IDEAS home Printed from https://ideas.repec.org/a/spr/empeco/v43y2012i2p499-524.html
   My bibliography  Save this article

On statistical inference for inequality measures calculated from complex survey data

Author

Listed:
  • Judith Clarke
  • Nilanjana Roy

Abstract

We examine inference for Generalized Entropy and Atkinson inequality measures with complex survey data, using Wald statistics with variance–covariance matrices estimated from a linearization approximation method. Testing the equality of two or more inequality measures, including sub-group decomposition indices and group shares, are covered. We illustrate with Indian data from three surveys, examining pre-school children’s height, an anthropometric measure that can indicate long-term malnutrition. Sampling involved an urban/rural stratification with clustering before selection of households. We compare the linearization complex survey outcomes with those from an incorrect independently and identically distributed (iid) assumption and a bootstrap that accounts for the survey design. For our samples, the results from the easy to implement linearization method and the more computationally burdensome bootstrap are typically quite similar. This finding is of interest to applied researchers, as bootstrapping is currently the method that is most commonly used for undertaking statistical inference in this literature. Copyright Springer-Verlag 2012

Suggested Citation

  • Judith Clarke & Nilanjana Roy, 2012. "On statistical inference for inequality measures calculated from complex survey data," Empirical Economics, Springer, vol. 43(2), pages 499-524, October.
  • Handle: RePEc:spr:empeco:v:43:y:2012:i:2:p:499-524
    DOI: 10.1007/s00181-011-0499-3
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s00181-011-0499-3
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s00181-011-0499-3?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. Davidson, Russell & Flachaire, Emmanuel, 2007. "Asymptotic and bootstrap inference for inequality and poverty measures," Journal of Econometrics, Elsevier, vol. 141(1), pages 141-166, November.
    2. Tarozzi, Alessandro & Mahajan, Aprajit, 2007. "Child Nutrition in India in the Nineties," Economic Development and Cultural Change, University of Chicago Press, vol. 55(3), pages 441-486, April.
    3. Shorrocks, A F, 1980. "The Class of Additively Decomposable Inequality Measures," Econometrica, Econometric Society, vol. 48(3), pages 613-625, April.
    4. Bourguignon, Francois, 1979. "Decomposable Income Inequality Measures," Econometrica, Econometric Society, vol. 47(4), pages 901-920, July.
    5. Atkinson, A B, 1997. "Bringing Income Distribution in from the Cold," Economic Journal, Royal Economic Society, vol. 107(441), pages 297-321, March.
    6. Moradi, Alexander & Baten, Joerg, 2005. "Inequality in Sub-Saharan Africa: New Data and New Insights from Anthropometric Estimates," World Development, Elsevier, vol. 33(8), pages 1233-1265, August.
    7. Charles Blackorby & David Donaldson & Maria Auersperg, 1981. "A New Procedure for the Measurement of Inequality within and among Population Subgroups," Canadian Journal of Economics, Canadian Economics Association, vol. 14(4), pages 665-685, November.
    8. Frank A. Cowell, 1980. "On the Structure of Additive Inequality Measures," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(3), pages 521-531.
    9. David Gray & Jeffrey Mills & Sourushe Zandvakili, 2003. "Immigration, Assimilation and Inequality of Income Distribution in Canada," University of Cincinnati, Economics Working Papers Series 2003-01, University of Cincinnati, Department of Economics.
    10. Davidson, Russell, 2009. "Reliable inference for the Gini index," Journal of Econometrics, Elsevier, vol. 150(1), pages 30-40, May.
    11. Bhattacharya, Debopam, 2007. "Inference on inequality from household survey data," Journal of Econometrics, Elsevier, vol. 137(2), pages 674-707, April.
    12. David E. Sahn & Stephen D. Younger, 2006. "Changes in inequality and poverty in Latin America: Looking beyond income to health and education," Journal of Applied Economics, Universidad del CEMA, vol. 9, pages 215-234, November.
    13. Pradhan, Menno & Sahn, David E. & Younger, Stephen D., 2003. "Decomposing world health inequality," Journal of Health Economics, Elsevier, vol. 22(2), pages 271-293, March.
    14. Wen-Hao Chen & Jean-Yves Duclos, 2011. "Testing for poverty dominance: an application to Canada," Canadian Journal of Economics, Canadian Economics Association, vol. 44(3), pages 781-803, August.
    15. Russell Davidson & James MacKinnon, 2000. "Bootstrap tests: how many bootstraps?," Econometric Reviews, Taylor & Francis Journals, vol. 19(1), pages 55-68.
    16. Jean-Marie Dufour & Jan F. Kiviet, 1998. "Exact Inference Methods for First-Order Autoregressive Distributed Lag Models," Econometrica, Econometric Society, vol. 66(1), pages 79-104, January.
