Abstract
We review results concerning the representation of partial orders of univariate distributions via stochastic orders and investigate their applications to some classes of stochastic dominance conditions applied in inequality and welfare measurement. The results obtained in an unidimensional framework are extended to multidimensional analysis. We discuss difficulties arising from aggregation of multidimensional distributions into synthetic indicators that value both inequality in the distribution of each attribute and the association between the attributes. We explore the potential for multidimensional evaluations that are based on the partial orders induced by different criteria of majorization and organize related and equivalent inequality and welfare representations.
This is a preview of subscription content, access via your institution.



Notes
Both in Dahl [23] and Andreoli and Zoli [5] the criterion of matrix majorization is formalized through transformations obtained by post multiplication of a matrix by a row stochatic matrix. However, for consistency of notation in this work all matrices are transposed with respect to those considered in the mentioned papers and therefore the notion of matrix majorization should be based on transformations generated by pre-multiplication via column stochastic matrices.
In order to obtain this result it is sufficient to set the integer n sufficiently large to guarantee that the product \(nz_{i}\) gives an integer number \(s_{i}\) for any unit i in the populations of both \(X^{\prime }\) and \(Y^{\prime }.\) Then, each unit i should be split in \(s_{i}\) units of equal weight 1/n.
These concepts are known in the literature under different denominations. They are known either as linear-combinations majorization and positive linear-combinations majorization or as directional majorization and positive directional majorization, see Bhandari [11], Joe and Verducci [51], and Tsui [94], for an overview see Marshall et al. [64] Ch.15. Koshevoy and Mosler [57] suggest the possibility of interpreting the directional majorization in terms of prices (both positive and negative), while Mosler [70] uses the term price majorization for the case where prices are non-negative. In our exposition we retain the explanation in terms of prices making explicit in the terminology when non-negative prices are considered, in this case we use the term positive price majorization.
As an extreme case if \(p_{1}=-1\) and \(p_{2}=+1,\) then the potential budget distibution for Z is (0, 0); and for Y is \((1,-1)\) where clearly the former is less unequal than the latter also in term of the PD principle of transfers. This result goes in the opposite direction of what required by Aversion to CIT.
References
Aaberge, R.: Characterizations of Lorenz curves and income distributions. Soc. Choice Welf. 17, 639–653 (2000)
Aaberge, R.: Ranking intersecting Lorenz curves. Soc. Choice Welf. 33(2), 235–259 (2009)
Aaberge, R., Brandolini, A.: Multidimensional poverty and inequality. In: Atkinson, A.B., Bourguignon, F. (eds.) Handbook of Income Distribution, vol. 2, Ch.3, pp. 141–216. Elsevier, Amsterdam (2015)
Andreoli, F.: Robust inference for inverse stochastic dominance. J. Bus. Econ. Stat. 36(1), 146–159 (2018)
Andreoli, F., Zoli, C.: Robust dissimilarity comparisons with categorical outcomes. Working Papers 502, ECINEQ, Society for the Study of Economic Inequality (2019)
Arnold, B.C.: Majorization and the Lorenz curve. Lecture Notes in Statistics, vol. 43. Springer, New York (1987)
Athey, S.: Characterizing properties of stochastic objective functions. MIT Working Paper No. 96-1R, 1998 revised (2000)
Athey, S.: Monotone comparative statics under uncertainty. Q. J. Econ. 117, 187–223 (2002)
Atkinson, A.B.: On the measurement of inequality. J. Econ. Theory 2, 244–263 (1970)
Atkinson, A.B., Bourguignon, F.: The comparison of multidimensioned distribution of economic status. Rev. Econ. Stud. 49, 183–201 (1982)
Bhandari, S.K.: Multivariate majorization and directional majorization: positive results. Sankya Ser. A 50, 199–204 (1988)
Basili, M., Casaca, P., Chateauneuf, Franzini, M.: Multidimensional Pigou-Dalton transfers and social evaluations functions. Theor. Decis. 83(4), 573–590 (2017)
Ben Porath, E., Gilboa, I.: Linear measures, the Gini index, and the income-equality trade-off. J. Econ. Theory 18, 59–80 (1994)
