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Ex ante inequality of opportunity in health, decomposition and distributional analysis of biomarkers

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  • Davillas, Apostolos
  • Jones, Andrew M

Abstract

We use a set of biomarkers to measure inequality of opportunity (IOp) in the risk of major chronic conditions in the UK. Applying a direct ex ante IOp approach, we find that inequalities in biomarkers attributed to circumstances account for a non-trivial part of the total variation. For example, observed circumstances account for 20 % of the total inequalities in our composite measure of multi-system health risk, allostatic load. We propose an extension to the decomposition of ex ante IOp to complement the mean-based approach, analysing the contribution of circumstances across the quantiles of the biomarker distributions. Shapley decompositions show that, for most of the biomarkers, the percentage contribution of socioeconomic circumstances (education and childhood socioeconomic status), relative to differences attributable to age and gender, increase towards the right tail of the biomarker distribution, where health risks are more pronounced.

Suggested Citation

  • Davillas, Apostolos & Jones, Andrew M, 2020. "Ex ante inequality of opportunity in health, decomposition and distributional analysis of biomarkers," Journal of Health Economics, Elsevier, vol. 69(C).
    • Handle: RePEc:eee:jhecon:v:69:y:2020:i:c:s0167629618309937
    DOI: 10.1016/j.jhealeco.2019.102251
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    Cited by:

    1. Lanlin Ding & Andrew M. Jones & Peng Nie, 2022. "Ex ante Inequality of Opportunity in Health among the Elderly in China: A Distributional Decomposition Analysis of Biomarkers," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 68(4), pages 922-950, December.
    2. Brunori, Paolo & Davillas, Apostolos & Jones, Andrew M. & Scarchilli, Giovanna, 2022. "Model-based Recursive Partitioning to Estimate Unfair Health Inequalities in the United Kingdom Household Longitudinal Study," Journal of Economic Behavior & Organization, Elsevier, vol. 204(C), pages 543-565.
    3. Kovacic, Matija & Orso, Cristina Elisa, 2022. "Trends in inequality of opportunity in health over the life cycle: The role of early-life conditions," Journal of Economic Behavior & Organization, Elsevier, vol. 201(C), pages 60-82.
    4. Brenda Gannon & Danusha Jayawardana & Vicki Clifton, 2021. "Descriptive Data Analysis of Inequality of Economic Opportunity using the Queensland Family Cohort Pilot Study," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 54(3), pages 398-405, September.
    5. Agar Brugiavini & Raluca Elena Buia & Matija Kovacic & Cristina Elisa Orso, 2020. "Adverse childhood experiences and risk behaviours later in life: Evidence from SHARE countries," Working Papers 2020:08, Department of Economics, University of Venice "Ca' Foscari".
    6. Mussard, Stéphane & Pi Alperin, María Noel, 2021. "Accounting for risk factors on health outcomes: The case of Luxembourg," European Journal of Operational Research, Elsevier, vol. 291(3), pages 1180-1197.
    7. Apostolos Davillas & Andrew M Jones, 2021. "The first wave of the COVID‐19 pandemic and its impact on socioeconomic inequality in psychological distress in the UK," Health Economics, John Wiley & Sons, Ltd., vol. 30(7), pages 1668-1683, July.
    8. David Pérez-Mesa & Gustavo A. Marrero & Sara Darias-Curvo, 2023. "Decomposing changes in child health inequality in Sub-Saharan Africa: new approach and new evidence," Working Papers 645, ECINEQ, Society for the Study of Economic Inequality.
    9. Davillas, Apostolos & M. Jones, Andrew, 2020. "The COVID-19 pandemic and its impact on inequality of opportunity in psychological distress in the UK," ISER Working Paper Series 2020-07, Institute for Social and Economic Research.
    10. Fernando Antonio Slaibe Postali & Maria Dolores M Diaz, Adriano Dutra Teixeira, Natalia Nunes Ferreira Batista, Rodrigo Moreno Serra, 2021. "Impact of primary care coverage on individual health: evidence from biomarkers in Brazil," Working Papers, Department of Economics 2021_01, University of São Paulo (FEA-USP).
    11. Davillas, Apostolos & de Oliveira, Victor Hugo & Jones, Andrew M., 2023. "Is inconsistent reporting of self-assessed health persistent and systematic? Evidence from the UKHLS," Economics & Human Biology, Elsevier, vol. 49(C).
    12. Paul Makdissi & Myra Yazbeck, 2023. "Measuring the contribution of stratification and social class at birth to inequality of opportunity," Working Papers 2303E Classification- I31, University of Ottawa, Department of Economics.
    13. Vincenzo Carrieri & Apostolos Davillas & Andrew M. Jones, 2020. "A latent class approach to inequity in health using biomarker data," Health Economics, John Wiley & Sons, Ltd., vol. 29(7), pages 808-826, July.
    14. Vincenzo Carrieri & Apostolos Davillas & Andrew M. Jones, 2023. "Equality of opportunity and the expansion of higher education in the UK," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 69(4), pages 861-885, December.
    15. Lamu, Admassu N. & Chen, Gang & Olsen, Jan Abel, 2023. "Amplified disparities: The association between spousal education and own health," Social Science & Medicine, Elsevier, vol. 323(C).
    16. Mkupete Jaah Mkupete & Dieter Von Fintel & Ronelle Burger, 2022. "Decomposing inequality of opportunity in child health in Tanzania: The role of access to water and sanitation," Health Economics, John Wiley & Sons, Ltd., vol. 31(11), pages 2465-2480, November.
    17. Cleary, Rebecca & Liu, Yizao & Carlson, Andrea C., 2022. "Differences in the Distribution of Nutrition Between Households Above and Below Poverty," 2022 Annual Meeting, July 31-August 2, Anaheim, California 322267, Agricultural and Applied Economics Association.
    18. Fafa Yan & Alec Zuo & Wen’e Qi & Zhimin Zhou, 2023. "The Effect of Ecological Management on Regional Health Inequality," IJERPH, MDPI, vol. 20(4), pages 1-22, February.
    19. Salas-Ortiz, A.;, 2022. "Accumulation and transmission of inequality of opportunity in the double burden of malnutrition: the case of Mexico," Health, Econometrics and Data Group (HEDG) Working Papers 22/07, HEDG, c/o Department of Economics, University of York.
    20. Atkins, Rose & Turner, Alex James & Chandola, Tarani & Sutton, Matt, 2020. "Going beyond the mean in examining relationships of adolescent non-cognitive skills with health-related quality of life and biomarkers in later-life," Economics & Human Biology, Elsevier, vol. 39(C).
    21. Nie, P. & Ding, L. & Jones, A.M., 2020. "Inequality of opportunity in bodyweight among middle-aged and older Chinese: a distributional approach," Health, Econometrics and Data Group (HEDG) Working Papers 20/14, HEDG, c/o Department of Economics, University of York.
    22. Parra-Mujica, F. & Robson, M. & Cookson, R., 2021. "Socioeconomic Health Inequalities: Differences Between and Within Individuals," Health, Econometrics and Data Group (HEDG) Working Papers 21/15, HEDG, c/o Department of Economics, University of York.
    23. Middleditch, Paul & Moindrot, Will & Rudkin, Simon, 2022. "Teaching with Twitter: An extension to the traditional learning environment," International Review of Economics Education, Elsevier, vol. 41(C).
    24. Yue Yu & Chengkui Liu, 2023. "Pre-market discrimination or post-market discrimination: research on inequality of opportunity for labor income in China," Empirical Economics, Springer, vol. 64(5), pages 2291-2313, May.
    25. Burlinson, Andrew & Davillas, Apostolos & Giulietti, Monica, 2023. "Socioeconomic Inequality in Low-Carbon Technology Adoption," IZA Discussion Papers 16114, Institute of Labor Economics (IZA).

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    More about this item

    Keywords

    Biomarkers; Equality of opportunity; Non-communicable diseases; Shapley decomposition; Unconditional quantile regression;
    All these keywords.

    JEL classification:

    • C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General
    • D63 - Microeconomics - - Welfare Economics - - - Equity, Justice, Inequality, and Other Normative Criteria and Measurement
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality

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