    17. Cowell, Frank A & Jenkins, Stephen P, 1995. "How Much Inequality Can We Explain? A Methodology and an Application to the United States," Economic Journal, Royal Economic Society, vol. 105(429), pages 421-430, March.
    18. Garry F. Barrett & Thomas F. Crossley & Christopher Worswick, 2000. "Consumption and Income Inequality in Australia," The Economic Record, The Economic Society of Australia, vol. 76(233), pages 116-138, June.
    19. Barrett, Garry F & Crossley, Thomas F & Worswick, Christopher, 2000. "Consumption and Income Inequality in Australia," The Economic Record, The Economic Society of Australia, vol. 76(233), pages 116-138, June.
    20. David Gray & Jeffrey A. Mills & Sourushe Zandvakili, 2003. "Statistical analysis of inequality with decompositions: the Canadian experience," Empirical Economics, Springer, vol. 28(2), pages 291-302, April.
    21. Christian Schluter & Mark Trede, 2002. "Statistical Inference for Inequality and Poverty Measurement with Dependent Data," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 43(2), pages 493-508, May.
    22. David E. Sahn & Stephen D. Younger, 2006. "Changes in Inequality and Poverty in Latin America: Looking Beyond Income to Health and Education," Journal of Applied Economics, Taylor & Francis Journals, vol. 9(2), pages 215-233, November.
    23. Van de gaer, Dirk & Funnell, Nicola & McCarthy, Tom, 1999. "Statistical inference for two measures of inequality when incomes are correlated," Economics Letters, Elsevier, vol. 64(3), pages 295-300, September.
    24. Rick L. Williams, 2000. "A Note on Robust Variance Estimation for Cluster-Correlated Data," Biometrics, The International Biometric Society, vol. 56(2), pages 645-646, June.
    25. Bhattacharya, Debopam, 2005. "Asymptotic inference from multi-stage samples," Journal of Econometrics, Elsevier, vol. 126(1), pages 145-171, May.
    26. Cowell, Frank A., 1989. "Sampling variance and decomposable inequality measures," Journal of Econometrics, Elsevier, vol. 42(1), pages 27-41, September.
    27. Martin Biewen & Stephen P. Jenkins, 2006. "Variance Estimation for Generalized Entropy and Atkinson Inequality Indices: the Complex Survey Data Case," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(3), pages 371-383, June.
    28. Shorrocks, Anthony F, 1984. "Inequality Decomposition by Population Subgroups," Econometrica, Econometric Society, vol. 52(6), pages 1369-1385, November.
    29. Atkinson, Anthony B., 1970. "On the measurement of inequality," Journal of Economic Theory, Elsevier, vol. 2(3), pages 244-263, September.
    30. Mills, Jeffrey A & Zandvakili, Sourushe, 1997. "Statistical Inference via Bootstrapping for Measures of Inequality," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 12(2), pages 133-150, March-Apr.
    31. Biewen, Martin, 2002. "Bootstrap inference for inequality, mobility and poverty measurement," Journal of Econometrics, Elsevier, vol. 108(2), pages 317-342, June.
    32. Griffiths, Paula & Matthews, Zoë & Hinde, Andrew, 2002. "Gender, family, and the nutritional status of children in three culturally contrasting states of India," Social Science & Medicine, Elsevier, vol. 55(5), pages 775-790, September.
    33. Jeffrey Mills & Sourushe Zandvakili, 2004. "Analysis of gender-based family income inequality in Canada," Applied Economics Letters, Taylor & Francis Journals, vol. 11(8), pages 469-472.
    34. repec:ebl:ecbull:v:4:y:2003:i:29:p:1-12 is not listed on IDEAS
    35. Mª Casilda Lasso de la Vega & Ana Marta Urrutia, 2003. "A new factorial decomposition for the atkinson measure," Economics Bulletin, AccessEcon, vol. 4(29), pages 1-12.
    36. James E. Foster & Artyom A. Shneyerov, 1999. "A general class of additively decomposable inequality measures," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 14(1), pages 89-111.
    37. Alain Marcoux, 2002. "Sex Differentials in Undernutrition: A Look at Survey Evidence," Population and Development Review, The Population Council, Inc., vol. 28(2), pages 275-284, June.
    38. Casilda Lasso de la Vega & Ana Urrutia, 2008. "The ‘Extended’ Atkinson family: The class of multiplicatively decomposable inequality measures, and some new graphical procedures for analysts," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 6(2), pages 211-225, June.
    Full references (including those not matched with items on IDEAS)

    Citations

    Blog mentions

    As found by EconAcademics.org, the blog aggregator for Economics research:
    1. Complex Survey Data in Econometrics
      by Dave Giles in Econometrics Beat: Dave Giles' Blog on 2012-05-19 00:14:00

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mike Brewer & Liam Wren-Lewis, 2016. "Accounting for Changes in Income Inequality: Decomposition Analyses for the UK, 1978–2008," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 78(3), pages 289-322, June.
    2. Judith A. Clarke & Ahmed A. Hoque, 2014. "On Variance Estimation for a Gini Coefficient Estimator Obtained from Complex Survey Data," Econometrics Working Papers 1401, Department of Economics, University of Victoria.