Ben-Porath, E., Gilboa, I., Schmeidler, D.: On the measurement of inequality under uncertainty. J. Econ. Theory 75, 194–204 (1997)
Bosmans, K., Lauwers, L., Ooghe, E.: A consistent multidimensional Pigou–Dalton transfer principle. J. Econ. Theory 144(3), 1358–1371 (2009)
Bourguignon, F., Chakravarty, S.R.: Multidimensional poverty orderings. DELTA Working Papers 2002-22, DELTA (Paris: Ecole Normale Supérieure) (2002)
Chakravarty, S.R.: Ethical Social Index Numbers. Springer, Berlin (1990)
Chakravarty, S., Muliere, P.: Welfare indicators: a review and new perspectives. 1. Measurement of inequality. Metron Int. J. Stat. 61, 457–497 (2003)
Chakravarty, S., Muliere, P.: Welfare indicators: a review and new perspectives. 2. Measurement of poverty. Metron Int. J. Stat. 62, 247–281 (2004)
Chateauneuf, A., Gajdos, T., Wilthien, P.H.: The principle of strong diminishing transfer. J. Econ. Theory 103, 311–333 (2002)
Cowell, F.A.: Measurement of Inequality. In: Atkinson, A.B., Bourguignon, F. (eds.) Handbook of Income Distribution, vol. 1, chap. 2, pp. 87–166. North Holland, Amsterdam (2000)
Cowell, F.A., Flachaire, E.: Statistical methods for distributional analysis. In: Atkinson, A.B., Bourguignon, F. (eds.) Handbook of Income Distribution, vol. 2, ch. 3, pp. 359–465. Elsevier, Amsterdam (2015)
Dahl, G.: Matrix majorization. Linear Algebra Appl. 288, 53–73 (1999)
Dardanoni, V., Lambert, P.J.: Welfare rankings of income distributions: a role for the variance and some insights for tax reform. Soc. Choice Welf. 5, 1–17 (1988)
Dardanoni, V.: On multidimensional inequality measurement. In: Dagum, C., Lemmi, A. (eds.) Research on Economic Inequality: Income Distribution, Social Welfare, Inequality and Poverty, vol. 6, pp. 201–205. JAI Press Inc., Bingley (1996)
Dasgupta, P., Sen, A.K., Starrett, D.: Notes on the measurement of inequality. J. Econ. Theory 6, 180–187 (1973)
Decancq, K.: Elementary multivariate rearrangements and stochastic dominance on a Fréchet class. J. Econ. Theory 147(4), 1450–1459 (2012)
Decancq, K., Decoster, A., Schokkaert, E.: The evolution in world inequality in well-being. World Dev. 37, 11–25 (2009)
Denuit, M., Mesfioui, M.: Generalized increasing convex and directionally convex orders. J. Appl. Probab. 47, 264–276 (2010)
Donaldson, D., Weymark, J.A.: A single-parameter generalization of the Gini indices of inequality. J. Econ. Theory 22, 67–86 (1980)
Dutta, I., Pattanaik, P.K., Xu, Y.: On measuring deprivation and the standard of living in a multidimensional framework on the basis of aggregate data. Economica 70, 197–221 (2003)
Ebert, U.: Measurement of inequality: an attempt at unification and generalization. Soc. Choice Welf. 5, 147–69 (1988)
Epstein, L.G., Tanny, S.M.: Increasing generalized correlation: a definition and some economic consequences. Can. J. Econ. 13, 16–34 (1980)
Faure, M., Gravel, N.: Equality among unequals. AMSE Working Papers No 1702, Aix-Marseille School of Economics, France (2017)
Fields, G.S., Fei, C.H.: On inequality comparisons. Econometrica 46, 303–316 (1978)
Fishburn, P.C.: Continua of stochastic dominance relations for bounded probability distributions. J. Math. Econ. 3, 295–311 (1976)
Fishburn, P.C., Willig, R.D.: Transfer principles in income redistribution. J. Public Econ. 25, 323–328 (1984)
Foster, J.: Inequality measurement. In: Young, H.P. (ed.) Fair allocation; Proceeding of Symposia in Applied Mathematics, vol. 33, pp. 31–68. The American Mathematical Society, Providence (1985)
Foster, J., Greer, J., Thorbecke, D.: A class of decomposable poverty measures. Econometrica 52, 761–766 (1984)
Foster, J., Shorrocks, A.F.: Poverty orderings. Econometrica 56, 173–177 (1988)
Foster, J.E., Lopez-Calva, L., Szekely, M.: Measuring the distribution of human development: Methodology and an application to Mexico. J. Human Dev. 6, 5–29 (2005)
Gajdos, T., Maurin, E.: Unequal uncertainties and uncertain inequalities: An axiomatic approach. J. Econ. Theory 116, 93–118 (2004)
Gajdos, T., Weymark, J.A.: Multidimensional generalized Gini indices. Econ. Theor. 26(3), 471–496 (2005)
Gastwirth, J.L.: A general definition of the Lorenz curve. Econometrica 39, 1037–1039 (1971)
Gilboa, I., Schmeidler, D.: Maximin expected utility with non-unique prior. J. Math. Econ. 18, 141–153 (1989)
Gini, C.: Di una misura di dissomiglianza tra due gruppi di quantità e delle sue applicazioni allo studio delle relazioni statistiche, Atti del R, Istitituto Veneto di Scienze Lettere e Arti LXXIII (1914)
