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Inequity in the Face of Death

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  • Pilar García‐Gómez
  • Erik Schokkaert
  • Tom Van Ourti
  • Teresa Bago d'Uva

Abstract

We apply the theory of inequality of opportunity to the measurement of inequity in mortality. Using a rich data set linking records of mortality and health events to survey data on lifestyles for the Netherlands (1998–2007), we test the sensitivity of estimated inequity to different normative choices and conclude that the location of the responsibility cut is of vital importance. Traditional measures of inequity (such as socioeconomic and regional inequalities) only capture part of more comprehensive notions of unfairness. We show that distinguishing between different routes via which variables might be associated to mortality is essential to the application of different normative positions. Using the fairness gap (direct unfairness), measured inequity according to our implementation of the ‘control’ and ‘preference’ approaches ranges between 0.0229 and 0.0239 (0.0102–0.0218), while regional and socioeconomic inequalities are smaller than 0.0020 (0.0001). The usual practice of standardizing for age and gender has large effects on measured inequity. Finally, we use our model to measure inequity in simulated counterfactual situations. While it is a big challenge to identify all causal relationships involved in this empirical context, this does not affect our main conclusions regarding the importance of normative choices in the measurement of inequity. Copyright © 2014 John Wiley & Sons, Ltd.

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  • 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.
  • Handle: RePEc:wly:hlthec:v:24:y:2015:i:10:p:1348-1367
    DOI: 10.1002/hec.3092
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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. Bruce Hollingsworth & Anthony Scott & Sandy Tubeuf & Florence Jusot & Damien Bricard, 2012. "Mediating Role Of Education And Lifestyles In The Relationship Between Early‐Life Conditions And Health: Evidence From The 1958 British Cohort," Health Economics, John Wiley & Sons, Ltd., vol. 21, pages 129-150, June.
    3. van Doorslaer, Eddy & Gerdtham, Ulf-G., 2003. "Does inequality in self-assessed health predict inequality in survival by income? Evidence from Swedish data," Social Science & Medicine, Elsevier, vol. 57(9), pages 1621-1629, November.
    4. Giorgio Brunello & Margherita Fort & Guglielmo Weber, 2009. "Changes in Compulsory Schooling, Education and the Distribution of Wages in Europe," Economic Journal, Royal Economic Society, vol. 119(536), pages 516-539, March.
    5. Florence Jusot & Sandy Tubeuf & Alain Trannoy, 2010. "Effort or Circumstances: Does the Correlation Matter for Inequality of Opportunity in Health?," Working Papers DT33, IRDES institut for research and information in health economics, revised Jul 2010.
    6. 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.
    7. Marc Fleurbaey & Vito Peragine, 2013. "Ex Ante Versus Ex Post Equality of Opportunity," Economica, London School of Economics and Political Science, vol. 80(317), pages 118-130, January.
    8. repec:dau:papers:123456789/1552 is not listed on IDEAS
    9. Aaberge, Rolf & Mogstad, Magne & Peragine, Vito, 2011. "Measuring long-term inequality of opportunity," Journal of Public Economics, Elsevier, vol. 95(3), pages 193-204.
    10. 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.
    11. Hans van Kippersluis, & Owen O’Donnell & Eddy van Doorslaer, 2011. "Long-Run Returns to Education: Does Schooling Lead to an Extended Old Age?," Journal of Human Resources, University of Wisconsin Press, vol. 46(4), pages 695-721.
    12. Roemer, John E. & Aaberge, Rolf & Colombino, Ugo & Fritzell, Johan & Jenkins, Stephen P. & Lefranc, Arnaud & Marx, Ive & Page, Marianne & Pommer, Evert & Ruiz-Castillo, Javier, 2003. "To what extent do fiscal regimes equalize opportunities for income acquisition among citizens?," Journal of Public Economics, Elsevier, vol. 87(3-4), pages 539-565, March.
    13. Stella Quah, 2011. "Gender and the burden of disease in ten Asian countries: An exploratory analysis," Asia Europe Journal, Springer, vol. 8(4), pages 499-512, April.
