Skip to main content

Parametric Lorenz Curves: Models and Applications

  • Chapter
Modeling Income Distributions and Lorenz Curves

Part of the book series: Economic Studies in Equality, Social Exclusion and Well-Being ((EIAP,volume 5))

Abstract

The Lorenz curve (LC) is an important instrument for analyzing the size of distribution of income or wealth and inequality. Finding an appropriate functional form is an important practical and theoretical problem. In this chapter we study parametric models for the LC and some important applications.

The basic properties that a function should satisfy in order to be a genuine LC are discussed. Next, we study the different ways for generating parametric families of LCs, as well as some of their basic properties, including their relationship with the underlying income distribution function. The basic parametric models proposed in the literature are studied, including the Pareto, lognormal and other important families of LCs.

Some general strategies to obtain extensions and generalizations of the basic parametric models are presented. One of the main applications of LCs is the study of inequality. We begin studying different measures of inequality together with their expressions in terms of the LC. These measures include the Gini index and some of their generalizations proposed by Kakwani (1980) and Yitzhaki (1983). Their corresponding expressions for the proposed parametric families of LCs will be obtained. The Lorenz ordering is also studied. The Lorenz ordering is a partial order that allows the comparison of two distributions when its corresponding LCs do not intersect. Some basic properties of this order are studied, including the effect of transformations, its relations with other partial orderings and their application to important parametric income distributions. The recent proposal of multivariate versions of the LC are studied. Finally, some applications of the Lorenz curve are presented.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 169.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  • Aggarwal, V. (1984) On Optimal Aggregation of Income Distribution Data, Sankhya B, 46, 343-35.

    Google Scholar 

  • Aggarwal, V. and R. Singh (1984) On Optimum Stratification with Proportional Allocation for a Class of Pareto Distributions, Communications in Statistics: Theory and Methods, 13, 3107-3116.

    Article  Google Scholar 

  • Aitchison, J. and J. A. C. Brown (1957) The Lognormal Distribution, Cambridge University Press, Cambridge.

    Google Scholar 

  • Arnold, B. C. (1983) Pareto Distributions, International Cooperative Publishing House, Fairland, Maryland USA.

    Google Scholar 

  • Arnold, B. C. (1986) A Class of Hyperbolic Lorenz Curves, Sankhya B, 48, 427-436.

    Google Scholar 

  • Arnold, B. C. (1987) Majorization and the Lorenz Curve: A Brief Introduction, Lecture Notes in Statistics, 43, Springer-Verlag, Berlin.

    Google Scholar 

  • Arnold, B. C. (2007) The Lorenz Curve: Evergreen after 100 Years, Advances in Income Inequality and Concentration Measures, Routledge, New York.

    Google Scholar 

  • Arnold, B. C., C. A. Robertson, P. L. Brockett and B. Y. Shu (1987) Generating Ordered Families of Lorenz Curves by Strongly Unimodal Distributions, Journal of Business and Economic Statistics, 5, 305-308.

    Article  Google Scholar 

  • Atkinson, A. B. (1970) On the Measurement of Inequality, Journal of Economic Theory, 2, 244-263.

    Article  Google Scholar 

  • Basmann, R. L., K. L. Hayes, D. J. Slottje and J. D. Johnson (1990) A General Functional Form for Approximating the Lorenz Curve, Journal of Econometrics, 43, 77-90.

    Article  Google Scholar 

  • Beach, C. M. and R. Davidson (1983) Distribution-Free Statistical Inference with Lorenz Curves and Income Shares, Review of Economics and Statistics, 50, 723-735.

    Article  Google Scholar 

  • Bishop, J. A., S. Chakravorty and P. D. Thistle (1989) Asymptotically DistributionFree Statistical Inference for Generalized Lorenz Curves, Review of Economics and Statistics, 71, 725-727.

    Article  Google Scholar 

  • Burrell, Q. L. (2005) Symmetry and Other Transformation of Lorenz/Leimkuhler Representations of Informetric Data, Information Processing and Management, 41, 1317-1329.

    Article  Google Scholar 

  • Castillo, E., A. S. Hadi and J. M. Sarabia (1998) A Method for Estimating Lorenz Curves, Communications in Statistics: Theory and Methods, 27, 2037-2063.

