand, Tunisia, South Africa, Turkey.

1.5 High income countries

Austria, Australia, Belgium, Chile, Canada, Denmark, France, Finland, Greece, Hong Kong, Ireland, Israel, Germany, Japan, New Zealand Italy, Poland, Norway, Netherlands Singapore, Portugal, Sweden, Switzerland, Spain, South Korea, United Kingdom, Uruguay, United States.

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Ghosh, S., Doğan, B., Can, M. et al. Does economic structure matter for income inequality?. Qual Quant 57, 2507–2527 (2023). https://doi.org/10.1007/s11135-022-01462-1

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