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Financial Development and Top Income Shares in OECD Countries

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  • Anjan K. Saha
  • Vinod Mishra
  • Russell Smyth

Abstract

We use instrumental variable regression to isolate the causal impact of financial development on top income shares a panel of 14 OECD countries - five Anglo-Saxon countries, eight continental European countries and Japan - over a 110-year period. Our main finding is that financial development has a significant positive effect on top income shares, and that the most affluent are the biggest beneficiaries of financial development. In distribution terms, a onestandard-deviation increase in the private credit-GDP ratio corresponds to around a onestandard-deviation increase in the top 1% income share, with the top 1% income group deriving more benefits from financial development than the top 5%, and the top 5% deriving more benefit than the top 10%. The effects are robust to various measures of top income shares and financial development and alternative estimation techniques, including nonparametric modelling. Financial development is typically viewed in positive terms in that it makes it easier to access credit and facilitates economic growth. Our results are important because they contribute to understanding of the potential negative effects of financial development.

Suggested Citation

  • Anjan K. Saha & Vinod Mishra & Russell Smyth, 2019. "Financial Development and Top Income Shares in OECD Countries," Monash Economics Working Papers 03-19, Monash University, Department of Economics.
    • Handle: RePEc:mos:moswps:2019-03
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    1. Badi Baltagi & Panicos Demetriades & Siong Hook Law, 2007. "Financial Development, Openness and Institutions: Evidence from Panel Data," Money Macro and Finance (MMF) Research Group Conference 2006 166, Money Macro and Finance Research Group.
    2. Baltagi, Badi H. & Demetriades, Panicos O. & Law, Siong Hook, 2009. "Financial development and openness: Evidence from panel data," Journal of Development Economics, Elsevier, vol. 89(2), pages 285-296, July.
    3. Chinn, Menzie D. & Ito, Hiro, 2006. "What matters for financial development? Capital controls, institutions, and interactions," Journal of Development Economics, Elsevier, vol. 81(1), pages 163-192, October.
    4. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    5. Eberhardt, Markus & Teal, Francis, 2008. "Modeling technology and technological change in manufacturing: how do countries differ?," MPRA Paper 10690, University Library of Munich, Germany.
    6. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    7. Persson, Torsten & Tabellini, Guido, 1994. "Representative democracy and capital taxation," Journal of Public Economics, Elsevier, vol. 55(1), pages 53-70, September.
    8. 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.
    9. Atkinson, Tony & Leigh, Andrew, 2010. "The Distribution of Top Incomes in Five Anglo-Saxon Countries over the Twentieth Century," IZA Discussion Papers 4937, Institute of Labor Economics (IZA).
    10. Riccardo De Bonis & Massimiliano Stacchini, 2009. "What determines the size of bank loans in industrialized countries? The role of government debt," Temi di discussione (Economic working papers) 707, Bank of Italy, Economic Research and International Relations Area.
    11. Michael Kumhof & Romain Rancière & Pablo Winant, 2015. "Inequality, Leverage, and Crises," American Economic Review, American Economic Association, vol. 105(3), pages 1217-1245, March.
    12. Facundo Alvaredo & Anthony Atkinson & Thomas Piketty & Emmanuel Saez, 2013. "The Top 1% in International and Historical Perspective," Post-Print halshs-00847231, HAL.
    13. Emmanuel Saez, 2017. "Income And Wealth Inequality: Evidence And Policy Implications," Contemporary Economic Policy, Western Economic Association International, vol. 35(1), pages 7-25, January.
    14. Dollar, David & Kraay, Aart, 2002. "Growth Is Good for the Poor," Journal of Economic Growth, Springer, vol. 7(3), pages 195-225, September.