    Article  Google Scholar 

  • Chotikapanich, D. (1993) A Comparison of Alternative Functional Forms for the Lorenz Curve, Economic Letters, 41, 129-138.

    Article  Google Scholar 

  • Cronin, D. C. (1979) A Function for the Size Distribution of Income: A Further Comment, Econometrica, 47, 773-774.

    Article  Google Scholar 

  • Dagum, C. (1977) A New Model for Personal Income Distribution: Specification and Estimation, Economie Appliqu ée, 30, 413-437.

    Google Scholar 

  • Dasgupta, P., A. K. Sen and D. Starret (1973) Notes on the Measurement of Inequality, Journal of Economic Theory, 6, 180-187.

    Article  Google Scholar 

  • Davies, J. and M. Hoy (1994) The Normative Significance of Using Third-Degree Stochastic Dominance in Comparing Income Distributions, Journal of Economic Theory, 64, 520-530.

    Article  Google Scholar 

  • Davies, J. and M. Hoy (1995) Making Inequality Comparisons when Lorenz Curves Intersect, American Economic Review, 85, 980-986.

    Google Scholar 

  • Davies, J. B., D. A. Green and H. J. Paarsch (1998) Economic Statistics and Social Welfare Comparisons. A Review., Handbook of Applied Economic Statistics, 1-38, Marcel Dekker, New York.

    Google Scholar 

  • Dorfman, R. (1979) A Formula for the Gini Coefficient, Review of Economics and Statistics, 61, 146-149.

    Article  Google Scholar 

  • Fellman, J. (1976) The Effect of Transformations on the Lorenz Curve, Econometrica, 44, 823-824.

    Article  Google Scholar 

  • Gastwirth, J. L. (1971) A General Definition of the Lorenz Curve, Econometrica, 39, 1037-1039.

    Article  Google Scholar 

  • Gupta, M. R. (1984) Functional Form for Estimating the Lorenz Curve, Econometrica, 52, 1313-1314.

    Article  Google Scholar 

  • Hadar, J. and W. R. Russell (1969) Rules for Ordering Uncertain Prospects, American Economic Review, 59, 25-34.

    Google Scholar 

  • Hanoch, G. and H. Levy (1969) The Efficiency Analysis of Choices Involving Risk, Review of Economic Studies, 36, 335-346.

    Article  Google Scholar 

  • Holm, J. (1993) Maximum Entropy Lorenz Curves, Journal of Econometrics, 44, 377-389.

    Article  Google Scholar 

  • Jacobson, A. A. D. M. and D. M. Kammen (2005) Letting the (Energy) Gini out of the Bottle: Lorenz Curves of Cumulative Electricity Consumption and Gini Coefficients as Metrics of Energy Distribution and Equity, Energy Policy, 33, 1825-1832.

    Article  Google Scholar 

  • Kakwani, N. (1980) On a class of poverty measures, Econometrica, 48, 437-446.

    Article  Google Scholar 

  • Kakwani, N. and N. Podder (1973) On estimation of lorenz curves from grouped observations, International Economic Review, 14, 278-292.

    Article  Google Scholar 

  • Kakwani, N. C. (1984) Welfare Ranking in Income Distribution, Innequality Measurement and Policy, vol. 3 of Advances in Econometrics, 191-215, JAI Press, Gleenwitch, Conn.

    Google Scholar 

  • Kakwani, T. and N. Podder (1976) Efficient Estimation of the Lorenz Curve and Associated Inequality Measures from Grouped Observations, Econometrica, 44-1, 137-149.

    Article  Google Scholar 

  • Kleiber, C. (1996) Dagum vs. Singh-Maddala Income Distributions, Economics Letters, 53, 265-268.

    Article  Google Scholar 

  • Kleiber, C. (1999) On the Lorenz Order within Parametric Families of Income Distributions, Sankhya¯ B, 61, 514-517.

    Google Scholar 

  • Kleiber, C. and S. Kotz (2003) Statistical Size Distributions in Economics and Actuarial Sciences, John Wiley, Hoboken, NJ.

    Google Scholar 

  • Koshevoy, G. (1995) Multivariate Lorenz Majorization, Social Choice and Welfare, 12, 93-102.