    14. repec:dau:papers:123456789/9292 is not listed on IDEAS
    15. 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.
    16. Gourieroux, Christian & Monfort, Alain & Renault, Eric & Trognon, Alain, 1987. "Simulated residuals," Journal of Econometrics, Elsevier, vol. 34(1-2), pages 201-252.
    17. repec:pri:cheawb:what_does_the_empirical_evidence_tell_us_about_the_injustice is not listed on IDEAS
    18. 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.
    19. Balia, Silvia & Jones, Andrew M., 2008. "Mortality, lifestyle and socio-economic status," Journal of Health Economics, Elsevier, vol. 27(1), pages 1-26, January.
    20. Fleurbaey, Marc, 2012. "Fairness, Responsibility, and Welfare," OUP Catalogue, Oxford University Press, number 9780199653591, Decembrie.
    21. Grossman, Michael, 1972. "On the Concept of Health Capital and the Demand for Health," Journal of Political Economy, University of Chicago Press, vol. 80(2), pages 223-255, March-Apr.
    22. 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.
    23. Richard Rogers & Bethany Everett & Jarron Onge & Patrick Krueger, 2010. "Social, behavioral, and biological factors, and sex differences in mortality," Demography, Springer;Population Association of America (PAA), vol. 47(3), pages 555-578, August.
    24. David Cutler & Angus Deaton & Adriana Lleras-Muney, 2006. "The Determinants of Mortality," Journal of Economic Perspectives, American Economic Association, vol. 20(3), pages 97-120, Summer.
    25. Arnaud Lefranc & Nicolas Pistolesi & Alain Trannoy, 2008. "Inequality Of Opportunities Vs. Inequality Of Outcomes: Are Western Societies All Alike?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 54(4), pages 513-546, December.
    26. V A Hajivassiliou, 1997. "Some Practical Issues in Maximum Simulated Likelihood," STICERD - Econometrics Paper Series 340, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.
    27. Philip Oreopoulos & Kjell G. Salvanes, 2011. "Priceless: The Nonpecuniary Benefits of Schooling," Journal of Economic Perspectives, American Economic Association, vol. 25(1), pages 159-184, Winter.
    28. Fleurbaey, Marc & Schokkaert, Erik, 2009. "Unfair inequalities in health and health care," Journal of Health Economics, Elsevier, vol. 28(1), pages 73-90, January.
    29. Fred Pampel, 2003. "Declining sex differences in mortality from lung cancer in high-income nations," Demography, Springer;Population Association of America (PAA), vol. 40(1), pages 45-65, February.
    30. 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.
    31. repec:pri:rpdevs:what_does_the_empirical_evidence_tell_us_about_the_injustice is not listed on IDEAS
    32. Rachel M. McCleary & Robert J. Barro, 2006. "Religion and Economy," Journal of Economic Perspectives, American Economic Association, vol. 20(2), pages 49-72, Spring.
    33. 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.
    34. Almås, Ingvild & Cappelen, Alexander W. & Lind, Jo Thori & Sørensen, Erik Ø. & Tungodden, Bertil, 2011. "Measuring unfair (in)equality," Journal of Public Economics, Elsevier, vol. 95(7), pages 488-499.
    35. James P. Smith, 1999. "Healthy Bodies and Thick Wallets: The Dual Relation between Health and Economic Status," Journal of Economic Perspectives, American Economic Association, vol. 13(2), pages 145-166, Spring.
    36. Silvia Balia & Andrew M. Jones, 2011. "Catching the habit: a study of inequality of opportunity in smoking‐related mortality," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 174(1), pages 175-194, January.
    37. Angus Deaton, 2011. "What does the empirical evidence tell us about the injustice of health inequalities?," Working Papers 1364, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Health and Wellbeing..
    38. Orazio P. Attanasio & Carl Emmerson, 2003. "Mortality, Health Status, and Wealth," Journal of the European Economic Association, MIT Press, vol. 1(4), pages 821-850, June.
    39. Cutler, David M. & Lleras-Muney, Adriana, 2010. "Understanding differences in health behaviors by education," Journal of Health Economics, Elsevier, vol. 29(1), pages 1-28, January.
    40. John E. Roemer & Alain Trannoy, 2013. "Equality of Opportunity," Cowles Foundation Discussion Papers 1921, Cowles Foundation for Research in Economics, Yale University.
