Abstract
The economic literature contains many parametric models for the Lorenz curve. A number of these models can be obtained by distorting an original Lorenz curve \(L\) by a function \(h\), giving rise to a distorted Lorenz curve \({\widetilde{L}}=h\circ L\). In this paper, we study, in a unified framework, this family of curves. First, we explore the role of these curves in the context of the axiomatic structure of Aaberge (2001) for orderings on the set of Lorenz curves. Then, we describe some particular models and investigate how changes in the parameters in the baseline Lorenz curve \(L\) affect the transformed curve \({\widetilde{L}}\). Our results are stated in terms of preservation of some stochastic orders between two Lorenz curves when both are distorted by a common function.
Similar content being viewed by others
References
Aaberge R (2000) Axiomatic characterization of the Gini coefficient and Lorenz curve orderings. J Econ Theory 101:115–132
Aaberge R (2001) Characterization of Lorenz curves and income distributions. Soc Choice Welf 17:639–653
Aaberge R (2009) Ranking intersecting Lorenz curves. Soc Choice Welf 33:235–259
Aggarwal V (1984) On optimum aggregation of income distribution data. Sankhya B 46:343–355
Aggarwal V, Singh R (1984) On optimum stratification with proportional allocation for a class of Pareto distributions. Commun Stat Theory Methods 13:3017–3116
Arnold BC (1986) A class of hyperbolic Lorenz curves. Sankhya B 48:427–436
Arnold BC (1987) Majorization and the Lorenz order: a brief introduction. Lecture notes in statistics 43, Springer, Berlin
Arnold BC, Brockett PL, Robertson CA, Shu BY (1987) Generating ordered families of Lorenz curves by strongly unimodal distributions. J Bus Econ Stat 5:305–308
Atkinson AB (1970) On the measurement of inequality. J Econ Theory 2:244–263
Balakrishnan N, Nevzorov VB (2003) A primer on statistical distributions. Wiley InterScience, New York
Barlow RE, Proschan F (1975) Statistical theory of reliability and life testing: reliability models. Rinehart & Winston, Holt
Basmann RL, Hayes KJ, Slottje DJ, Johnson JD (1990) A general functional form for approximating the Lorenz curve. J Econom 43:77–90
Chateauneuf A, Cohen M, Meilijson I (2004) Four notions of mean-preserving increase in risk, risk attitudes and applications to the rank-dependent expected utility model. J Math Econ 40:547–571
Chotikapanich D (1993) A comparison of alternative functional forms for the Lorenz curve. Econ Lett 41:129–138
Denneberg D (1990) Premium calculation: why standard deviation should be replaced by absolute deviation. ASTIN Bull 20:181–190
Donaldson D, Weymark JA (1980) A single-parameter generalization of the Gini index of inequality. J. Econ. Theory 22:67–86
Gastwirth JL (1971) A general definition of the Lorenz curve. Econometrica 39:1037–1039
Gupta MR (1984) Functional form for estimating the Lorenz curve. Econometrica 52:1313–1314
Helene O (2010) Fitting Lorenz curves. Econ Lett 108:153–155
Holm J (1993) Maximum entropy Lorenz curves. J Econom 44:377–389
Kakwani N (1980) On a class of poverty measures. Econometrica 48:437–446
Kakwani N (1984) Welfare ranking of income distributions. Adv Econom 3:191–213
Kakwani NC, Podder N (1976) Efficient estimation of the Lorenz curve and associated inequality measures from grouped observations. Econometrica 44:137–148
López-Díaz M, Sordo MA, Suárez-Llorens A (2012) On the L\(_{p}\) -metric between a probability distribution and its distortion. Insurance Math Econ 51:257–264
Muliere P, Scarsini M (1989) A note on stochastic dominance and inequality measures. J Econ Theory 49:314–323
Navarro J, Del Águila Y, Sordo MA, Suárez-Llorens A (2013a) Stochastic ordering properties for systems with dependent identically distributed components. Appl Stoch Models Bus Ind 29:264–278
Navarro J, Del Águila Y, Sordo MA, Suárez-Llorens A (2013b) Preservation of reliability classes under the formation of coherent systems. Appl Stoch Models Bus Ind. doi:10.1002/asmb.1985
