IDEAS home Printed from https://ideas.repec.org/p/hhs/lunewp/2014_036.html
   My bibliography  Save this paper

A New Approach to Decomposition of a Bivariate Rank Dependent Index Using Recentered Influence Function Regression

Author

Listed:

Abstract

Decomposition of a bivariate rank dependent index, such as the concentration index, is commonly used to explain socioeconomic inequalities in health. We introduce a new decomposition technique based on the recentered influence function that yields the marginal effects of covariates on the bivariate rank dependent index. This technique is simple to estimate and interpret. We show that our method, compared to the current standard procedure, relies on the imposition of fewer conditions and is therefore preferable both in a descriptive setting and in the estimation of causal effects given a suitable identification strategy. In an empirical application using Swedish Twin Registry data, we illustrate that this result bears out in practice. The two methods yield contradicting results due to differences in the conditions imposed. Using a within twin pair fixed effects identification strategy, our new method finds no evidence of a causal effect of education on income-related health inequality.

Suggested Citation

  • Heckley, Gawain A. & Gerdtham, Ulf-G. & Kjellsson, Gustav, 2014. "A New Approach to Decomposition of a Bivariate Rank Dependent Index Using Recentered Influence Function Regression," Working Papers 2014:36, Lund University, Department of Economics, revised 01 Apr 2015.
  • Handle: RePEc:hhs:lunewp:2014_036
    as

    Download full text from publisher

    File URL: http://project.nek.lu.se/publications/workpap/papers/wp14_36.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Angus Deaton, 2003. "Health, Inequality, and Economic Development," Journal of Economic Literature, American Economic Association, vol. 41(1), pages 113-158, March.
    2. Erreygers, Guido, 2009. "Correcting the Concentration Index: A reply to Wagstaff," Journal of Health Economics, Elsevier, vol. 28(2), pages 521-524, March.
    3. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    4. Erreygers, Guido & Clarke, Philip & Van Ourti, Tom, 2012. "“Mirror, mirror, on the wall, who in this land is fairest of all?”—Distributional sensitivity in the measurement of socioeconomic inequality of health," Journal of Health Economics, Elsevier, vol. 31(1), pages 257-270.
    5. Fleurbaey, Marc & Schokkaert, Erik, 2009. "Unfair inequalities in health and health care," Journal of Health Economics, Elsevier, vol. 28(1), pages 73-90, January.
    6. Robert E. Leu & Martin Schellhorn, 2004. "The evolution of income-related health inequalities in Switzerland over time," Diskussionsschriften dp0414, Universitaet Bern, Departement Volkswirtschaft.
    7. Guido Erreygers & Roselinde Kessels, 2013. "Regression-Based Decompositions of Rank-Dependent Indicators of Socioeconomic Inequality of Health," Research on Economic Inequality, in: Health and Inequality, volume 21, pages 227-259, Emerald Group Publishing Limited.
