IDEAS home Printed from https://ideas.repec.org/a/wly/hlthec/v17y2008i11p1237-1259.html
   My bibliography  Save this article

Testing for an economic gradient in health status using subjective data

Author

Listed:
  • Michael Lokshin
  • Martin Ravallion

Abstract

Can self‐assessments of health reveal the true health differentials between ‘rich’ and ‘poor’? The potential sources of bias include psychological adaptation to ill‐health, socioeconomic covariates of health reporting errors and income measurement errors. We propose an estimation method to reduce the bias by isolating the component of self‐assessed health that is explicable in terms of objective health indicators and allowing for broader dimensions of economic welfare than captured by current incomes. On applying our method to survey data for Russia we find a pronounced (nonlinear) economic gradient in health status that is not evident in the raw data. This is largely attributable to the health effects of age, education and location. Copyright © 2008 John Wiley & Sons, Ltd.

Suggested Citation

  • Michael Lokshin & Martin Ravallion, 2008. "Testing for an economic gradient in health status using subjective data," Health Economics, John Wiley & Sons, Ltd., vol. 17(11), pages 1237-1259, November.
  • Handle: RePEc:wly:hlthec:v:17:y:2008:i:11:p:1237-1259
    DOI: 10.1002/hec.1318
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/hec.1318
    Download Restriction: no

    File URL: https://libkey.io/10.1002/hec.1318?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
    ---><---