Navarro J, Rychlik T (2010) Comparisons and bounds for expected lifetimes of reliability systems. Eur J Oper Res 207:309–317
Ogwang T, Rao ULG (1996) A new functional form for aproximating the Lorenz curve. Econ Lett 52:21–29
Ogwang T, Rao ULG (2000) Hybrid models of the Lorenz curves. Econ Lett 69:39–44
Ortega P, Fernández MA, Ladoux M, García A (1991) A new functional form for estimating Lorenz curves. Rev Income Wealth 37:447–452
Pakes AG (1986) On income distributions and their Lorenz curves. Department of Mathematics, University of Western Australia Nedlands, W.A, Technical Report
Ramos HM, Sordo MA (2003) Dispersion measures and dispersive orderings. Stat Probab Lett 61:123–131
Rasche RH, Gaffney J, Koo A, Obst N (1980) Functional forms for estimating the Lorenz curve. Econometrica 48:1061–1062
Rohde N (2009) An alternative functional form for estimating the Lorenz curve. Econ Lett 105:61–63
Rothschild M, Stiglitz JE (1973) Some further results on the measurement of inequality. J Econ Theory 6:188–204
Ryu H, Slottje D (1996) Two flexible functional forms for approximating the Lorenz curve. J Econom 72:251–274
Sarabia JM (1997) A hierarchy of Lorenz curves based on the generalized Tukey’s lambda distribution. Econom Rev 16:305–320
Sarabia JM, Castillo E, Slottje DJ (1999) An ordered family of Lorenz curves. J Econom 91:43–60
Sarabia JM, Castillo E, Slottje DJ (2001) An exponential family of Lorenz curves. South Econ J 67:748–756
Sarabia JM, Pascual M (2002) A class of Lorenz curves based on linear exponential loss functions. Commun Stat Theory Methods 31:925–942
Sarabia JM, Gómez-Déniz E, Sarabia M, Prieto F (2010a) A general method for generating parametric Lorenz and Leimkuhler curves. J Informetr 4:524–539
Sarabia JM, Prieto F, Sarabia M (2010b) Revisiting a functional form the Lorenz curve. Econ Lett 107:249–252
Sarabia JM, Jordá V, Trueba C (2013) The Lamé class of Lorenz curves. Commun Stat Theory Methods (forthcoming)
Shaked M, Shanthikumar JG (2007) Stochastic orders. Springer series in statistics, Springer, Berlin
Sordo MA, Ramos HM (2007) Characterizations of stochastic orders by L-functionals. Stat Pap 48:249–263
Sordo MA, Ramos CD (2011) Poverty comparisons when TIP curves intersect. SORT 35:65–80
Sordo MA, Ramos HM, Ramos CD (2007) Poverty measures and poverty orderings. SORT 31:169–180
Sordo MA, Suárez-Llorens A (2011) Stochastic comparisons of distorted variability measures. Insurance Math Econ 49:11–17
Villaseñor JA, Arnold BC (1989) Elliptical Lorenz curves. J Econom 40:327–338
Wang S (1996) Premium calculation by transforming the layer premium density. ASTIN Bull 26:71–92
Wang Z, Smyth R, Ng Y-K (2009) A new ordered family of Lorenz curves with an application to measuring income inequality and poverty in rural China. China Econ Rev 20:218–235
Wang Z, Ng Y-K, Smyth R (2011) A general method for creating Lorenz curves. Rev Income Wealth 57:561–582
Yaari ME (1987) The dual theory of choice under risk. Econometrica 55:95–115
Yitzhaki S (1983) On an extension of the Gini inequality index. Int Econ Rev 24:617–628
Zoli C (1999) Intersecting generalized Lorenz curves and the Gini index. Soc Choice Welf 16:183–196
Acknowledgments
We are grateful for the constructive suggestions provided by the reviewers and the Associate Editor, which improved the paper. Miguel A. Sordo is partially supported by Ministerio de Ciencia e Innovación (Grant MTM2009-08326) and Consejería de Economía, Innovación, Ciencia y Empleo (Grant P09-SEJ-4739). Jorge Navarro is partially supported by Ministerio de Ciencia y Tecnología de España (Grant MTM2009-08311) and Fundación Séneca (C.A.R.M.) under Grant 08627/PI/08. José M. Sarabia is partially supported by Ministerio de Economía y Competitividad (project ECO2010-15455).
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Sordo, M.A., Navarro, J. & Sarabia, J.M. Distorted Lorenz curves: models and comparisons. Soc Choice Welf 42, 761–780 (2014). https://doi.org/10.1007/s00355-013-0754-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00355-013-0754-y