    41. Roemer, John E. & Aaberge, Rolf & Colombino, Ugo & Fritzell, Johan & Jenkins, Stephen P. & Lefranc, Arnaud & Marx, Ive & Page, Marianne & Pommer, Evert & Ruiz-Castillo, Javier, 2003. "To what extent do fiscal regimes equalize opportunities for income acquisition among citizens?," Journal of Public Economics, Elsevier, vol. 87(3-4), pages 539-565, March.
    42. repec:pri:cheawb:what_does_the_empirical_evidence_tell_us_about_the_injustice.pdf is not listed on IDEAS
    43. Bengtsson, Tommy & van Poppel, Frans, 2011. "Socioeconomic inequalities in death from past to present: An introduction," Explorations in Economic History, Elsevier, vol. 48(3), pages 343-356, July.
    44. De Fraja, Gianni, 2001. "Education Policies: Equity, Efficiency and Voting Equilibrium," Economic Journal, Royal Economic Society, vol. 111(471), pages 104-119, May.
    45. repec:dau:papers:123456789/5065 is not listed on IDEAS
    46. Hugh Gravelle, 2003. "Measuring income related inequality in health: standardisation and the partial concentration index," Health Economics, John Wiley & Sons, Ltd., vol. 12(10), pages 803-819, October.
    47. Mark V. Pauly & Thomas G. Mcguire & Pedro P. Barros (ed.), 2011. "Handbook of Health Economics," Handbook of Health Economics, Elsevier, volume 2, number 2.
    48. Rucker C. Johnson, 2010. "The Health Returns of Education Policies from Preschool to High School and Beyond," American Economic Review, American Economic Association, vol. 100(2), pages 188-194, May.
    49. repec:dau:papers:123456789/268 is not listed on IDEAS
    50. Kurt Devooght, 2008. "To Each the Same and to Each his Own: A Proposal to Measure Responsibility‐Sensitive Income Inequality," Economica, London School of Economics and Political Science, vol. 75(298), pages 280-295, May.
    51. M. Christopher Auld, 2005. "Smoking, Drinking, and Income," Journal of Human Resources, University of Wisconsin Press, vol. 40(2).
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    5. 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.
    6. Rellstab, Sara & Bakx, Pieter & García-Gómez, Pilar & van Doorslaer, Eddy, 2020. "The kids are alright - labour market effects of unexpected parental hospitalisations in the Netherlands," Journal of Health Economics, Elsevier, vol. 69(C).
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    10. Ana I. Balsa & Máximo Rossi & Patricia Triunfo, 2011. "Horizontal Inequity in Access to Health Care in Four South American Cities," Revista de Economía del Rosario, Universidad del Rosario, June.
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    13. 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.
    14. CREMER, Helmuth & PESTIEAU, Pierre & PONTHIERE, Grégory, 2012. "The economics of long-term care: a survey," LIDAM Discussion Papers CORE 2012030, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    15. 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.
    16. Thierry Bréchet & Yann Ménière & Pierre M. Picard, 2016. "The Clean Development Mechanism in a world carbon market," Canadian Journal of Economics, Canadian Economics Association, vol. 49(4), pages 1569-1598, November.
    17. 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).
    18. 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.
    19. Paolo Brunori & Alain Trannoy & Caterina Francesca Guidi, 2021. "Ranking populations in terms of inequality of health opportunity: A flexible latent type approach," Health Economics, John Wiley & Sons, Ltd., vol. 30(2), pages 358-383, February.
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    21. 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.
    22. Florence Jusot & Sabine Mage & Marta Menendez, 2014. "Inequality of Opportunity in Health in Indonesia," Working Papers DT/2014/06, DIAL (Développement, Institutions et Mondialisation).
    23. MUSSARD Stéphane & PI ALPERIN Maria Noel, 2016. "A Two-parameter Family of Socio-economic Health Inequality Indices: Accounting for Risk and Inequality Aversions," LISER Working Paper Series 2016-15, Luxembourg Institute of Socio-Economic Research (LISER).
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    JEL classification:

    • 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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