    8. Kjellsson, Gustav & Gerdtham, Ulf-G., 2013. "On correcting the concentration index for binary variables," Journal of Health Economics, Elsevier, vol. 32(3), pages 659-670.
    9. Erreygers, Guido & Van Ourti, Tom, 2011. "Measuring socioeconomic inequality in health, health care and health financing by means of rank-dependent indices: A recipe for good practice," Journal of Health Economics, Elsevier, vol. 30(4), pages 685-694, July.
    10. Wagstaff, Adam & van Doorslaer, Eddy & Watanabe, Naoko, 2003. "On decomposing the causes of health sector inequalities with an application to malnutrition inequalities in Vietnam," Journal of Econometrics, Elsevier, vol. 112(1), pages 207-223, January.
    11. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    12. Wagstaff, Adam & Paci, Pierella & van Doorslaer, Eddy, 1991. "On the measurement of inequalities in health," Social Science & Medicine, Elsevier, vol. 33(5), pages 545-557, January.
    13. Drummond, Michael F. & Sculpher, Mark J. & Torrance, George W. & O'Brien, Bernie J. & Stoddart, Greg L., 2005. "Methods for the Economic Evaluation of Health Care Programmes," OUP Catalogue, Oxford University Press, edition 3, number 9780198529453.
    14. Gustav Kjellsson & Ulf-G. Gerdtham, 2013. "Lost in Translation: Rethinking the Inequality Equivalence Criteria for Bounded Health Variables," Research on Economic Inequality, in: Health and Inequality, volume 21, pages 3-32, Emerald Group Publishing Limited.
    15. McGrail, K.M. & Van Doorslaer, E. & Ross, N.A. & Sanmartin, C., 2009. "Income-related health inequalities in Canada and the United States: A decomposition analysis," American Journal of Public Health, American Public Health Association, vol. 99(10), pages 1856-1863.
    16. Adam Wagstaff, 2005. "The bounds of the concentration index when the variable of interest is binary, with an application to immunization inequality," Health Economics, John Wiley & Sons, Ltd., vol. 14(4), pages 429-432, April.
    17. repec:dau:papers:123456789/10510 is not listed on IDEAS
    18. Gerdtham, Ulf-G & Lundborg, Petter & Lyttkens, Carl Hampus & Nystedt, Paul, 2012. "Do Socioeconomic Factors Really Explain Income-Related Inequalities in Health? Applying a Twin Design to Standard Decomposition Analysis," Working Papers 2012:21, Lund University, Department of Economics.
    19. Erreygers, Guido, 2009. "Correcting the Concentration Index," Journal of Health Economics, Elsevier, vol. 28(2), pages 504-515, March.
    20. Leu, Robert E. & Schellhorn, Martin, 2004. "The Evolution of Income-Related Health Inequalities in Switzerland over Time," IZA Discussion Papers 1346, Institute of Labor Economics (IZA).
    21. JØrgen Lauridsen & Terkel Christiansen & Jens Gundgaard & Unto Häkkinen & Harri Sintonen, 2007. "Decomposition of health inequality by determinants and dimensions," Health Economics, John Wiley & Sons, Ltd., vol. 16(1), pages 97-102, January.
    Full references (including those not matched with items on IDEAS)

