IDEAS home Printed from https://ideas.repec.org/a/spr/joecin/v16y2018i2d10.1007_s10888-018-9386-x.html
   My bibliography  Save this article

From classes to copulas: wages, capital, and top incomes

Author

Listed:
  • Rolf Aaberge

    (University of Oslo)

  • Anthony B. Atkinson

    (Nuffield College, Oxford, London School of Economics and Institute for New Economic Thinking at the Oxford Martin School)

  • Sebastian Königs

    (OECD Institute of Labor Economics
    IZA Institute of Labour Economics)

Abstract

Public debates about the rise in top income shares often focus on the growing dispersion in earnings, and the soaring pay for top executives and financial-sector employees. But can the change in the marginal distribution of earnings on its own explain the rise in top income shares? Are top executives replacing capital owners in the group of top-income earners, or are we rather witnessing a fusion of top capital and top earnings? This paper proposes an extension of the copula framework and uses it for exploring the changing composition of top incomes. It illustrates that changes in top income shares can easily be decomposed into respective changes in the marginal distributions of labour and capital income and the changing association between the two types of income. An application using tax record data from Norway shows that the association between top labour and capital incomes grew stronger between 1995 and 2005 in the top half of the wage and capital income distribution, though it declined for the top 1% of capital income receivers. A gender decomposition demonstrates that the association of wage and capital incomes at the top is particularly striking for men, whilst women are largely under-represented in the top halves of the two marginal distributions.