    15. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation," American Economic Review, American Economic Association, vol. 91(5), pages 1369-1401, December.
    16. A. B. Atkinson, 2005. "Top incomes in the UK over the 20th century," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 168(2), pages 325-343, March.
    17. Oded Galor & Omer Moav, 2004. "From Physical to Human Capital Accumulation: Inequality and the Process of Development," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 71(4), pages 1001-1026.
    18. Beck, Thorsten & Levine, Ross, 2004. "Stock markets, banks, and growth: Panel evidence," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 423-442, March.
    19. 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.
    20. Jakob B. Madsen, 2014. "Human Capital and the World Technology Frontier," The Review of Economics and Statistics, MIT Press, vol. 96(4), pages 676-692, October.
    21. Lopez, Humberto, 2006. "Growth and inequality: Are the 1990s different?," Economics Letters, Elsevier, vol. 93(1), pages 18-25, October.
    22. Anthony B. Atkinson & Thomas Piketty & Emmanuel Saez, 2011. "Top Incomes in the Long Run of History," Journal of Economic Literature, American Economic Association, vol. 49(1), pages 3-71, March.
    23. Alesina, Alberto & Perotti, Roberto, 1996. "Income distribution, political instability, and investment," European Economic Review, Elsevier, vol. 40(6), pages 1203-1228, June.
    24. Henderson, Daniel J. & Kumbhakar, Subal C. & Parmeter, Christopher F., 2012. "A simple method to visualize results in nonlinear regression models," Economics Letters, Elsevier, vol. 117(3), pages 578-581.
    25. 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.
    26. Oliver Denk & Boris Cournède, 2015. "Finance and income inequality in OECD countries," OECD Economics Department Working Papers 1224, OECD Publishing.
    27. A. B. Atkinson & J. E. Søgaard, 2013. "The long-run history of income inequality in Denmark: Top incomes from 1870 to 2010," EPRU Working Paper Series 2013-01, Economic Policy Research Unit (EPRU), University of Copenhagen. Department of Economics.
    28. Era Dabla-Norris & Kalpana Kochhar & Nujin Suphaphiphat & Franto Ricka & Evridiki Tsounta, 2015. "Causes and Consequences of Income Inequality; A Global Perspective," IMF Staff Discussion Notes 15/13, International Monetary Fund.
    29. Kunieda, Takuma & Okada, Keisuke & Shibata, Akihisa, 2014. "Finance And Inequality: How Does Globalization Change Their Relationship?," Macroeconomic Dynamics, Cambridge University Press, vol. 18(5), pages 1091-1128, July.
    30. Michael R. Veall, 2012. "Top income shares in Canada: recent trends and policy implications," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 45(4), pages 1247-1272, November.
    31. Moriguchi, Chiaki, 2010. "Top wage incomes in Japan, 1951-2005," Journal of the Japanese and International Economies, Elsevier, vol. 24(3), pages 301-333, September.
    32. 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.
    33. Anna Ilyina & Roberto Samaniego, 2011. "Technology and Financial Development," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(5), pages 899-921, August.
    34. Andrews Dan & Jencks Christopher & Leigh Andrew, 2011. "Do Rising Top Incomes Lift All Boats?," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 11(1), pages 1-45, January.
    35. 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.
    36. Rajan, Raghuram G. & Zingales, Luigi, 2003. "The great reversals: the politics of financial development in the twentieth century," Journal of Financial Economics, Elsevier, vol. 69(1), pages 5-50, July.
    37. Su, Liangjun & Ullah, Aman, 2008. "Local polynomial estimation of nonparametric simultaneous equations models," Journal of Econometrics, Elsevier, vol. 144(1), pages 193-218, May.
    38. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    39. Siong Hook Law, 2007. "Openness and Financial Development," Journal of Emerging Market Finance, Institute for Financial Management and Research, vol. 6(2), pages 145-165, May.
