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Structural equation modeling for decomposing rank-dependent indicators of socioeconomic inequality of health: an empirical study

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  • Roselinde Kessels

    (University of Antwerp and Flemish Research Foundation (FWO))

  • Guido Erreygers

    (University of Melbourne)

Abstract

We present a flexible structural equation modeling (SEM) framework for the regression-based decomposition of rank-dependent indicators of socioeconomic inequality of health and compare it with simple ordinary least squares (OLS) regression. The SEM framework forms the basis for a proper use of the most prominent one- and two-dimensional decompositions and provides an argument for using the bivariate multiple regression model for two-dimensional decomposition. Within the SEM framework, the two-dimensional decomposition integrates the feedback mechanism between health and socioeconomic status and allows for different sets of determinants of these variables. We illustrate the SEM approach and its outperformance of OLS using data from the 2011 Ethiopian Demographic and Health Survey.

Suggested Citation

  • 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.
  • Handle: RePEc:spr:hecrev:v:6:y:2016:i:1:d:10.1186_s13561-016-0134-2
    DOI: 10.1186/s13561-016-0134-2
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    References listed on IDEAS

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    1. 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.
    2. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    3. Sandy Tubeuf & Florence Jusot, 2011. "Social health inequalities among older Europeans: the contribution of social and family background," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 12(1), pages 61-77, February.
    4. 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.
    5. Van Ourti, Tom & van Doorslaer, Eddy & Koolman, Xander, 2009. "The effect of income growth and inequality on health inequality: Theory and empirical evidence from the European Panel," Journal of Health Economics, Elsevier, vol. 28(3), pages 525-539, May.
    6. 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.
    7. repec:dau:papers:123456789/5401 is not listed on IDEAS
    8. 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.
    9. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    10. Allanson, Paul & Petrie, Dennis, 2013. "Longitudinal methods to investigate the role of health determinants in the dynamics of income-related health inequality," Journal of Health Economics, Elsevier, vol. 32(5), pages 922-937.
    11. 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.
    12. 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.
    13. White, Halbert, 1982. "Instrumental Variables Regression with Independent Observations," Econometrica, Econometric Society, vol. 50(2), pages 483-499, March.
    14. Fredrik Ødegaard & Pontus Roos, 2013. "Measuring Worksite Health Promotion Programs: an application of Structural Equation Modeling with ordinal data," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 14(4), pages 639-653, August.
    15. U.-G. Gerdtham & P. Lundborg & C. H. Lyttkens & P. Nystedt, 2016. "Do Education and Income Really Explain Inequalities in Health? Applying a Twin Design," Scandinavian Journal of Economics, Wiley Blackwell, vol. 118(1), pages 25-48, January.
    16. Erreygers, Guido, 2009. "Correcting the Concentration Index," Journal of Health Economics, Elsevier, vol. 28(2), pages 504-515, March.
    17. Jacob Novignon & Emmanuel Aboagye & Otuo Agyemang & Genevieve Aryeetey, 2015. "Socioeconomic-related inequalities in child malnutrition: evidence from the Ghana multiple indicator cluster survey," Health Economics Review, Springer, vol. 5(1), pages 1-11, December.
    18. 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.
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    Cited by:

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    2. 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.
    3. Guido Erreygers & Roselinde Kessels & Linkun Chen & Philip Clarke, 2018. "Subgroup Decomposability of Income†Related Inequality of Health, with an Application to Australia," The Economic Record, The Economic Society of Australia, vol. 94(304), pages 39-50, March.
    4. Chipo Mutyambizi & Frederik Booysen & Andrew Stokes & Milena Pavlova & Wim Groot, 2019. "Lifestyle and socio-economic inequalities in diabetes prevalence in South Africa: A decomposition analysis," PLOS ONE, Public Library of Science, vol. 14(1), pages 1-21, January.
    5. 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.
    6. Laura Rossouw & Hana Ross, 2021. "Understanding Period Poverty: Socio-Economic Inequalities in Menstrual Hygiene Management in Eight Low- and Middle-Income Countries," IJERPH, MDPI, vol. 18(5), pages 1-14, March.
    7. 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.
    8. 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.

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