    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. Heckley, Gawain & Gerdtham, Ulf-G. & Kjellsson, Gustav, 2016. "A general method for decomposing the causes of socioeconomic inequality in health," Journal of Health Economics, Elsevier, vol. 48(C), pages 89-106.
    2. Mohammad Habibullah Pulok & Kees Gool & Mohammad Hajizadeh & Sara Allin & Jane Hall, 2020. "Measuring horizontal inequity in healthcare utilisation: a review of methodological developments and debates," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 21(2), pages 171-180, March.
    3. Peng Nie & Andrew E. Clarck & Conchita D'Ambrosio & Lanlin Ding, 2020. "Income-related health inequality in urban China (1991-2015): The role of homeownership and housing conditions," Working Papers 524, ECINEQ, Society for the Study of Economic Inequality.
    4. Gerdtham, Ulf-G & Lundborg, Petter & Lyttkens, Carl Hampus & Nystedt, Paul, 2012. "Do Socioeconomic Factors Really Explain Income-Related Inequalities in Health? Applying a Twin Design to Standard Decomposition Analysis," Working Papers 2012:21, Lund University, Department of Economics.
    5. Guido Erreygers & Roselinde Kessels, 2017. "Socioeconomic Status and Health: A New Approach to the Measurement of Bivariate Inequality," IJERPH, MDPI, vol. 14(7), pages 1-23, June.
    6. Roselinde Kessels & Guido Erreygers, 2019. "A direct regression approach to decomposing socioeconomic inequality of health," Health Economics, John Wiley & Sons, Ltd., vol. 28(7), pages 884-905, July.
    7. Laia Maynou & Marc Saez & Jordi Bacaria & Guillem Lopez-Casasnovas, 2015. "Health inequalities in the European Union: an empirical analysis of the dynamics of regional differences," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 16(5), pages 543-559, June.
    8. Kristof Bosmans, 2016. "Consistent Comparisons of Attainment and Shortfall Inequality: A Critical Examination," Health Economics, John Wiley & Sons, Ltd., vol. 25(11), pages 1425-1432, November.
    9. John E. Ataguba, 2022. "A short note revisiting the concentration index: Does the normalization of the concentration index matter?," Health Economics, John Wiley & Sons, Ltd., vol. 31(7), pages 1506-1512, July.
    10. Martha Tangeni Nghipandulwa & Alfred Kechia Mukong, 2023. "Estimating Income-Related Health Inequalities Associated with Tobacco and Alcohol Consumption in Namibia," IJERPH, MDPI, vol. 20(2), pages 1-17, January.
    11. Roselinde Kessels & Guido Erreygers, 2016. "Structural equation modeling for decomposing rank-dependent indicators of socioeconomic inequality of health: an empirical study," Health Economics Review, Springer, vol. 6(1), pages 1-13, December.
    12. Guido Erreygers & Roselinde Kessels & Linkun Chen & Philip Clarke, 2016. "Decomposing Socioeconomic Inequality of Health," EcoMod2016 9574, EcoMod.
    13. Francesco Renna & Vasilios D. Kosteas & Kuchibhotla Dinkar, 2021. "Inequality in health insurance coverage before and after the Affordable Care Act," Health Economics, John Wiley & Sons, Ltd., vol. 30(2), pages 384-402, February.
    14. Erreygers, Guido & Van Ourti, Tom, 2011. "Measuring socioeconomic inequality in health, health care and health financing by means of rank-dependent indices: A recipe for good practice," Journal of Health Economics, Elsevier, vol. 30(4), pages 685-694, July.
    15. Gustav Kjellsson & Dennis Petrie & Tom (T.G.M.) van Ourti, 2018. "Measuring income-related inequalities in risky health prospects," Tinbergen Institute Discussion Papers 18-007/V, Tinbergen Institute.
    16. Aristides dos Santos, Anderson Moreira & Perelman, Julian & Jacinto, Paulo de Andrade & Tejada, Cesar Augusto Oviedo & Barros, Aluísio J.D. & Bertoldi, Andréa D. & Matijasevich, Alicia & Santos, Iná S, 2019. "Income-related inequality and inequity in children’s health care: A longitudinal analysis using data from Brazil," Social Science & Medicine, Elsevier, vol. 224(C), pages 127-137.
    17. Abrham Wondimu & Jurjen van der Schans & Marinus van Hulst & Maarten J. Postma, 2020. "Inequalities in Rotavirus Vaccine Uptake in Ethiopia: A Decomposition Analysis," IJERPH, MDPI, vol. 17(8), pages 1-14, April.
    18. Derek Asuman & Ama Pokuaa Fenny & Doreen Nyarko Anyamesem Odame, 2021. "Trends and antecedents of inequalities in maternal healthcare coverage in four African countries," Journal of International Development, John Wiley & Sons, Ltd., vol. 33(3), pages 515-544, April.
    19. Costa-Font, Joan & Hernández-Quevedo, Cristina & Jiménez-Rubio, Dolores, 2014. "Income inequalities in unhealthy life styles in England and Spain," Economics & Human Biology, Elsevier, vol. 13(C), pages 66-75.
    20. Olufunke Alaba & Lumbwe Chola, 2014. "Socioeconomic Inequalities in Adult Obesity Prevalence in South Africa: A Decomposition Analysis," IJERPH, MDPI, vol. 11(3), pages 1-20, March.

    More about this item

    Keywords

    Health inequality; decomposition; rank-dependent index; recentered influence functions; Concentration index;
    All these keywords.

    JEL classification:

    • I10 - Health, Education, and Welfare - - Health - - - General
    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • I30 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - General

    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:hhs:lunewp:2014_036. 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: Prakriti Thami (email available below). General contact details of provider: https://edirc.repec.org/data/delunse.html .

    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.