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Financial deepening indicators and income inequality of OECD and ASIAN countries

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  • Alshubiri, Faris

Abstract

The present study examined the effects of financial deepening on income inequality using gross domestic product (GDP) and money supply proxies. A sample of 32 Organisation Economic Co-operation and Development (OECD) and ASIAN countries was examined during the period of 2002–2018. Using a robust methodology, many tests were applied to control the issues of heterogeneity and endogeneity. The findings of the pooled OLS, the pooled OLS group and GMM estimators showed that the financial depth proxies of the importance of the semi-formal and informal financial sectors had a positive and significant impact on income inequality in the OECD and ASIAN countries. Furthermore, the ASIAN countries had a positive and significant financial depth as a money supply proxy for the formal sector. In other words, the excessive expansion of the formal financial sector in the ASIAN countries compared to other financial sectors led to an unequal impact on income inequality. The effect was even greater when redistributing income in the semi-formal financial sector than in the informal sector for all major indicators. We concluded that the two main proxies worked in parallel by strengthening the informal and semi-formal financial sectors. It also indicates that regulatory institutions are gradually reduce the high level of inequality in the OECD and ASIAN countries.

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  • Alshubiri, Faris, 2021. "Financial deepening indicators and income inequality of OECD and ASIAN countries," The Journal of Economic Asymmetries, Elsevier, vol. 24(C).
  • Handle: RePEc:eee:joecas:v:24:y:2021:i:c:s1703494921000165
    DOI: 10.1016/j.jeca.2021.e00211
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    1. Alessandra Cepparulo & Juan Carlos Cuestas & Maurizio Intartaglia, 2017. "Financial development, institutions, and poverty alleviation: an empirical analysis," Applied Economics, Taylor & Francis Journals, vol. 49(36), pages 3611-3622, August.
    2. Francesca Parente, 2019. "A Multidimensional Analysis of the EU Regional Inequalities," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(3), pages 1017-1044, June.
    3. Sukiassyan, Grigor, 2007. "Inequality and growth: What does the transition economy data say?," Journal of Comparative Economics, Elsevier, vol. 35(1), pages 35-56, March.
    4. Ahmed, Bouteska, 2020. "Understanding the impact of investor sentiment on the price formation process: A review of the conduct of American stock markets," The Journal of Economic Asymmetries, Elsevier, vol. 22(C).
    5. Korinek, Anton & Kreamer, Jonathan, 2014. "The redistributive effects of financial deregulation," Journal of Monetary Economics, Elsevier, vol. 68(S), pages 55-67.
    6. Emmanuel Maliti, 2019. "Correction to: Inequality in Education and Wealth in Tanzania: A 25-Year Perspective," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 145(3), pages 963-963, October.
    7. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    8. Zlatko Nikoloski, 2013. "Financial Sector Development And Inequality: Is There A Financial Kuznets Curve?," Journal of International Development, John Wiley & Sons, Ltd., vol. 25(7), pages 897-911, October.
    9. Thakor, Anjan V., 2012. "Incentives to innovate and financial crises," Journal of Financial Economics, Elsevier, vol. 103(1), pages 130-148.
    10. Donghyun Park & Kwanho Shin, 2017. "Economic Growth, Financial Development, and Income Inequality," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 53(12), pages 2794-2825, December.
    11. Roine, Jesper & Vlachos, Jonas & Waldenström, Daniel, 2009. "The long-run determinants of inequality: What can we learn from top income data?," Journal of Public Economics, Elsevier, vol. 93(7-8), pages 974-988, August.
    12. Michael Kumhof & Romain Rancière & Pablo Winant, 2015. "Inequality, Leverage, and Crises," American Economic Review, American Economic Association, vol. 105(3), pages 1217-1245, March.
    13. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    14. Thomas Piketty & Emmanuel Saez & Gabriel Zucman, 2016. "Appendix to "Distributional National Accounts: Methods and Estimates for the United States"," Working Papers 201604, World Inequality Lab.
    15. Abdul Rashid & Maurizio Intartaglia, 2017. "Financial development – does it lessen poverty?," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 44(1), pages 69-86, January.
    16. de Haan, Jakob & Sturm, Jan-Egbert, 2017. "Finance and income inequality: A review and new evidence," European Journal of Political Economy, Elsevier, vol. 50(C), pages 171-195.
