IDEAS home Printed from https://ideas.repec.org/p/mos/moswps/2019-03.html
   My bibliography  Save this paper

Financial Development and Top Income Shares in OECD Countries

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://www.monash.edu/business/economics/research/publications/publications2/0319FinancialDevelpomentMishra.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Badi H. Baltagi & Panicos O. Demetriades & Siong Hook Law, 2007. "Financial Development, Openness and Institutions: Evidence from Panel Data," WEF Working Papers 0022, ESRC World Economy and Finance Research Programme, Birkbeck, University of London.
    2. 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.
    3. Beck, Thorsten & Levine, Ross, 2004. "Stock markets, banks, and growth: Panel evidence," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 423-442, March.
    4. Lopez, Humberto, 2006. "Growth and inequality: Are the 1990s different?," Economics Letters, Elsevier, vol. 93(1), pages 18-25, October.
    5. 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.
    6. Alesina, Alberto & Perotti, Roberto, 1996. "Income distribution, political instability, and investment," European Economic Review, Elsevier, vol. 40(6), pages 1203-1228, June.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. Stulz, Rene M. & Williamson, Rohan, 2003. "Culture, openness, and finance," Journal of Financial Economics, Elsevier, vol. 70(3), pages 313-349, December.
    12. 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.
    13. Jean Arcand & Enrico Berkes & Ugo Panizza, 2015. "Too much finance?," Journal of Economic Growth, Springer, vol. 20(2), pages 105-148, June.
    14. Dilip Mookherjee & Debraj Ray, 2003. "Persistent Inequality," Review of Economic Studies, Oxford University Press, vol. 70(2), pages 369-393.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. Anna Ilyina & Roberto Samaniego, 2011. "Technology and Financial Development," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(5), pages 899-921, August.
    20. 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.
    21. 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.
    22. Yongfu Huang & Jonathan Temple, 2005. "Does external trade promote financial development?," Bristol Economics Discussion Papers 05/575, School of Economics, University of Bristol, UK.
    23. 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.
    24. Michael Kumhof & Romain Rancière & Pablo Winant, 2015. "Inequality, Leverage, and Crises," American Economic Review, American Economic Association, vol. 105(3), pages 1217-1245, March.
    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. 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.
    27. 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.
    28. Do, Quy-Toan & Levchenko, Andrei A., 2004. "Trade and financial development," Policy Research Working Paper Series 3347, The World Bank.
    29. Dollar, David & Kleineberg, Tatjana & Kraay, Aart, 2016. "Growth still is good for the poor," European Economic Review, Elsevier, vol. 81(C), pages 68-85.
    30. 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.
    31. Francis Teal & Markus Eberhardt, 2010. "Productivity Analysis in Global Manufacturing Production," Economics Series Working Papers 515, University of Oxford, Department of Economics.
    32. 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.
    33. 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.
    34. 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.
    35. 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.
    36. 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.
    37. 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.
    38. 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.
    39. Eberhardt, Markus & Teal, Francis, 2008. "Modeling technology and technological change in manufacturing: how do countries differ?," MPRA Paper 10690, University Library of Munich, Germany.
    40. Oliver Denk & Boris Cournède, 2015. "Finance and income inequality in OECD countries," OECD Economics Department Working Papers 1224, OECD Publishing.
    41. 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.
    42. 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.
    43. 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.
    44. A B Atkinson & Andrew Leigh, 2010. "The Distribution of Top Incomes in Five Anglo-Saxon Countries over the Twentieth Century," CEPR Discussion Papers 640, Centre for Economic Policy Research, Research School of Economics, Australian National University.
    45. 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.
    46. 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.
    47. 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.
    48. 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.
    49. Facundo Alvaredo & Anthony Atkinson & Thomas Piketty & Emmanuel Saez, 2013. "The Top 1% in International and Historical Perspective," Post-Print halshs-00847231, HAL.
    50. Michael Kumhof & Romain Rancière & Pablo Winant, 2015. "Inequality, Leverage, and Crises," Post-Print halshs-01511070, HAL.
    51. Chambers, Dustin, 2007. "Trading places: Does past growth impact inequality?," Journal of Development Economics, Elsevier, vol. 82(1), pages 257-266, January.
    52. 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.
    53. 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.
    54. 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.
    55. 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.
    56. 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.
    57. 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.
    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. Piketty, Thomas, 2001. "Income Inequality in France 1901-98," CEPR Discussion Papers 2876, C.E.P.R. Discussion Papers.
    60. 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.
    61. 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.
    62. 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.