    References listed on IDEAS

    as
    1. Branko Milanovic, 1999. "Explaining the increase in inequality during transition," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 7(2), pages 299-341, July.
    2. Angus Deaton, 2003. "Health, Inequality, and Economic Development," Journal of Economic Literature, American Economic Association, vol. 41(1), pages 113-158, March.
    3. Michael Lokshin, 2006. "Difference-based semiparametric estimation of partial linear regression models," Stata Journal, StataCorp LP, vol. 6(3), pages 377-383, September.
    4. Eddy van Doorslaer & Xander Koolman, 2004. "Explaining the differences in income‐related health inequalities across European countries," Health Economics, John Wiley & Sons, Ltd., vol. 13(7), pages 609-628, July.
    5. repec:pri:cheawb:case_paxson_economic_status_paper is not listed on IDEAS
    6. Butler, J S, et al, 1987. "Measurement Error in Self-reported Health Variables," The Review of Economics and Statistics, MIT Press, vol. 69(4), pages 644-650, November.
    7. Elizabeth Brainerd & David M. Cutler, 2005. "Autopsy on an Empire: Understanding Mortality in Russia and the Former Soviet Union," Journal of Economic Perspectives, American Economic Association, vol. 19(1), pages 107-130, Winter.
    8. Ravallion, Martin & Lokshin, Michael, 2002. "Self-rated economic welfare in Russia," European Economic Review, Elsevier, vol. 46(8), pages 1453-1473, September.
    9. James Banks & Michael Marmot & Zoe Oldfield & James P. Smith, 2009. "The SES Health Gradient on Both Sides of the Atlantic," NBER Chapters, in: Developments in the Economics of Aging, pages 359-406, National Bureau of Economic Research, Inc.
    10. Martin Ravallion & Michael Lokshin, 2001. "Identifying Welfare Effects from Subjective Questions," Economica, London School of Economics and Political Science, vol. 68(271), pages 335-357, August.
    11. repec:pri:cheawb:case_paxson_economic_status_paper.pdf is not listed on IDEAS
    12. Pollak, Robert A., 1991. "Welfare comparisons and situation comparisons," Journal of Econometrics, Elsevier, vol. 50(1-2), pages 31-48, October.
    13. Marcel Kerkhofs & Maarten Lindeboom, 1995. "Subjective health measures and state dependent reporting errors," Health Economics, John Wiley & Sons, Ltd., vol. 4(3), pages 221-235, May.
    14. Field, Mark G., 1995. "The health crisis in the former Soviet Union: A report from the 'post-war' zone," Social Science & Medicine, Elsevier, vol. 41(11), pages 1469-1478, December.
    15. Kapteyn, Arie, 1994. "The Measurement of Household Cost Functions: Revealed Preference versus Subjective Measures," Journal of Population Economics, Springer;European Society for Population Economics, vol. 7(4), pages 333-350, November.
    16. Sen, Amartya, 1998. "Mortality as an Indicator of Economic Success and Failure," Economic Journal, Royal Economic Society, vol. 108(446), pages 1-25, January.
    17. Peter Adams & Michael D. Hurd & Daniel L. McFadden & Angela Merrill & Tiago Ribeiro, 2004. "Healthy, Wealthy, and Wise? Tests for Direct Causal Paths between Health and Socioeconomic Status," NBER Chapters, in: Perspectives on the Economics of Aging, pages 415-526, National Bureau of Economic Research, Inc.
    18. Michael Lokshin, 2006. "Difference-based semiparametric estimation of partial linear regression models," Stata Journal, StataCorp LP, vol. 6(3), pages 377-383, September.
    19. Richard A. Easterlin, 1980. "Population and Economic Change in Developing Countries," NBER Books, National Bureau of Economic Research, Inc, number east80-1, May.
    20. Lindeboom, Maarten & van Doorslaer, Eddy, 2004. "Cut-point shift and index shift in self-reported health," Journal of Health Economics, Elsevier, vol. 23(6), pages 1083-1099, November.
    21. 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.
    22. Groot, Wim, 2000. "Adaptation and scale of reference bias in self-assessments of quality of life," Journal of Health Economics, Elsevier, vol. 19(3), pages 403-420, May.
    23. Ellman, Michael, 1994. "The Increase in Death and Disease under "Katastroika."," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 18(4), pages 329-355, August.
    24. Lant Pritchett & Lawrence H. Summers, 1996. "Wealthier is Healthier," Journal of Human Resources, University of Wisconsin Press, vol. 31(4), pages 841-868.
    25. Sudhir Anand & Martin Ravallion, 1993. "Human Development in Poor Countries: On the Role of Private Incomes and Public Services," Journal of Economic Perspectives, American Economic Association, vol. 7(1), pages 133-150, Winter.
    26. Anne Case & Darren Lubotsky & Christina Paxson, 2002. "Economic Status and Health in Childhood: The Origins of the Gradient," American Economic Review, American Economic Association, vol. 92(5), pages 1308-1334, December.