    17. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    18. Thomas Piketty & Emmanuel Saez & Gabriel Zucman, 2018. "Distributional National Accounts: Methods and Estimates for the United States," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(2), pages 553-609.
    19. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    20. Hongyi Li & Heng‐fu Zou, 1998. "Income Inequality is not Harmful for Growth: Theory and Evidence," Review of Development Economics, Wiley Blackwell, vol. 2(3), pages 318-334, October.
    21. Greenwood, Jeremy & Jovanovic, Boyan, 1990. "Financial Development, Growth, and the Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 1076-1107, October.
    22. Oded Galor & Joseph Zeira, 1993. "Income Distribution and Macroeconomics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(1), pages 35-52.
    23. Goodness C. Aye & Giray Gozgor & Rangan Gupta, 2020. "Dynamic and Asymmetric Response of Inequality to Income Volatility: The Case of the United Kingdom," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 147(3), pages 747-762, February.
    24. Thomas Piketty & Emmanuel Saez, 2014. "Inequality in the long run," PSE-Ecole d'économie de Paris (Postprint) halshs-01053609, HAL.
    25. Raju Jan Singh & Yifei Huang, 2015. "Financial Deepening, Property Rights, and Poverty: Evidence from Sub-Saharan Africa," Journal of Banking and Financial Economics, University of Warsaw, Faculty of Management, vol. 1(3), pages 130-151, May.
    26. Nandelenga, Martin Wafula & Oduor, Jacob, 2020. "Asymmetric analysis of finance - Inequality nexus: Evidence from sub-Saharan Africa," The Journal of Economic Asymmetries, Elsevier, vol. 22(C).
    27. Athanasios Tsagkanos, 2017. "Stock market development and income inequality," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 44(1), pages 87-98, January.
    28. Huang, Yongfu, 2010. "Political Institutions and Financial Development: An Empirical Study," World Development, Elsevier, vol. 38(12), pages 1667-1677, December.
    29. Enders, Walter & Siklos, Pierre L, 2001. "Cointegration and Threshold Adjustment," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(2), pages 166-176, April.
    30. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    31. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    32. Kallal, Sami & Guetat, Imène, 2020. "Fiscal stance, election year and 2007 crisis, evidence from OECD countries (1980–2017)," The Journal of Economic Asymmetries, Elsevier, vol. 21(C).
    33. Zhang, Ruixin & Ben Naceur, Sami, 2019. "Financial development, inequality, and poverty: Some international evidence," International Review of Economics & Finance, Elsevier, vol. 61(C), pages 1-16.
    34. Muhammad Haseeb & Tulus Suryanto & Nira Hariyatie Hartani & Kittisak Jermsittiparsert, 2020. "Nexus Between Globalization, Income Inequality and Human Development in Indonesian Economy: Evidence from Application of Partial and Multiple Wavelet Coherence," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 147(3), pages 723-745, February.
    35. Harris, Richard D. F. & Tzavalis, Elias, 1999. "Inference for unit roots in dynamic panels where the time dimension is fixed," Journal of Econometrics, Elsevier, vol. 91(2), pages 201-226, August.
    36. Kaushik Basu & Joseph E. Stiglitz (ed.), 2016. "Inequality and Growth: Patterns and Policy," International Economic Association Series, Palgrave Macmillan, number 978-1-137-55459-8.
    37. Moosavi Mohseni, Reza & Cao, Jiling, 2020. "Monetary policy and financial economic growth," The Journal of Economic Asymmetries, Elsevier, vol. 22(C).
    38. repec:hal:pseose:halshs-01053609 is not listed on IDEAS
    39. Cheng Hsiao, 2007. "Panel data analysis—advantages and challenges," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 16(1), pages 1-22, May.
    40. Barro, Robert J, 2000. "Inequality and Growth in a Panel of Countries," Journal of Economic Growth, Springer, vol. 5(1), pages 5-32, March.
    41. Makun, Keshmeer, 2021. "External debt and economic growth in Pacific Island countries: A linear and nonlinear analysis of Fiji Islands," The Journal of Economic Asymmetries, Elsevier, vol. 23(C).
    42. repec:bla:rdevec:v:2:y:1998:i:3:p:318-34 is not listed on IDEAS
    43. Cheng Hsiao, 2007. "Rejoinder on: Panel data analysis—advantages and challenges," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 16(1), pages 56-57, May.
    44. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    45. Hansen, Bruce E., 2000. "Testing for structural change in conditional models," Journal of Econometrics, Elsevier, vol. 97(1), pages 93-115, July.
    46. Tsagkanos, Athanasios & Siriopoulos, Costas, 2015. "Stock markets and industrial production in north and south of Euro-zone: Asymmetric effects via threshold cointegration approach," The Journal of Economic Asymmetries, Elsevier, vol. 12(2), pages 162-172.
    47. Kaushik Basu & Joseph E. Stiglitz (ed.), 2016. "Inequality and Growth: Patterns and Policy," International Economic Association Series, Palgrave Macmillan, number 978-1-137-55454-3.