Suggested Citation

  • Rolf Aaberge & Anthony B. Atkinson & Sebastian Königs, 2018. "From classes to copulas: wages, capital, and top incomes," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 16(2), pages 295-320, June.
  • Handle: RePEc:spr:joecin:v:16:y:2018:i:2:d:10.1007_s10888-018-9386-x
    DOI: 10.1007/s10888-018-9386-x
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10888-018-9386-x
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10888-018-9386-x?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Stéphane Bonhomme & Jean-Marc Robin, 2009. "Assessing the Equalizing Force of Mobility Using Short Panels: France, 1990-2000," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 76(1), pages 63-92.
    2. Facundo Alvaredo & Anthony Atkinson & Thomas Piketty & Emmanuel Saez, 2013. "The Top 1% in International and Historical Perspective," Post-Print halshs-00847231, HAL.
    3. repec:hal:spmain:info:hdl:2441/eu4vqp9ompqllr09j008g6g0g is not listed on IDEAS
    4. Rolf Aaberge & Anthony B. Atkinson & Jørgen Modalsli, 2013. "The ins and outs of top income mobility," Discussion Papers 762, Statistics Norway, Research Department.
    5. Anthony B. Atkinson & Alessandra Casarico & Sarah Voitchovsky, 2018. "Top incomes and the gender divide," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 16(2), pages 225-256, June.
    6. Cecilia García-Peñalosa & Elsa Orgiazzi, 2013. "Factor Components of Inequality: A Cross-Country Study," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 59(4), pages 689-727, December.
    7. Rolf Aaberge, 2009. "Ranking intersecting Lorenz curves," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 33(2), pages 235-259, August.
    8. 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.
    9. Anthony B. Atkinson & Christoph Lakner, 2021. "Capital and Labor: The Factor Income Composition of Top Incomes in the United States, 1962-2006," The Review of Economics and Statistics, MIT Press, vol. 103(5), pages 892-904, December.
    10. Thomas Piketty & Emmanuel Saez, 2003. "Income Inequality in the United States, 1913–1998," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 1-41.
    11. Koen Decancq, 2014. "Copula-based measurement of dependence between dimensions of well-being," Oxford Economic Papers, Oxford University Press, vol. 66(3), pages 681-701.
    12. Edward Wolff & Ajit Zacharias, 2009. "Household wealth and the measurement of economic well-being in the United States," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 7(2), pages 83-115, June.
    13. Rolf Aaberge & Tom Wennemo & Anders Bjorklund & Markus Jantti & Peder J. Pedersen & Nina Smith, 2000. "Unemployment Shocks and Income Distribution: How did the Nordic Countries Fare during their Crises?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 102(1), pages 77-99, March.
    14. Douglas Gollin, 2002. "Getting Income Shares Right," Journal of Political Economy, University of Chicago Press, vol. 110(2), pages 458-474, April.
    15. Roine, Jesper & Waldenstrom, Daniel, 2008. "The evolution of top incomes in an egalitarian society: Sweden, 1903-2004," Journal of Public Economics, Elsevier, vol. 92(1-2), pages 366-387, February.
    16. Anthony Atkinson & Thomas Piketty, 2010. "Top Incomes : A Global Perspective," PSE-Ecole d'économie de Paris (Postprint) halshs-00754875, HAL.
    17. Marja Riihelä & Risto Sullström & Matti Tuomala, 2010. "Trends in top income shares in Finland in 1966- 2007," Working Papers 1078, Tampere University, Faculty of Management and Business, Economics.
    18. Valentino Dardanoni & Peter Lambert, 2001. "Horizontal inequity comparisons," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 18(4), pages 799-816.
    19. Manuel Arellano & Stéphane Bonhomme, 2017. "Quantile Selection Models With an Application to Understanding Changes in Wage Inequality," Econometrica, Econometric Society, vol. 85, pages 1-28, January.
    20. Tony Atkinson, 2002. "Top Incomes in the United Kingdom Over the Twentieth Century," Oxford Economic and Social History Working Papers _043, University of Oxford, Department of Economics.
    21. A. B. Atkinson & F. Bourguignon, 1982. "The Comparison of Multi-Dimensioned Distributions of Economic Status," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 49(2), pages 183-201.
    22. Boland, Philip J. & Proschan, Frank, 1988. "Multivariate arrangement increasing functions with applications in probability and statistics," Journal of Multivariate Analysis, Elsevier, vol. 25(2), pages 286-298, May.
    23. Facundo Alvaredo & Lucas Chancel & Thomas Piketty & Gabriel Zucman, 2018. "Distributional National Accounts," Post-Print halshs-03342488, HAL.
    24. Decancq, Koen, 2012. "Elementary multivariate rearrangements and stochastic dominance on a Fréchet class," Journal of Economic Theory, Elsevier, vol. 147(4), pages 1450-1459.
    25. repec:hal:pseose:halshs-00847231 is not listed on IDEAS
    26. 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.
    27. Markus Jäntti & Eva M. Sierminska & Philippe Van Kerm, 2015. "Modeling the Joint Distribution of Income and Wealth," Research on Economic Inequality, in: Measurement of Poverty, Deprivation, and Economic Mobility, volume 23, pages 301-327, Emerald Group Publishing Limited.
    28. Rolf Aaberge & Anthony B. Atkinson, 2008. "Top Incomes in Norway," Discussion Papers 552, Statistics Norway, Research Department.