    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. Frank Cowell & Carlo Fiorio, 2011. "Inequality decompositions—a reconciliation," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 9(4), pages 509-528, December.
    2. Casilda Lasso de la Vega & Ana Urrutia, 2008. "The ‘Extended’ Atkinson family: The class of multiplicatively decomposable inequality measures, and some new graphical procedures for analysts," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 6(2), pages 211-225, June.
    3. Frank A. Cowell & Emmanuel Flachaire, 2014. "Statistical Methods for Distributional Analysis," Working Papers halshs-01115996, HAL.
    4. Foster, James E. & Shneyerov, Artyom A., 2000. "Path Independent Inequality Measures," Journal of Economic Theory, Elsevier, vol. 91(2), pages 199-222, April.
    5. Francisco J. Goerlich-Gisbert & Casilda Lasso de la Vega & Ana Marta Urrutia, 2009. "The ‘extended’ Atkinson family and changes in the expenditure distribution. Spain 1973/74-2003," Journal of Income Distribution, Ad libros publications inc., vol. 18(1), pages 20-41, March.
    6. Frank Cowell & Carlo V. Fiorio, 2010. "GINI DP 4: Inequality Decompositions," GINI Discussion Papers 4, AIAS, Amsterdam Institute for Advanced Labour Studies.
    7. Stephen P. Jenkins & John Micklewright, 2007. "New Directions in the Analysis of Inequality and Poverty," Discussion Papers of DIW Berlin 700, DIW Berlin, German Institute for Economic Research.
    8. Muszyńska Joanna & Wędrowska Ewa, 2018. "Income Inequality of Households in Poland: A Subgroup Decomposition of Generalized Entropy Measures," Econometrics. Advances in Applied Data Analysis, Sciendo, vol. 22(4), pages 43-64, December.
    9. Heshmati, Almas, 2004. "A Review of Decomposition of Income Inequality," IZA Discussion Papers 1221, Institute of Labor Economics (IZA).
    10. Casilda Lasso de la Vega & Ana Urrutia & Oscar Volij, 2011. "An Axiomatic Characterization Of The Theil Inequality Order," Working Papers 1103, Ben-Gurion University of the Negev, Department of Economics.
    11. Tugce, Cuhadaroglu, 2013. "My Group Beats Your Group: Evaluating Non-Income Inequalities," SIRE Discussion Papers 2013-49, Scottish Institute for Research in Economics (SIRE).
    12. Eva Camacho-Cuena & Tibor Neugebauer & Christian Seidl, 2007. "Leaky Buckets Versus Compensating Justice: An Experimental Investigation," Working Papers 74, ECINEQ, Society for the Study of Economic Inequality.
    13. Lubrano, Michel & Ndoye, Abdoul Aziz Junior, 2016. "Income inequality decomposition using a finite mixture of log-normal distributions: A Bayesian approach," Computational Statistics & Data Analysis, Elsevier, vol. 100(C), pages 830-846.
    14. Satya Chakravarty, 2001. "The Variance as a subgroup decomposable measure of inequality," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 53(1), pages 79-95, January.
    15. Magdalou, Brice & Nock, Richard, 2011. "Income distributions and decomposable divergence measures," Journal of Economic Theory, Elsevier, vol. 146(6), pages 2440-2454.
    16. Paolo Li Donni & Vito Peragine & Giuseppe Pignataro, 2014. "Ex‐Ante And Ex‐Post Measurement Of Equality Of Opportunity In Health: A Normative Decomposition," Health Economics, John Wiley & Sons, Ltd., vol. 23(2), pages 182-198, February.
    17. Brulhart, Marius & Traeger, Rolf, 2005. "An account of geographic concentration patterns in Europe," Regional Science and Urban Economics, Elsevier, vol. 35(6), pages 597-624, November.
    18. Sourushe Zandvakili, 2008. "Advances in Inequality Measurement and Usefulness of Statistical Inference," Forum for Social Economics, Taylor & Francis Journals, vol. 37(2), pages 135-145, January.
    19. Casilda Lasso de la Vega & Ana Urrutia & Oscar Volij, 2013. "An axiomatic characterization of the Theil inequality ordering," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 54(3), pages 757-776, November.
    20. Frank A Cowell, 2003. "Theil, Inequality and the Structure of Income Distribution," STICERD - Distributional Analysis Research Programme Papers 67, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.

    More about this item

    Keywords

    Atkinson; Complex survey; Decomposition; Generalized entropy; Inequality; Linearization; C12; C42; D31;
    All these keywords.

    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C42 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Survey Methods
    • D31 - Microeconomics - - Distribution - - - Personal Income and Wealth 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:empeco:v:43:y:2012:i:2:p:499-524. 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.