    27. Cockerham, William C., 2000. "Health lifestyles in Russia," Social Science & Medicine, Elsevier, vol. 51(9), pages 1313-1324, November.
    28. Sorlie, P.D. & Backlund, E. & Keller, J.B., 1995. "US mortality by economic, demographic, and social characteristics: The National Longitudinal Mortality Study," American Journal of Public Health, American Public Health Association, vol. 85(7), pages 949-956.
    29. Currie, Alison & Shields, Michael A. & Wheatley Price, Stephen, 2004. "Is the Child Health / Family Income Gradient Universal? Evidence from England," IZA Discussion Papers 1328, Institute of Labor Economics (IZA).
    30. Adonis Yatchew, 1998. "Nonparametric Regression Techniques in Economics," Journal of Economic Literature, American Economic Association, vol. 36(2), pages 669-721, June.
    31. Ravallion, Martin & Lokshin, Michael, 2001. "Identifying Welfare Effects from Subjective Questions," Economica, London School of Economics and Political Science, vol. 68(271), pages 335-357, August.
    32. Menzel, Paul & Dolan, Paul & Richardson, Jeff & Olsen, Jan Abel, 2002. "The role of adaptation to disability and disease in health state valuation: a preliminary normative analysis," Social Science & Medicine, Elsevier, vol. 55(12), pages 2149-2158, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Valerii Baidin & Christopher J. Gerry & Maria Kaneva, 2021. "How Self-Rated is Self-Rated Health? Exploring the Role of Individual and Institutional Factors in Reporting Heterogeneity in Russia," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 155(2), pages 675-696, June.
    2. Baron-Epel, Orna & Kaplan, Giora, 2009. "Can subjective and objective socioeconomic status explain minority health disparities in Israel?," Social Science & Medicine, Elsevier, vol. 69(10), pages 1460-1467, November.
    3. Koen Decancq & María Ana Lugo, 2009. "Measuring inequality of well-being with a correlation-sensitive multidimensional Gini index," Working Papers 124, ECINEQ, Society for the Study of Economic Inequality.
    4. Koen Decancq, 2014. "Copula-based measurement of dependence between dimensions of well-being," Oxford Economic Papers, Oxford University Press, vol. 66(3), pages 681-701.
    5. Raskina, Yulia & Podkorytova, Olga & Kuchakov, Ruslan, 2022. "Health determinants and the reporting heterogeneity bias in Russia: Anchoring vignettes approach," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 66, pages 118-143.
    6. Jishnu Das & Quy-Toan Do & Jed Friedman & David McKenzie, 2008. "Mental Health Patterns and Consequences: Results from Survey Data in Five Developing Countries," The World Bank Economic Review, World Bank, vol. 23(1), pages 31-55, August.
    7. Kiendrebeogo,Youssouf & Ianchovichina,Elena & Kiendrebeogo,Youssouf & Ianchovichina,Elena, 2016. "Who supports violent extremism in developing countries ? analysis of attitudes based on value surveys," Policy Research Working Paper Series 7691, The World Bank.
    8. Ravallion, Martin & Himelein, Kristen & Beegle, Kathleen, 2013. "Can subjective questions on economic welfare be trusted ? evidence for three developing countries," Policy Research Working Paper Series 6726, The World Bank.
    9. Raj Arunachalam & Manisha Shah, 2013. "Compensated for Life: Sex Work and Disease Risk," Journal of Human Resources, University of Wisconsin Press, vol. 48(2), pages 345-369.
    10. Kaneva, Maria & Baidin, Valerii, 2018. "Heterogeneity in reporting self-assessed health of the Russians," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 51, pages 102-125.
    11. M. A. Kaneva, 2021. "Health Capital Estimates for Russian Regions in 2004–2018," Regional Research of Russia, Springer, vol. 11(4), pages 524-532, October.
    12. ZHAO, Guochang, 2015. "Can money ‘buy’ schooling achievement? Evidence from 19 Chinese cities," China Economic Review, Elsevier, vol. 35(C), pages 83-104.
    13. Ravallion, Martin, 2012. "Poor, or just feeling poor ? on using subjective data in measuring poverty," Policy Research Working Paper Series 5968, The World Bank.
    14. M. A. Kaneva, 2023. "Determinants of Economic Growth in Regions with Different COVID-19 Incidence Rates," Regional Research of Russia, Springer, vol. 13(2), pages 296-304, June.
    15. Christopher J. Gerry & Georgios Papadopoulos, 2015. "Sample attrition in the RLMS, 2001–10," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 23(2), pages 425-468, April.
    16. Ren Mu, 2014. "Regional Disparities In Self‐Reported Health: Evidence From Chinese Older Adults," Health Economics, John Wiley & Sons, Ltd., vol. 23(5), pages 529-549, May.