    29. Henning Bunzel & Bent J. Christensen & Georges R. Neumann & Jean-Marc Robin, 2006. "Structural Models of Wage and Employment Dynamics," Post-Print hal-00308804, HAL.
    30. Tony Atkinson, 2002. "Top Incomes in the United Kingdom Over the Twentieth Century," Economics Series Working Papers 2002-W43, University of Oxford, Department of Economics.
    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. Chattopadhyay, Nachiketa & Sengupta, Debasis, 2020. "Individual, Structural and Exchange Mobility: Decomposition and Axiom based measures," SocArXiv 8m46u, Center for Open Science.
    2. Marco Ranaldi, 2022. "Income Composition Inequality," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 68(1), pages 139-160, March.
    3. David Gallusser & Matthias Krapf, 2022. "Joint Income-Wealth Inequality: Evidence from Lucerne Tax Data," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 163(1), pages 251-295, August.
    4. Koen Decancq, 2020. "Measuring cumulative deprivation and affluence based on the diagonal dependence diagram," METRON, Springer;Sapienza Università di Roma, vol. 78(2), pages 103-117, August.
    5. Luca Giangregorio & Davide Villani, 2023. "Income inequality, top shares of income and social classes in the 21st century," JRC Working Papers on Social Classes in the Digital Age 2023-05, Joint Research Centre.
    6. Yonatan Berman & Branko Milanovic, 2020. "Homoploutia: Top Labor and Capital Incomes in the United States, 1950-2020," LIS Working papers 806, LIS Cross-National Data Center in Luxembourg.
    7. Roberto Iacono & Elisa Palagi, 2020. "Still the lands of equality? On the heterogeneity of individual factor income shares in the Nordics," LEM Papers Series 2020/13, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    8. Facundo Alvaredo & Anthony Atkinson & Lucas Chancel & Thomas Piketty & Emmanuel Saez & Gabriel Zucman, 2016. "Distributional National Accounts (DINA) Guidelines : Concepts and Methods used in WID.world," Working Papers halshs-02794308, HAL.
    9. Luis Ayala & Ana Pérez & Mercedes Prieto-Alaiz, 2022. "The impact of different data sources on the level and structure of income inequality," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 13(3), pages 583-611, September.
    10. Iacono Roberto & Palagi Elisa, 2022. "Still the Lands of Equality? Heterogeneity of Income Composition in the Nordics, 1975–2016," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 22(2), pages 221-268, April.
    11. Roman Bobilev & Anne Boschini & Jesper Roine, 2020. "Women in the Top of the Income Distribution: What Can We Learn From LIS-Data?," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 6(1), pages 63-107, March.
    12. Paolo Caro, 2020. "Decomposing Personal Income Tax Redistribution with Application to Italy," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 18(1), pages 113-129, March.
    13. , Stone Center & Yonzan, Nishant, 2020. "Assortative Mating and Labor Income Inequality: Evidence from Fifty Years of Coupling in the U.S," SocArXiv 4whvs, Center for Open Science.
    14. Antonella D’agostino & Giovanni De Luca & Dominique Guégan, 2023. "Estimating Lower Tail Dependence Between Pairs of Poverty Dimensions in Europe," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 69(2), pages 419-442, June.
    15. César García‐Gómez & Ana Pérez & Mercedes Prieto‐Alaiz, 2021. "Copula‐based analysis of multivariate dependence patterns between dimensions of poverty in Europe," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 67(1), pages 165-195, March.
    16. Iryna Kyzyma & Alessio Fusco & Philippe Van Kerm, 2022. "Distributional Change: Assessing the Contribution of Household Income Sources," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 84(1), pages 158-184, February.
    17. Dorn, Franziska & Radice, Rosalba & Marra, Giampiero & Kneib, Thomas, 2021. "A bivariate relative poverty line for time and income poverty: Detecting intersectional differences using distributional copulas," University of Göttingen Working Papers in Economics 435, University of Goettingen, Department of Economics.
    18. Giovanna Scarcilli, 2024. "Studying the evolution of cumulative deprivation among European countries with a copula-based approach," Working Papers 667, ECINEQ, Society for the Study of Economic Inequality.
    19. Marco Ranaldi, 2016. "On the Measurement of Functional Income Distribution," Documents de travail du Centre d'Economie de la Sorbonne 16051rrr, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne, revised Oct 2018.
    20. Marco Ranaldi, 2018. "On the Measurement of Functional Income Distribution," Post-Print halshs-01379229, HAL.
    21. Oliver Grothe & Fabian Kächele & Friedrich Schmid, 2022. "A multivariate extension of the Lorenz curve based on copulas and a related multivariate Gini coefficient," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 20(3), pages 727-748, September.
    22. Zhu, Junyi & Steiner, Viktor, 2020. "A Joint Top Income and Wealth Distribution," VfS Annual Conference 2020 (Virtual Conference): Gender Economics 224651, Verein für Socialpolitik / German Economic Association.
    23. David Gallusser & Matthias Krapf, 2019. "Joint Income-Wealth Inequality: An Application Using Administrative Tax Data," CESifo Working Paper Series 7876, CESifo.
    24. Steiner, Viktor & Zhu, Junyi, 2021. "A joint top income and wealth distribution," Discussion Papers 2021/3, Free University Berlin, School of Business & Economics.