Gravel, N., Moyes, P.: Ethically robust comparisons of bidimensional distributions with an ordinal attribute. J. Econ. Theory 147(4), 1384–1426 (2012)
Hadar, J., Russell, W.: Rules for ordering uncertain prospects. Am. Econ. Rev. 49, 25–34 (1969)
Hardy, G.H., Littlewood, J.E., Polya, G.: Inequalities. Cambridge University Press, London (1934)
Hicks, D.A.: The inequality-adjusted human development Index: a constructive proposal. World Dev. 25, 1283–1298 (1997)
Joe, H., Verducci, J.: Multivariate majorization by positive combinations. In: Shaked, M., Tong, Y. (eds.) Stochastic Inequalities—IMS Lectures Notes, vol. 22, pp. 159–181 (1992)
Kolm, S.C.: The optimal production of social justice. In: Margolis, J., Gutton, H. (eds.) Public Economics, pp. 145–200. Mcmillan, London (1969)
Kolm, S.C.: Unequal inequalities I, II. J. Econ. Theory 12, 416–442 (1976a)
Kolm, S.C.: Unequal inequalities I, II. J. Econ. Theory 13, 82–111 (1976b)
Kolm, S.-C.: Multidimensional egalitarianism. Q. J. Econ. 91(1), 1–13 (1977)
Koshevoy, G.: Multivariate Lorenz majorization. Soc. Choice Welf. 12, 93–102 (1995)
Koshevoy, G., Mosler, K.: The Lorenz zonoid of a multivariate distribution. J. Am. Stat. Assoc. 91, 873–882 (1996)
Koshevoy, G., Mosler, K.: Multivariate Lorenz dominance based on zonoids. Adv. Stat. Anal. 91, 57–76 (2007)
Lambert, P.J.: The distribution and redistribution of income: A mathematical analysis, 2nd edn. Manchester University Press, Manchester (2001)
LeBreton, M.: Inequality, poverty measurement and welfare dominance: an attempt at unification. In: Eichhorn, W. (ed.) Models and Measurement in of Welfare and Inequality, pp. 120–140. Springer, Berlin (1994)
Maasoumi, E.: The measurement and decomposition of multidimensional inequality. Econometrica 54, 991–997 (1986)
Maccheroni, F., Muliere, P., Zoli, C.: Inverse stochastic orders and generalized Gini functionals. Metron Int. J. Stat. 63(3), 529–559 (2005)
Marshall, A.W., Olkin, I.: Inequalities: Theory of majorization and its applications. Academic Press, New York (1979)
Marshall, A.W., Olkin, I., Arnold, B.: Inequalities: Theory of majorization and its applications. Springer, New York (2011)
Marinacci, M., Montrucchio, L.: Ultramodular functions. Math. Oper. Res. 30(2), 311–332 (2005)
Mehran, F.: Linear measures of income inequality. Econometrica 44, 805–809 (1976)
Meyer, M., Strulovici, B.: Increasing interdependence of multivariate distributions. J. Econ. Theory 147(4), 1460–1489 (2012)
Mosler, K.: Multidimensional welfarism. In: Eichhorn, W. (ed.) Models and Measurement of Welfare and Inequality, pp. 808–820. Springer-Verlag, Berlin (1994a)
Mosler, K.: Majorization in economic disparity measures. Linear Algebra Appl. 199, 91–114 (1994b)
Mosler, K.: Multivariate dispersion, central regions and depth. Lecture Notes in Statistics. Springer, New York (2002)
Mosler, K., Muliere, P.: Welfare means and equalizing transfers. Metron Int. J. Stat. 56, 11–52 (1998)
Muliere, P., Scarsini, M.: A note on stochastic dominance and inequality measures. J. Econ. Theory 49, 314–323 (1989)
Muller, C., Trannoy, A.: Multidimensional inequality comparisons: A compensation perspective. J. Econ. Theory 147(4), 1427–1449 (2012)
Müller, A.: Stochastic orders generated by integrals: a unified study. Adv. Appl. Probab. 29, 414–428 (1997)
Müller, A., Stoyan, D.: Comparisons Methods for Stochastic Models and Risks. Wiley, Chichester (2002)
Müller, A., Scarsini, M.: Stochastic comparisons of random vectors with a common copula. Math. Oper. Res. 26, 723–740 (2001)
Müller, A., Scarsini, M.: Fear of loss, inframodularity, and transfers. J. Econ. Theory 147(4), 1490–1500 (2012)
Rubinstein, A., Fishburn, P.C.: Algebraic aggregation theory. J. Econ. Theory 38(1), 63–77 (1986)
Rothschild, M., Stiglitz, J.: Increasing risk: I. A definition. J. Econ. Theory 2, 225–243 (1970)
Rothschild, M., Stiglitz, J.E.: Some further results on the measurement of inequality. J. Econ. Theory 6, 188–204 (1973)
Saposnik, R.: Rank-dominance in income distributions. Public Choice 36, 147–51 (1981)
Savaglio, E.: Multidimensional inequality: A survey. In: Farina, F., Savaglio, E. (eds.) Inequality and Economic Integration. Routledge, London (2002)
Scarsini, M.: Multivariate convex orderings, dependence, and stochastic equality. J. Appl. Probab. 35, 93–103 (1998)
Sen, A.K. (1973): On economic inequality. Claredon Press, Oxford (1997) [expanded edition with the annexe “OnEconomic Inequality After a Quarter Century” by Foster, J. AndSen, A.K.]