    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. Michael Lokshin & Martin Ravallion, 2008. "Testing for an economic gradient in health status using subjective data," Health Economics, John Wiley & Sons, Ltd., vol. 17(11), pages 1237-1259.
    2. Lokshin, Michael & Ravallion, Martin, 2005. "Searching for the economic gradient in self-assessed health," Policy Research Working Paper Series 3698, The World Bank.
    3. Andrew M. Jones & Eddy Van Doorslaer & Teresa Bago D’Uva & Silvia Balia & Lynn Gambin & Cristina Hernández Quevedo & Xander Koolman & Nigel Rice, 2006. "Health and Wealth: Empirical Findings and Political Consequences," Perspektiven der Wirtschaftspolitik, Verein für Socialpolitik, vol. 7(s1), pages 93-112, May.
    4. Costa-Font, Joan & Hernández-Quevedo, Cristina, 2012. "Measuring inequalities in health: What do we know? What do we need to know?," Health Policy, Elsevier, vol. 106(2), pages 195-206.
    5. 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.
    6. Paul Contoyannis & Andrew M. Jones & Nigel Rice, 2004. "The dynamics of health in the British Household Panel Survey," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(4), pages 473-503.
    7. Hernández-Quevedo, Cristina & Jones, Andrew M. & López-Nicolás, Angel & Rice, Nigel, 2006. "Socioeconomic inequalities in health: A comparative longitudinal analysis using the European Community Household Panel," Social Science & Medicine, Elsevier, vol. 63(5), pages 1246-1261, September.
    8. Maite Blázquez & Elena Cottini & Ainhoa Herrarte, 2014. "The socioeconomic gradient in health: how important is material deprivation?," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 12(2), pages 239-264, June.
    9. Fabrice Etilé & Carine Milcent, 2006. "Income‐related reporting heterogeneity in self‐assessed health: evidence from France," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 965-981, September.
    10. Hernández-Quevedo, Cristina & Jones, Andrew M. & Rice, Nigel, 2008. "Persistence in health limitations: A European comparative analysis," Journal of Health Economics, Elsevier, vol. 27(6), pages 1472-1488, December.
    11. Maite Blázquez Cuesta & Elena Cottini & Herrarte, A. (Ainhoa), 2012. "GINI DP 39: Socioeconomic Gradient in Health: How Important is Material Deprivation?," GINI Discussion Papers 39, AIAS, Amsterdam Institute for Advanced Labour Studies.
    12. Johnston, David W. & Propper, Carol & Shields, Michael A., 2009. "Comparing subjective and objective measures of health: Evidence from hypertension for the income/health gradient," Journal of Health Economics, Elsevier, vol. 28(3), pages 540-552, May.
    13. Owen O'Donnell & Eddy Van Doorslaer & Tom Van Ourti, 2013. "Health and Inequality," Tinbergen Institute Discussion Papers 13-170/V, Tinbergen Institute.
    14. Rafael Sánchez, 2017. "Does a Mandatory Reduction of Standard Working Hours Improve Employees' Health Status?," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 56(1), pages 3-39, January.
    15. Weichun Chen & Judith A. Clarke & Nilanjana Roy, 2014. "Health and wealth: Short panel Granger causality tests for developing countries," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 23(6), pages 755-784, September.
    16. Lokshin, Michael & Ravallion, Martin, 2005. "Rich and powerful?: Subjective power and welfare in Russia," Journal of Economic Behavior & Organization, Elsevier, vol. 56(2), pages 141-172, February.
    17. David M. Cutler & Adriana Lleras-Muney & Tom Vogl, 2008. "Socioeconomic Status and Health: Dimensions and Mechanisms," NBER Working Papers 14333, National Bureau of Economic Research, Inc.
    18. Cristina Hernandez-Quevedo & Andrew M Jones & Nigel Rice, "undated". "Reporting Bias and Heterogeneity in Self-Assessed Health. Evidence from the British Household Panel Survey," Discussion Papers 04/18, Department of Economics, University of York.
    19. Currie, Alison & Shields, Michael A. & Price, Stephen Wheatley, 2007. "The child health/family income gradient: Evidence from England," Journal of Health Economics, Elsevier, vol. 26(2), pages 213-232, March.
    20. David Cantarero & Marta Pascual & Jose Maria Sarabia, 2004. "Can income inequality contribute to understand inequalities in health? An empirical approach based on the European Community Household Panel," ERSA conference papers ersa04p230, European Regional Science Association.

    More about this item

    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:17:y:2008:i:11:p:1237-1259. 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.