    Article  Google Scholar 

  • Koshevoy, G. and K. Mosler (1996) The Lorenz Zonoid of a Multivariate Distribution, Journal of American Statistical Association, 91, 873-882.

    Article  Google Scholar 

  • Ma, Z., J. Shi, G. Wang and Z. He (2006) Temporal Changes in the Inequality of Early Growth of Gunninghamia Lanceolata (lamb.) Hook: A Novel Application of the Gini Coefficient and Lorenz Asymmetry., Genetica, 126, 343-663.

    Article  Google Scholar 

  • McDonald, J. B. (1984) Some Generalized Functions for the Size Distribution of Income, Econometrica, 52, 647-663.

    Article  Google Scholar 

  • Mehran, F. (1976) Linear Measures of Income Inequality, Econometrica, 44, 805-809.

    Article  Google Scholar 

  • Mosler, K. (2002) Multivariate Dispersion, Ccentral Regions and Depth. the Lift Zonoid Approach, Lecture Notes in Statistics, 165, Springer-Verlag, Berlin.

    Google Scholar 

  • Moyes, P. (1987) A New Concept of Lorenz Domination, Economic Letters, 23, 203-207.

    Article  Google Scholar 

  • Muliere, P. and M. Scarsini (1989) A Note on Stochastic Dominance and Inequality Measures, Journal of Economic Theory, 49, 314-323.

    Article  Google Scholar 

  • Ogwang, T. and U. L. G. Rao (1996) A New Functional Form for Approximating the Lorenz Curve, Economic Letters, 52, 21-29.

    Article  Google Scholar 

  • Ogwang, T. and U. L. G. Rao (2000) Hybrid Models of the Lorenz Curve, Economic Letters, 69, 39-44.

    Article  Google Scholar 

  • Ortega, P., A. Martín, A. Fern ández, M. Ladoux and A. Garc á (1991) A New Func-tional Form for Estimating Lorenz Curves, Review of Income and Wealth, 37, 447-452.

    Article  Google Scholar 

  • Pakes, A. G. (1981) On Income Distributions and Their Lorenz Curves, Tech. rep., Department of Mathematics, University of Western Australia.

    Google Scholar 

  • Rao, U. L. G. and A. Y. P. Tam (1987) An Empirical Study of Selection and Esti-mation of Alternative Models for the Lorenz Curve, Journal of Applied Statistics, 14, 275-280.

    Article  Google Scholar 

  • Rasche, R. H., J. Gaffney, A. Y. C. Koo and N. Obst (1980) Functional Forms for Estimating the Lorenz Curve, Econometrica, 48, 1061-1062.

    Article  Google Scholar 

  • Rothschild, M. and J. E. Stiglitz (1970) Increasing Risk: I. A Definition, Journal of Economic Theory, 2, 225-253.

    Google Scholar 

  • Ryu, H. K. and D. J. Slottje (1996) Two Flexible Functional Form Approaches for Approximating the Lorenz Curve., Journal of Econometrics, 72, 251-274.

    Article  Google Scholar 

  • Ryu, H. K. and D. J. Slottje (1999) Handbook on Income Inequality Measurement, chap. Parametric Approximations of the Lorenz Curve, pp. 291-314, Kluwer, Boston.

    Google Scholar 

  • Sadras, V. and R. Bongiovanni (2004) Use of Lorenz Curves and Gini Coefficients to Asses Yield Inequality within Paddocks, Field Crops Research, 90, 303-310.

    Article  Google Scholar 

  • Sarabia, J. M. (1997) A Hierarchy of Lorenz Curves Based on the Generalized Tukey’s Lambda Distribution, Econometric Reviews, 16, 305-320.

    Article  Google Scholar 

  • Sarabia, J. M. and E. Castillo (2005) About a Class of Max-Stable Families with Applications to Income Distributions, Metron, 63, 505-527.

    Google Scholar 

  • Sarabia, J. M., E. Castillo, M. Pascual and M. Sarabia (2005) Mixture Lorenz Curves, Economics Letters, 89, 89-94.

    Article  Google Scholar 

  • Sarabia, J. M., E. Castillo and D. Slottje (2001) An Exponential Family of Lorenz Curves, Southern Economic Journal, 67, 748-756.

    Article  Google Scholar 

  • Sarabia, J. M., E. Castillo and D. J. Slottje (1999) An Ordered Family of Lorenz Curves, Journal of Econometrics, 91, 43-60.

