IDEAS home Printed from https://ideas.repec.org/a/wly/hlthec/v27y2018i12p1981-1995.html
   My bibliography  Save this article

Inequality of opportunity in health: A decomposition‐based approach

Author

Listed:
  • Vincenzo Carrieri
  • Andrew M. Jones

Abstract

This paper presents new decomposition‐based approaches to measure inequality of opportunity in health that capture Roemer's distinction between circumstances and effort and are consistent with both compensation and reward principles. Our approach is fully nonparametric in the way that it handles differences in circumstances and provides decompositions of both a rank‐dependent relative (the Gini coefficient) and a rank‐independent absolute inequality index (the variance). The decompositions distinguish the contribution of effort from the direct and indirect (through effort) contribution of circumstances to the total inequality. Our approach is illustrated by an empirical application that uses objectively measured biomarkers as health outcomes and as proxies for relevant effort variables. Using data from the Health Survey for England from 2003 to 2012, we find that circumstances are the leading determinant of inequality in cholesterol, glycated haemoglobin, and in a combined ill‐health index whereas effort plays a substantial role in explaining inequality in fibrinogen only.

Suggested Citation

  • Vincenzo Carrieri & Andrew M. Jones, 2018. "Inequality of opportunity in health: A decomposition‐based approach," Health Economics, John Wiley & Sons, Ltd., vol. 27(12), pages 1981-1995, December.
  • Handle: RePEc:wly:hlthec:v:27:y:2018:i:12:p:1981-1995
    DOI: 10.1002/hec.3814
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/hec.3814
    Download Restriction: no