    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. Anthony B. Atkinson & Alessandra Casarico & Sarah Voitchovsky, 2018. "Top incomes and the gender divide," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 16(2), pages 225-256, June.
    2. Boschini, Anne & Gunnarsson, Kristin & Roine, Jesper, 2020. "Women in top incomes – Evidence from Sweden 1971–2017," Journal of Public Economics, Elsevier, vol. 181(C).
    3. Raymundo M. Campos-Vazquez & Emmanuel Chavez & Gerardo Esquivel, 2017. "Growth is (really) good for the (really) rich," The World Economy, Wiley Blackwell, vol. 40(12), pages 2639-2675, December.
    4. Advani, Arun & Koenig, Felix & Pessina, Lorenzo & Summers, Andy, 2020. "Importing Inequality: Immigration and the Top 1 Percent," IZA Discussion Papers 13731, Institute of Labor Economics (IZA).
    5. David Gallusser & Matthias Krapf, 2022. "Joint Income-Wealth Inequality: Evidence from Lucerne Tax Data," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 163(1), pages 251-295, August.
    6. Salvatore Morelli, 2018. "Banking crises in the US: the response of top income shares in a historical perspective," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 16(2), pages 257-294, June.
    7. Roman Bobilev & Anne Boschini & Jesper Roine, 2020. "Women in the Top of the Income Distribution: What Can We Learn From LIS-Data?," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 6(1), pages 63-107, March.
    8. Advani, Arun & Summers, Andy & Tarrant, Hannah, 2020. "Measuring UK top incomes," CAGE Online Working Paper Series 490, Competitive Advantage in the Global Economy (CAGE).
    9. Cecilia García-Peñalosa & Elsa Orgiazzi, 2013. "Factor Components of Inequality: A Cross-Country Study," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 59(4), pages 689-727, December.
    10. Atanu Ghoshray & Issam Malki & Javier Ordóñez, 2022. "On the long-run dynamics of income and wealth inequality," Empirical Economics, Springer, vol. 62(2), pages 375-408, February.
    11. Boschini, Anne & Gunnarsson, Kristin & Roine, Jesper, 2017. "Women in Top Incomes: Evidence from Sweden 1974–2013," IZA Discussion Papers 10979, Institute of Labor Economics (IZA).
    12. Iryna Kyzyma & Alessio Fusco & Philippe Van Kerm, 2022. "Distributional Change: Assessing the Contribution of Household Income Sources," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 84(1), pages 158-184, February.
    13. Ignacio Flores & Claudia Sanhueza & Jorge Atria & Ricardo Mayer, 2020. "Top Incomes in Chile: A Historical Perspective on Income Inequality, 1964–2017," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 66(4), pages 850-874, December.
    14. Gabriel Burdín & Mauricio de Rosa & Andrea Vigorito & Joan Vilá, 2019. "Was falling inequality in all Latin American countries a data-driven illusion? Income distribution and mobility patterns in Uruguay 2009-2016," Documentos de Trabajo (working papers) 19-30, Instituto de Economía - IECON.
    15. Terhi Ravaska, 2018. "Top incomes and income dynamics from a gender perspective: Evidence from Finland 1995-2012," Working Papers 469, ECINEQ, Society for the Study of Economic Inequality.
    16. Terhi Ravaska, 2018. "Top incomes and income dynamics from a gender perspective: Evidence from Finland 1995–2012," Working Papers 321, Työn ja talouden tutkimus LABORE, The Labour Institute for Economic Research LABORE.
    17. Bukowski, Pawel & Novokmet, Filip, 2019. "Between communism and capitalism: long-term inequality in Poland, 1892-2015," LSE Research Online Documents on Economics 102814, London School of Economics and Political Science, LSE Library.
    18. Pawel Bukowski & Filip Novokmet, 2019. "Between communism and capitalism: long-term inequality in Poland, 1892-2015," CEP Discussion Papers dp1628, Centre for Economic Performance, LSE.
    19. Frank A. Cowell & Philippe Kerm, 2015. "Wealth Inequality: A Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 29(4), pages 671-710, September.
    20. Arčabić, Vladimir & Kim, Kyoung Tae & You, Yu & Lee, Junsoo, 2021. "Century-long dynamics and convergence of income inequality among the US states," Economic Modelling, Elsevier, vol. 101(C).

    More about this item

    Keywords

    Top incomes; Wages; Capital incomes; Copula;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • D31 - Microeconomics - - Distribution - - - Personal Income and Wealth Distribution
    • D33 - Microeconomics - - Distribution - - - Factor Income Distribution

    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:spr:joecin:v:16:y:2018:i:2:d:10.1007_s10888-018-9386-x. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.