Sen, A.K.: Poverty: an ordinal approach to measurement. Econometrica 44, 219–231 (1976)
Shaked, M., Shanthikumar, J.G.: Stochastic Orders and Their Applications. Academic Press, Boston (1994)
Shorrocks, A.F.: Ranking income distributions. Economica 50, 3–17 (1983)
Shorrocks, A.F., Foster, J.E.: Transfer sensitive inequality measures. Rev. Econ. Stud. 14, 485–497 (1987)
Silber, J.: Handbook of Income Inequality Measurement. In: Silber, J. (ed.). Kluwer Academic, Boston (1999)
Tchen, A.: Inequalities for distributions with given marginals. Ann. Probab. 8(4), 814–827 (1980)
Thistle, P.D.: Ranking distributions with generalized Lorenz curves. South. Econ. J. 56(1), 1–12 (1989)
Thistle, P.D.: Negative moments, risk aversion and stochastic dominance. J. Financ. Quant. Anal. 28, 301–311 (1993)
Tsui, K.-Y.: Multidimensional generalizations of the relative and absolute inequality indices: The Atkinson–Kolm–Sen approach. J. Econ. Theory 67, 251–265 (1995)
Tsui, K.-Y.: Multidimensional inequality and multidimensional generalized entropy measures: an axiomatic approach. Soc. Choice Welf. 16, 145–158 (1999)
UN Development Programme: Human development indices and indicators. UNDP, New York (2018)
Wang, S.S., Young, V.R.: Ordering risks: Expected utility theory versus Yaari’s dual theory of risk. Insur. Math. Econ. 22, 145–161 (1998)
Weymark, J.A.: Generalized Gini inequality indices. Math. Soc. Sci. 1, 409–430 (1981)
Weymark, J.: The normative approach to the measurement of multidimensional inequality. In: Farina, F., Savaglio, E. (eds.) Inequality and Economic Integration. Routledge, London (2004)
Whitmore, G.A.: Third-degree stochastic dominance. Am. Econ. Rev. 60(3), 457–59 (1970)
Yaari, M.E.: The dual theory of choice under risk. Econometrica 55, 95–115 (1987)
Yitzhaki, S.: On an extension of the Gini inequality index. Int. Econ. Rev. 24, 617–628 (1983)
Zoli, C.: Intersecting generalized Lorenz curves and the Gini index. Soc. Choice Welf. 16, 183–196 (1999)
Zoli, C.: Inverse stochastic dominance, inequality measurement and Gini indices. J. Econ. 77, 119–161 (2002). [Supplement # 9, P. Moyes, C. Seidl and A.F. Shorrocks (Eds.), Inequalities: Theory, Measurement and Applications]
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Andreoli F. research has also been undertaken at the Luxembourg Institute of Socio-Economic Research, LISER, his research acknowledges financial support from the French National Agency for Research under the project The Measurement of Ordinal and Multidimensional Inequalities (grant ANR-16-CE41-0005-01) and the Luxembourg Fonds National de la Recherche (IMCHILD grant INTER/NORFACE/16/11333934). This research is also part of the project MOBILIFE (grant RBVR-17KFHX) supported by the University of Verona. This paper is partially built on a revised and updated version of C. Zoli lecture notes on “multidimensional inequality” presented at Canazei winter school on Inequality and Social Welfare Theory. We are grateful to the editor and the anonymous referees for helpful suggestions on earlier versions of the paper. The usual disclaimer applies.
Rights and permissions
About this article
Cite this article
Andreoli, F., Zoli, C. From unidimensional to multidimensional inequality: a review. METRON 78, 5–42 (2020). https://doi.org/10.1007/s40300-020-00168-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40300-020-00168-4
Keywords
- Multidimensional inequality
- Well-being
- Majorization
- Stochastic orders
- Lorenz zonoid
- Price dominance