    File URL: https://libkey.io/10.1002/hec.3814?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    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. Alberto Alesina & George-Marios Angeletos, 2005. "Fairness and Redistribution," American Economic Review, American Economic Association, vol. 95(4), pages 960-980, September.
    4. repec:dau:papers:123456789/1552 is not listed on IDEAS
    5. Florence Jusot & Sandy Tubeuf & Alain Trannoy, 2013. "Circumstances And Efforts: How Important Is Their Correlation For The Measurement Of Inequality Of Opportunity In Health?," Health Economics, John Wiley & Sons, Ltd., vol. 22(12), pages 1470-1495, December.
    6. Antonio Abatemarco, 2015. "A Gini approach to inequality of opportunity: evidence from the PSID," Empirical Economics, Springer, vol. 49(4), pages 1497-1519, December.
    7. Bilger, Marcel & Carrieri, Vincenzo, 2013. "Health in the cities: When the neighborhood matters more than income," Journal of Health Economics, Elsevier, vol. 32(1), pages 1-11.
    8. Cogneau, Denis & Naudet, Jean-David, 2007. "Who Deserves Aid? Equality of Opportunity, International Aid, and Poverty Reduction," World Development, Elsevier, vol. 35(1), pages 104-120, January.
    9. François Bourguignon & Francisco H. G. Ferreira & Marta Menéndez, 2007. "Inequality Of Opportunity In Brazil," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 53(4), pages 585-618, December.
    10. Balia, Silvia & Jones, Andrew M., 2008. "Mortality, lifestyle and socio-economic status," Journal of Health Economics, Elsevier, vol. 27(1), pages 1-26, January.
    11. Francisco H. G. Ferreira & Vito Peragine, 2015. "Equality of opportunity: Theory and evidence," Working Papers 359, ECINEQ, Society for the Study of Economic Inequality.
    12. repec:hal:pseose:halshs-01030825 is not listed on IDEAS
    13. Fleurbaey, Marc, 2012. "Fairness, Responsibility, and Welfare," OUP Catalogue, Oxford University Press, number 9780199653591.
    14. Contoyannis, Paul & Jones, Andrew M., 2004. "Socio-economic status, health and lifestyle," Journal of Health Economics, Elsevier, vol. 23(5), pages 965-995, September.
    15. Checchi, Daniele & Peragine, Vito, 2005. "Regional Disparities and Inequality of Opportunity: The Case of Italy," IZA Discussion Papers 1874, Institute of Labor Economics (IZA).
    16. Fleurbaey, Marc & Schokkaert, Erik, 2009. "Unfair inequalities in health and health care," Journal of Health Economics, Elsevier, vol. 28(1), pages 73-90, January.
    17. FLEURBAEY, Marc & SCHOKKAERT, Erik, 2011. "Equity in health and health care," LIDAM Discussion Papers CORE 2011026, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    18. John E. Roemer, 2002. "Equality of opportunity: A progress report," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 19(2), pages 455-471.
    19. Francisco H. G. Ferreira & Jérémie Gignoux, 2014. "The Measurement of Educational Inequality: Achievement and Opportunity," The World Bank Economic Review, World Bank, vol. 28(2), pages 210-246.
    20. Jones, A. & Rice, N. & Rosa Dias, P., 2010. "Long-term effects of cognitive skills, social adjustment and schooling on health and lifestyle: Evidence from a reform of selective schooling," Health, Econometrics and Data Group (HEDG) Working Papers 10/11, HEDG, c/o Department of Economics, University of York.
    21. Andrew Jones & Ángel López Nicolás, 2006. "Allowing for heterogeneity in the decomposition of measures of inequality in health," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 4(3), pages 347-365, December.
    22. Shorrocks, A F, 1982. "Inequality Decomposition by Factor Components," Econometrica, Econometric Society, vol. 50(1), pages 193-211, January.
    23. Umut Turk & John Östh, 2017. "Inequality of Opportunity in Sweden:A Spatial Perspective," Working Papers 09/2017, University of Verona, Department of Economics.
    24. 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.
    25. Pilar García‐Gómez & Erik Schokkaert & Tom Van Ourti & Teresa Bago d'Uva, 2015. "Inequity in the Face of Death," Health Economics, John Wiley & Sons, Ltd., vol. 24(10), pages 1348-1367, October.
    26. Lefranc, Arnaud & Pistolesi, Nicolas & Trannoy, Alain, 2009. "Equality of opportunity and luck: Definitions and testable conditions, with an application to income in France," Journal of Public Economics, Elsevier, vol. 93(11-12), pages 1189-1207, December.
    27. repec:dau:papers:123456789/5065 is not listed on IDEAS
    28. Doorslaer, Eddy van & Jones, Andrew M., 2003. "Inequalities in self-reported health: validation of a new approach to measurement," Journal of Health Economics, Elsevier, vol. 22(1), pages 61-87, January.
    29. 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.
    30. Andrew Jones & John Roemer & Pedro Rosa Dias, 2014. "Equalising opportunities in health through educational policy," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 43(3), pages 521-545, October.
    31. Paolo Li Donni & Juan Rodríguez & Pedro Rosa Dias, 2015. "Empirical definition of social types in the analysis of inequality of opportunity: a latent classes approach," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 44(3), pages 673-701, March.
    32. Carrieri, V. & Jones, A.M., 2015. "The Income-Health Relationship “Beyond the Mean†: New Evidence from Biomarkers," Health, Econometrics and Data Group (HEDG) Working Papers 15/22, HEDG, c/o Department of Economics, University of York.
    33. 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.
    34. John E. Roemer & Alain Trannoy, 2016. "Equality of Opportunity: Theory and Measurement," Journal of Economic Literature, American Economic Association, vol. 54(4), pages 1288-1332, December.
    35. Daniele Checchi & Vito Peragine, 2010. "Inequality of opportunity in Italy," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 8(4), pages 429-450, December.