    Article  Google Scholar 

  • Sarabia, J. M., E. Castillo and D. J. Slottje (2002) Lorenz Ordering between Mcdonalds Generalized Functions of the Income Size Distribution, Economics Letters, 75, 265-270.

    Article  Google Scholar 

  • Sarabia, J. M. and M. Pascual (2002) A Class of Lorenz Curves Based on Linear Exponential Loss Functions, Communications in Statistics: Theory and Methods, 31, 925-942.

    Article  Google Scholar 

  • Sen, A. K. (1976) Poverty: An Ordinal Approach to Measurement, Econometrica, 44, 219-231.

    Article  Google Scholar 

  • Shalit, H. and S. Yitzhaki (1984) Mean-Gini, Portfolio Theory and the Pricing of Risky Assets, Journal of Finance, 39, 1449-1468.

    Article  Google Scholar 

  • Shorrocks, A. F. (1983) Ranking Income Distributions, Economica, 50, 3-17.

    Article  Google Scholar 

  • Shorrocks, A. F. and J. E. Foster (1987) Transfer Sensitive inequality Measures, Review of Economic Studies, 54, 485-497.

    Article  Google Scholar 

  • Singh, S. K. and G. S. Maddala (1976) A Function for the Size Distribution of Incomes, Econometrica, 44, 963-970.

    Article  Google Scholar 

  • Slottje, D. J. (1990) Using Grouped Data for Constructing Inequality Indices: Para-metric vs. Non-parametric Methods, Economic Letters, 32, 193-197.

    Article  Google Scholar 

  • Taguchi, T. (1972a) On the Two-Dimensional Concentration Surface and Ex-tensions of Concentration Coefficient and Pareto Distribution to the Two-Dimensional Case-I, Annals of the Institute of Statistical Mathematics, 24, 355-382.

    Article  Google Scholar 

  • Taguchi, T. (1972b) On the Two-Dimensional Concentration Surface and Ex-tensions of Concentration Coefficient and Pareto Distribution to the Two-Dimensional Case-II, Annals of the Institute of Statistical Mathematics, 24, 599-619.

    Article  Google Scholar 

  • Taillie, C. (1981) Lorenz ordering within the Generalized Gamma Family of Income Distributions, in C. Taillie, G. P. Patil and B. Balderssari (eds.) Statistical Distributions in Scientific Work, vol. 6, pp. 181-192, Reidel, Boston.

    Google Scholar 

  • Thistle, P. D. (1989) Ranking Distributions with Generalized Lorenz Curves, Southern Economic Journal, 56, 1-12.

    Article  Google Scholar 

  • Villase ñor, J. A. and B. C. Arnold (1989) Elliptical Lorenz Curves, Journal of Econometrics, 40, 327-338.

    Article  Google Scholar 

  • Wilfling, B. (1996) Lorenz Ordering of Generalized Beta-II Income Distributions, Journal of Econometrics, 71, 381-388.

    Article  Google Scholar 

  • Wilfling, B. and W. Kr ämer (1993) Lorenz Ordering of Singh-Maddala Income Distributions, Economic Letters, 43, 53-57.

    Article  Google Scholar 

  • Yitzhaki, S. (1982) Stochastic Dominance, Mean Variance and Gini’s Mean Difference, American Economic Review, 72, 178-185.

    Google Scholar 

  • Yitzhaki, S. (1983) On an Extension of the Gini Inequality Index, International Economic Review, 24, 617-628.

    Article  Google Scholar 

  • Zenga, M. (1984) Proposta per un Indice di Concentrazione Basato sui Rapporti fra Quantili di Popolazione e Quantili di Reddito, Giornale degli Economisti e Annali di Economia, 48, 301-326.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2008 Springer Science+Business Media, LLC

About this chapter

Cite this chapter

Sarabia, J.M. (2008). Parametric Lorenz Curves: Models and Applications. In: Chotikapanich, D. (eds) Modeling Income Distributions and Lorenz Curves. Economic Studies in Equality, Social Exclusion and Well-Being, vol 5. Springer, New York, NY. https://doi.org/10.1007/978-0-387-72796-7_9

Download citation

Publish with us

Policies and ethics