    63. Persson, Torsten & Tabellini, Guido, 1994. "Representative democracy and capital taxation," Journal of Public Economics, Elsevier, vol. 55(1), pages 53-70, September.
    64. 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.
    65. 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.
    66. Dollar, David & Kraay, Aart, 2002. "Growth Is Good for the Poor," Journal of Economic Growth, Springer, vol. 7(3), pages 195-225, September.
    67. 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.
    68. Su, Liangjun & Ullah, Aman, 2008. "Local polynomial estimation of nonparametric simultaneous equations models," Journal of Econometrics, Elsevier, vol. 144(1), pages 193-218, May.
    69. 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.
    70. 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.
    71. 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.
    72. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    73. 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.
    74. 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.
    75. 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.
    76. 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.
    77. 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.
    78. 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.
    79. 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.
    80. 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.
    81. 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.
    82. 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.
    83. Eberhardt, Markus & Bond, Stephen, 2009. "Cross-section dependence in nonstationary panel models: a novel estimator," MPRA Paper 17692, University Library of Munich, Germany.
    84. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Acheampong, Alex O. & Opoku, Eric Evans Osei & Dzator, Janet, 2022. "Does democracy really improve environmental quality? Empirical contribution to the environmental politics debate," Energy Economics, Elsevier, vol. 109(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Brei, Michael & Ferri, Giovanni & Gambacorta, Leonardo, 2023. "Financial structure and income inequality," Journal of International Money and Finance, Elsevier, vol. 131(C).
    2. Roya Taherifar & Mark J. Holmes & Gazi M. Hassan, 2023. "Does economic openness matter in the impact of financial development on income inequality?," Working Papers in Economics 23/04, University of Waikato.
    3. Chris Doucouliagos & Jakob de Haan & Jan-Egbert Sturm, 2022. "What drives financial development? A Meta-regression analysis [A new database of financial reforms]," Oxford Economic Papers, Oxford University Press, vol. 74(3), pages 840-868.
    4. Dirk Bezemer & Anna Samarina, 2019. "Debt shift, financial development and income inequality," DNB Working Papers 646, Netherlands Central Bank, Research Department.
    5. 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.
    6. Hsieh, Joyce & Chen, Ting-Cih & Lin, Shu-Chin, 2019. "Financial structure, bank competition and income inequality," The North American Journal of Economics and Finance, Elsevier, vol. 48(C), pages 450-466.
    7. Sturm, Jan-Egbert & De Haan, Jakob, 2016. "Finance and income inequality revisited," VfS Annual Conference 2016 (Augsburg): Demographic Change 145660, Verein für Socialpolitik / German Economic Association.
    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. Asli Demirgüç-Kunt & Ross Levine, 2009. "Finance and Inequality: Theory and Evidence," Annual Review of Financial Economics, Annual Reviews, vol. 1(1), pages 287-318, November.
    10. Saha, Anjan K. & Mishra, Vinod, 2020. "Genetic distance, economic growth and top income shares: Evidence from OECD countries," Economic Modelling, Elsevier, vol. 92(C), pages 37-47.
    11. Baiardi, Donatella & Morana, Claudio, 2018. "Financial development and income distribution inequality in the euro area," Economic Modelling, Elsevier, vol. 70(C), pages 40-55.
    12. Thornton, John & Tommaso, Caterina Di, 2020. "The long-run relationship between finance and income inequality: Evidence from panel data," Finance Research Letters, Elsevier, vol. 32(C).
    13. Jianu, Ionuț, 2017. "The impact of private sector credit on income inequalities in European Union (15 member states)," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 0(2 (611)), pages 61-74.
    14. Ghulam Rasool Madni & Awais Anwar, 2021. "Meditation for level of institutional quality to combat income inequality through financial development," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(2), pages 2766-2775, April.
    15. Ionuţ JIANU, 2017. "The impact of private sector credit on income inequalities in European Union (15 member states)," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania - AGER, vol. 0(2(611), S), pages 61-74, Summer.
    16. Abebe Hailemariam & Tutsirai Sakutukwa & Ratbek Dzhumashev, 2021. "Long-term determinants of income inequality: evidence from panel data over 1870–2016," Empirical Economics, Springer, vol. 61(4), pages 1935-1958, October.
    17. Kim, Dong-Hyeon & Lin, Shu-Chin, 2011. "Nonlinearity in the financial developmentâincome inequality nexus," Journal of Comparative Economics, Elsevier, vol. 39(3), pages 310-325, September.
    18. Dong-Hyeon Kim & Joyce Hsieh & Shu-Chin Lin, 2021. "Financial liberalization, political institutions, and income inequality," Empirical Economics, Springer, vol. 60(3), pages 1245-1281, March.
    19. Weychert Ewa, 2020. "Financial development and income inequality," Central European Economic Journal, Sciendo, vol. 7(54), pages 84-100, January.
    20. Gravina, Antonio Francesco & Lanzafame, Matteo, 2021. "Finance, globalisation, technology and inequality: Do nonlinearities matter?," Economic Modelling, Elsevier, vol. 96(C), pages 96-110.

    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

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:mos:moswps:2019-03. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Simon Angus (email available below). General contact details of provider: https://edirc.repec.org/data/dxmonau.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.