    48. Emmanuel Maliti, 2019. "Inequality in Education and Wealth in Tanzania: A 25-Year Perspective," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 145(3), pages 901-921, October.
    49. Konstantina Vartholomatou & Konstantina Pendaraki & Athanasios Tsagkanos, 2021. "Corporate bonds, exchange rates and business strategy," International Journal of Banking, Accounting and Finance, Inderscience Enterprises Ltd, vol. 12(2), pages 97-117.
    50. Banerjee, Abhijit V & Newman, Andrew F, 1993. "Occupational Choice and the Process of Development," Journal of Political Economy, University of Chicago Press, vol. 101(2), pages 274-298, April.
    51. Aron, Janine & Elbadawi, Ibrahim A., 1992. "Parallel markets, the foreign exchange auction, and exchange rate unification in Zambia," Policy Research Working Paper Series 909, The World Bank.
    52. repec:hal:pseose:halshs-01207208 is not listed on IDEAS
    53. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    54. Joseph E. Stiglitz, 2016. "New Theoretical Perspectives on the Distribution of Income and Wealth Among Individuals," International Economic Association Series, in: Kaushik Basu & Joseph E. Stiglitz (ed.), Inequality and Growth: Patterns and Policy, chapter 1, pages 1-71, Palgrave Macmillan.
    55. Anand Chandavarkar, 1990. "Macroeconomic Aspects, Foreign Flows and Domestic Savings Performance in Developing Countries: A "State of the Art" Report," OECD Development Centre Working Papers 11, OECD Publishing.
    56. Hanafiah Harvey, 2018. "Bilateral J-Curve between Philippines and Trading Partners: Linear and Non-Linear Approach," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 8(2), pages 131-144, February.
    57. Michael Kumhof & Romain Rancière & Pablo Winant, 2015. "Inequality, Leverage, and Crises," Post-Print halshs-01511070, HAL.
    58. Miguel A. Márquez & Elena Lasarte & Marcelo Lufin, 2019. "The Role of Neighborhood in the Analysis of Spatial Economic Inequality," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(1), pages 245-273, January.
    59. Kristin J. Forbes, 2000. "A Reassessment of the Relationship between Inequality and Growth," American Economic Review, American Economic Association, vol. 90(4), pages 869-887, September.
    60. Al Refai, Hisham & Eissa, Mohamad Abdelaziz & Zeitun, Rami, 2021. "The dynamics of the relationship between real estate and stock markets in an energy-based economy: The case of Qatar," The Journal of Economic Asymmetries, Elsevier, vol. 23(C).
    61. Dietrich Domanski & Michela Scatigna & Anna Zabai, 2016. "Wealth inequality and monetary policy," BIS Quarterly Review, Bank for International Settlements, March.
    62. Jakob de Haan & Regina Pleninger & Jan-Egbert Sturm, 2018. "Does the impact of financial liberalization on income inequality depend on financial development? Some new evidence," Applied Economics Letters, Taylor & Francis Journals, vol. 25(5), pages 313-316, March.
    63. Jauch, Sebastian & Watzka, Sebastian, 2016. "Financial development and income inequality: a panel data approach," Munich Reprints in Economics 43505, University of Munich, Department of Economics.
    64. L. Quadrado & W. Heijman & H. Folmer, 2001. "Multidimensional Analysis of Regional Inequality: The case of Hungary," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 56(1), pages 21-42, October.
    65. Kaushik Basu & Joseph E. Stiglitz, 2016. "Inequality and Growth," World Bank Publications - Books, The World Bank Group, number 24983.
    66. Rafael E. De Hoyos & Vasilis Sarafidis, 2006. "Testing for cross-sectional dependence in panel-data models," Stata Journal, StataCorp LP, vol. 6(4), pages 482-496, December.
    67. Anton Korinek & Jonathan Kreamer, 2014. "The redistributive effects of financial deregulation: wall street versus main street," BIS Working Papers 468, Bank for International Settlements.
    68. Hanafiah Harvey, 2018. "Bilateral J-Curve between Philippines and Trading Partners: Linear and Non-Linear Approach," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 8(2), pages 131-144.
    69. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
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    More about this item

    Keywords

    Financial deepening; Income inequality; Financial markets; Endogenous growth theory;
    All these keywords.

    JEL classification:

    • E00 - Macroeconomics and Monetary Economics - - General - - - General
    • O17 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Formal and Informal Sectors; Shadow Economy; Institutional Arrangements
    • O55 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Africa
    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • D63 - Microeconomics - - Welfare Economics - - - Equity, Justice, Inequality, and Other Normative Criteria and Measurement

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