    40. George R. G. Clarke & Lixin Colin Xu & Heng‐fu Zou, 2006. "Finance and Income Inequality: What Do the Data Tell Us?," Southern Economic Journal, John Wiley & Sons, vol. 72(3), pages 578-596, January.
    41. Madsen, Jakob B. & Islam, Md. Rabiul & Doucouliagos, Hristos, 2018. "Inequality, financial development and economic growth in the OECD, 1870–2011," European Economic Review, Elsevier, vol. 101(C), pages 605-624.
    42. A. B. Atkinson, 2004. "Income Tax and Top Incomes over the Twentieth Century," Hacienda Pública Española / Review of Public Economics, IEF, vol. 168(1), pages 123-141, march.
    43. Stulz, Rene M. & Williamson, Rohan, 2003. "Culture, openness, and finance," Journal of Financial Economics, Elsevier, vol. 70(3), pages 313-349, December.
    44. Julia Tanndal & Daniel Waldenström, 2018. "Does Financial Deregulation Boost Top Incomes? Evidence from the Big Bang," Economica, London School of Economics and Political Science, vol. 85(338), pages 232-265, April.
    45. Chudik, Alexander & Pesaran, M. Hashem, 2015. "Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors," Journal of Econometrics, Elsevier, vol. 188(2), pages 393-420.
    46. Jean Arcand & Enrico Berkes & Ugo Panizza, 2015. "Too much finance?," Journal of Economic Growth, Springer, vol. 20(2), pages 105-148, June.
    47. repec:hal:pseose:halshs-00847231 is not listed on IDEAS
    48. Silvapulle, Param & Smyth, Russell & Zhang, Xibin & Fenech, Jean-Pierre, 2017. "Nonparametric panel data model for crude oil and stock market prices in net oil importing countries," Energy Economics, Elsevier, vol. 67(C), pages 255-267.
    49. A. B Atkinson & Andrew Leigh, 2013. "The Distribution of Top Incomes in Five Anglo-Saxon Countries Over the Long Run," The Economic Record, The Economic Society of Australia, vol. 89, pages 31-47, June.
    50. 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.
    51. Thorsten Beck & Asli Demirgüç-Kunt & Ross Levine, 2007. "Finance, inequality and the poor," Journal of Economic Growth, Springer, vol. 12(1), pages 27-49, March.
    52. Facundo Alvaredo & Anthony B. Atkinson & Thomas Piketty & Emmanuel Saez, 2013. "The Top 1 Percent in International and Historical Perspective," Journal of Economic Perspectives, American Economic Association, vol. 27(3), pages 3-20, Summer.
    53. Michael Kumhof & Romain Rancière & Pablo Winant, 2015. "Inequality, Leverage, and Crises," Post-Print halshs-01511070, HAL.
    54. Chambers, Dustin, 2007. "Trading places: Does past growth impact inequality?," Journal of Development Economics, Elsevier, vol. 82(1), pages 257-266, January.
    55. Giovanni S. F. Bruno, 2005. "Estimation and inference in dynamic unbalanced panel-data models with a small number of individuals," Stata Journal, StataCorp LP, vol. 5(4), pages 473-500, December.
    56. Dilip Mookherjee & Debraj Ray, 2003. "Persistent Inequality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 369-393.
    57. 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.
    58. Dilip Mookherjee & debraj Ray, 2005. "Occupational Diversity and Endogenous Inequality," Boston University - Department of Economics - The Institute for Economic Development Working Papers Series dp-142, Boston University - Department of Economics.
    59. 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.
    60. Florence Jaumotte & Subir Lall & Chris Papageorgiou, 2013. "Rising Income Inequality: Technology, or Trade and Financial Globalization?," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 61(2), pages 271-309, June.
    61. Anthony B. Atkinson, 2005. "Comparing the Distribution of Top Incomes Across Countries," Journal of the European Economic Association, MIT Press, vol. 3(2-3), pages 393-401, 04/05.
    62. Bordo, Michael D. & Meissner, Christopher M., 2012. "Does inequality lead to a financial crisis?," Journal of International Money and Finance, Elsevier, vol. 31(8), pages 2147-2161.
    63. Raghuram G. Rajan, 2005. "Has financial development made the world riskier?," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, issue Aug, pages 313-369.