    36. Pedro Rosa Dias, 2009. "Inequality of opportunity in health: evidence from a UK cohort study," Health Economics, John Wiley & Sons, Ltd., vol. 18(9), pages 1057-1074, September.
    37. Alain Trannoy & Sandy Tubeuf & Florence Jusot & Marion Devaux, 2010. "Inequality of opportunities in health in France: a first pass," Health Economics, John Wiley & Sons, Ltd., vol. 19(8), pages 921-938, August.
    38. Michaela Benzeval & Meena Kumari & Andrew M. Jones, 2016. "How Do Biomarkers and Genetics Contribute to Understanding Society?," Health Economics, John Wiley & Sons, Ltd., vol. 25(10), pages 1219-1222, October.
    39. Pedro Rosa Dias, 2010. "Modelling opportunity in health under partial observability of circumstances," Health Economics, John Wiley & Sons, Ltd., vol. 19(3), pages 252-264, March.
    40. Pedro Rosa Dias & Andrew M. Jones, 2007. "Giving equality of opportunity a fair innings," Health Economics, John Wiley & Sons, Ltd., vol. 16(2), pages 109-112, February.
    41. repec:dau:papers:123456789/4461 is not listed on IDEAS
    42. Erreygers, Guido, 2009. "Correcting the Concentration Index," Journal of Health Economics, Elsevier, vol. 28(2), pages 504-515, March.
    43. repec:dau:papers:123456789/268 is not listed on IDEAS
    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. 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).
    2. Andrew M. Jones, 2019. "Equity, opportunity and health," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 46(3), pages 413-421, August.
    3. 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.
    4. repec:dau:papers:123456789/13753 is not listed on IDEAS
    5. Florence Jusot & Sabine Mage & Marta Menendez, 2014. "Inequality of Opportunity in Health in Indonesia," Working Papers DT/2014/06, DIAL (Développement, Institutions et Mondialisation).
    6. 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.
    7. Andrew Jones & John Roemer & Pedro Rosa Dias, 2014. "Equalising opportunities in health through educational policy," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 43(3), pages 521-545, October.
    8. repec:dau:papers:123456789/14339 is not listed on IDEAS
    9. FLEURBAEY, Marc & SCHOKKAERT, Erik, 2011. "Equity in health and health care," LIDAM Discussion Papers CORE 2011026, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    10. Damien Bricard & Florence Jusot & Alain Trannoy & Sandy Tubeuf, 2017. "Inequality of Opportunity in Health and the Principle of Natural Reward: evidence from European Countries," Working Papers hal-01523949, HAL.
    11. Ma, Chao & Gu, Hai & Han, Jianyu, 2013. "我国健康服务利用的机会不平等研究:基于chns2009 数据的实证分析 [A Study on the Inequality of Opportunity in Health Care Utilization:Evidence from CHNS 2009]," MPRA Paper 53765, University Library of Munich, Germany.
    12. Pilar García‐Gómez & Erik Schokkaert & Tom Van Ourti & Teresa Bago d'Uva, 2015. "Inequity in the Face of Death," Health Economics, John Wiley & Sons, Ltd., vol. 24(10), pages 1348-1367, October.
    13. Ovrum, Arnstein & Rickertsen, Kyrre, 2011. "Inequality in Health Versus Inequality in Lifestyles," 2011 International Congress, August 30-September 2, 2011, Zurich, Switzerland 114556, European Association of Agricultural Economists.
    14. Paolo Li Donni & Juan Rodríguez & Pedro Rosa Dias, 2015. "Empirical definition of social types in the analysis of inequality of opportunity: a latent classes approach," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 44(3), pages 673-701, March.
    15. Enza Simeone, 2023. "Inequality in health status during the COVID-19 in the UK: does the impact of the second lockdown policy matter?," Working Papers 661, ECINEQ, Society for the Study of Economic Inequality.
    16. Florence Jusot & Sandy Tubeuf & Alain Trannoy, 2013. "Circumstances And Efforts: How Important Is Their Correlation For The Measurement Of Inequality Of Opportunity In Health?," Health Economics, John Wiley & Sons, Ltd., vol. 22(12), pages 1470-1495, December.
    17. Pedro Rosa Dias, 2009. "Inequality of opportunity in health: evidence from a UK cohort study," Health Economics, John Wiley & Sons, Ltd., vol. 18(9), pages 1057-1074, September.
    18. Davillas, A. & Jones, A.M., 2020. "The COVID-19 pandemic and its impact on inequality of opportunity in psychological distress in the UK," Health, Econometrics and Data Group (HEDG) Working Papers 20/11, HEDG, c/o Department of Economics, University of York.
    19. Nie, Peng & Ding, Lanlin & Jones, Andrew M., 2020. "Inequality of Opportunity in Bodyweight among Middle-Aged and Older Chinese: A Distributional Approach," IZA Discussion Papers 13421, Institute of Labor Economics (IZA).
    20. repec:dau:papers:123456789/9524 is not listed on IDEAS
    21. 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.
    22. 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.
    23. repec:dau:papers:123456789/5065 is not listed on IDEAS
    24. Joseph Deutsch & María Noel Pi Alperin & Jacques Silber, 2018. "Using the Shapley Decomposition to Disentangle the Impact of Circumstances and Efforts on Health Inequality," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 138(2), pages 523-543, July.

    More about this item

    JEL classification:

    • C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General
    • C5 - Mathematical and Quantitative Methods - - Econometric Modeling
    • D63 - Microeconomics - - Welfare Economics - - - Equity, Justice, Inequality, and Other Normative Criteria and Measurement
    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality

    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:wly:hlthec:v:27:y:2018:i:12:p:1981-1995. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www3.interscience.wiley.com/cgi-bin/jhome/5749 .

    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.