Skip to main content
Log in

A multidimensional approach to measuring the middle class

  • Published:
The Journal of Economic Inequality Aims and scope Submit manuscript

Abstract

Middle class studies have gained relevance in the economic literature. Nevertheless, a profound lack of agreement on conceptual and methodological issues for its identification remains. Furthermore, it has mostly relied on only one dimension: income. In this paper we present a new multidimensional approach for identifying the middle class based on multivariate quantiles. Moreover, this approach allows for a more general assessment of welfare given that it allows for identifying other groups -the poor and the upper class- overcoming existing strategies. We provide an empirical application for the case of Argentina in the 2004-2014 period.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Atkinson, A., Brandolini, A.: On the identification of the Middle Class. ECINEQ Working Paper 217 (2011)

  • Banerjee, A., Duflo, E.: What is middle class about the middle classes around the world. J. Econ. Perspect. 22, 3–28 (2008)

    Article  Google Scholar 

  • Birdsall, N., Graham, C., Pettinato, S.: Stuck in the Tunnel: Is Globalization Muddling the Middle Class? Center on Social and Economic Dynamics Working Paper 14 (2000)

  • Carlier, G., Chernozhukov, V., Galichon, A.: Vector Quantile Regression: An optimal transport approach. Ann. Stat. 44, 1165–1192 (2014)

    Article  Google Scholar 

  • Caruso, G., Sosa-Escudero, W., Svarc, M.: Deprivation and the dimensionality of welfare: a Variable-Selection Cluster-Analysis. Rev. Income Wealth 61, 702–722 (2015)

    Article  Google Scholar 

  • Chaudhuri, P.: On a geometric notion of quantile for multivariate data. J. Am. Stat. Assoc. 91, 862–872 (1996)

    Article  Google Scholar 

  • Chernozhukov, V., Galichon, A., Hallin, M., Henry, M.: Monge-kantorovich depth, quantile, ranks and signs. Ann. Stat. 45, 223–256 (2017)

    Article  Google Scholar 

  • Dang, H., Lanjouw, P.F.: Welfare dynamics measurement: Two definitions of a vulnerability line and their empirical application. Rev. Income Wealth 63 (4), 633–660 (2017)

    Article  Google Scholar 

  • Davis, J.C., Huston, J.H.: The shrinking middle class income: a multivariate analysis. East. Econ. J. 18, 277–285 (1992)

    Google Scholar 

  • Dauxois, J., Pousse, A., Romain, Y.: Asymptotic theory for the principal component analysis of a vector random function: some applications to statistical inference. Journal of Multivariate Analysis (1982)

  • Easterly, W.: The middle class consensus and economic development. J. Econ. Growth 317-35, 6 (2001)

    Google Scholar 

  • Edo, M., Sosa-Escudero, W.: Tracking the Evolution of the Middle Class in Argentina 1991-2012 Anales de la asociación Argentina de economía política XLVII (2012)

  • Ferreira, F.H.G., Messina, J., Rigolini, J., López-calva, L.F, Lugo, M.A, Vakis, R.: Economic mobility and the rise of the Latin American Middle Class The World Bank (2013)

  • Fraiman, R., Justel, A., Svarc, M.: Selection of variables for cluster analysis and classification rules. J. Am. Stat. Assoc. 103, 1294–1303 (2008)

    Article  Google Scholar 

  • Fraiman, R., Pateiro-López, B.: Quantiles for finite and infinite dimensional data. J. Multivar. Anal. 108, 1–14 (2012)

    Article  Google Scholar 

  • Gayo, M.: Revisiting middle-class politics: a multidimensional approach – evidence from Spain. Sociol. Rev. 61, 814–837 (2013)

    Article  Google Scholar 

  • Gasparini, L., Sosa-Escudero, W., Marchionni, M., Olivieri, S.: Multidimensional poverty in Latin America and the Caribbean: new evidence from the Gallup World Poll. J. Econ. Inequal. 11, 195–214 (2013)

    Article  Google Scholar 

  • Gigliarano, C., Mosler, K.: Measuring Middle-Class decline in one and many attributes. Quaderno di Ricerca 333 (2009)

  • Gigliarano, C., Muliere, P.: Measuring Income Polarization Using an enlarged. Middle Class Working Paper 271 ECINEQ (2012)

  • Hallin, M., Paindavaine, D., Siman, M.: Multivariate quantiles and Multiple-Output regression quantiles: From L1 optimization to halfspace depth. Ann. Stat. 38, 635–669 (2010)

    Article  Google Scholar 

  • Kong, L., Mizera, I.: Quantile tomography: Using quantiles with multivariate data. Stat. Sin. 22, 1589–1610 (2012)

    Google Scholar 

  • López-Calva, L.F., Ortiz-Juárez, E.: A vulnerability approach to the definition of the middle class. J. Econ. Inequal. 12(1), 23–47 (2014)

    Article  Google Scholar 

  • Montes-Rojas, G.: Reduced form vector from directional quantiles. J. Multivar. Anal. 158, 20–30 (2017)

    Article  Google Scholar 

  • Ravallion, M.: The Developing World’s Bulging (but Vulnerable) `Middle Class’. World Bank Research Working Paper 4816 (2009)

  • Stampini, M., Robles, M., Sáenz, M., Ibarrará, P., Medellín, N.: Poverty, vulnerability, and the middle class in Latin America. Latin American Economic Review 25(4) (2016)

  • Weber, M.: The protestant ethic and the spirit of capitalism. Germany (1905)

  • White, H., Kim, T.H., Manganelli, S.: VAR For VaR: Measuring tail dependence using multivariate regression quantiles. J. Econ. 187, 169–188 (2015)

    Article  Google Scholar 

Download references

Acknowledgments

This work was partially supported by the Spanish Agencia Estatal de Investigación (AEI) and Fondo Europeo de Desarrollo Regional (FEDER), Grant CTM2016-79741-R for MICROAIPOLAR project and by Grant pict 2018-00740 from anpcyt (M. Svarc). We thank Leonardo Gasparini, participants of the VIII ECINEQ Meeting as well as the editor and two anonymous referees for their helpful comments and suggestions. All errors and omissions are our sole responsibility.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to María Edo.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Electronic supplementary material

Below is the link to the electronic supplementary material.

(PDF 215 KB)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Edo, M., Escudero, W.S. & Svarc, M. A multidimensional approach to measuring the middle class. J Econ Inequal 19, 139–162 (2021). https://doi.org/10.1007/s10888-020-09464-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10888-020-09464-5

Keywords

Navigation