    64. Jakob B. Madsen & James B. Ang, 2016. "Finance-Led Growth in the OECD since the Nineteenth Century: How Does Financial Development Transmit to Growth?," The Review of Economics and Statistics, MIT Press, vol. 98(3), pages 552-572, July.
    65. James A. Robinson & Daron Acemoglu, 2000. "Political Losers as a Barrier to Economic Development," American Economic Review, American Economic Association, vol. 90(2), pages 126-130, May.
    66. Temple, Jonathan & Huang, Yongfu, 2005. "Does External Trade Promote Financial Development?," CEPR Discussion Papers 5150, C.E.P.R. Discussion Papers.
    67. Michal Jerzmanowski & Malhar Nabar, 2013. "Financial Development And Wage Inequality: Theory And Evidence," Economic Inquiry, Western Economic Association International, vol. 51(1), pages 211-234, January.
    68. Siong Law & Hui Tan & W. Azman-Saini, 2014. "Financial Development and Income Inequality at Different Levels of Institutional Quality," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 50(S1), pages 21-33.
    69. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    70. 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.
    71. Hailemariam, Abebe & Smyth, Russell & Zhang, Xibin, 2019. "Oil prices and economic policy uncertainty: Evidence from a nonparametric panel data model," Energy Economics, Elsevier, vol. 83(C), pages 40-51.
    72. Dollar, David & Kleineberg, Tatjana & Kraay, Aart, 2016. "Growth still is good for the poor," European Economic Review, Elsevier, vol. 81(C), pages 68-85.
    73. Philippe Aghion & Patrick Bolton, 1997. "A Theory of Trickle-Down Growth and Development," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(2), pages 151-172.
    74. Georg R. G. Clarke & Lixin Colin Xu & Heng-fu Zou, 2006. "Finance and Income Inequality: What Do the Data Tell Us?," Southern Economic Journal, John Wiley & Sons, vol. 72(3), pages 578-596, January.
    75. Li, Hongyi & Squire, Lyn & Zou, Heng-fu, 1998. "Explaining International and Intertemporal Variations in Income Inequality," Economic Journal, Royal Economic Society, vol. 108(446), pages 26-43, January.
    76. Eberhardt, Markus & Bond, Stephen, 2009. "Cross-section dependence in nonstationary panel models: a novel estimator," MPRA Paper 17692, University Library of Munich, Germany.
    77. Ms. Era Dabla-Norris & Ms. Kalpana Kochhar & Mrs. Nujin Suphaphiphat & Mr. Franto Ricka & Ms. Evridiki Tsounta, 2015. "Causes and Consequences of Income Inequality: A Global Perspective," IMF Staff Discussion Notes 2015/013, International Monetary Fund.
    78. repec:hal:pseose:halshs-01207208 is not listed on IDEAS
    79. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    80. Emmanuel Saez, 2017. "Questions And Answers: Income And Wealth Inequality—Evidence And Policy Implications," Contemporary Economic Policy, Western Economic Association International, vol. 35(1), pages 26-28, January.
    81. Do, Quy-Toan & Levchenko, Andrei A., 2004. "Trade and financial development," Policy Research Working Paper Series 3347, The World Bank.
    82. Joseph J. Sabia, 2007. "The Effect of Body Weight on Adolescent Academic Performance," Southern Economic Journal, John Wiley & Sons, vol. 73(4), pages 871-900, April.
    83. Piketty, Thomas, 2001. "Income Inequality in France 1901-98," CEPR Discussion Papers 2876, C.E.P.R. Discussion Papers.
    84. Emmanuel Saez, 2005. "Top Incomes in the United States and Canada Over the Twentieth Century," Journal of the European Economic Association, MIT Press, vol. 3(2-3), pages 402-411, 04/05.
    85. Mishra, Vinod & Smyth, Russell, 2015. "Estimating returns to schooling in urban China using conventional and heteroskedasticity-based instruments," Economic Modelling, Elsevier, vol. 47(C), pages 166-173.
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    More about this item

    Keywords

    Financial development; top income shares.;

    JEL classification:

    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O50 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - General
    • G00 - Financial Economics - - General - - - General
    • E62 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook - - - Fiscal Policy; Modern Monetary Theory

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