IDEAS home Printed from https://ideas.repec.org/p/yor/hectdg/07-05.html
   My bibliography  Save this paper

How does heterogeneity shape the socioeconomic gradient in health satisfaction?

Author

Listed:
  • Andrew M. Jones
  • Stefanie Schurer

Abstract

Individual heterogeneity plays a key role in explaining variation in self-reported well-being and, in particular, health satisfaction. It is hypothesised that the inuence of this heterogeneity varies over levels of health and increases over the life-cycle. These hypotheses are tested with data on health satisfaction from 22 waves of the German Socioeconomic Panel (GSOEP). Nonlinear xed eects methods that allow for unobserved heterogeneity are not readily available for categorical measures of well-being. One common solution is to revert to conditional fixed effects methods, at the price of a high degree of information loss. Another common solution is to ignore the association between unobserved heterogeneity and socio-economic status by using pooled or random eects models, at the price of potential bias. We use a generalization of the conditional xed eects logit, that allows for individual-specic reporting bias, heterogeneity in health endowments, and heterogeneity in the impact of income on health satisfaction. Adjusting for unobserved heterogeneity accounts for the relationship between income and very good health, but not between income and poorer health states. The income gradient for older age-groups is more strongly aected by controlling for unobserved heterogeneity: revealing an increasing inuence of heterogeneity on health satisfaction over the life-span.

Suggested Citation

  • Andrew M. Jones & Stefanie Schurer, 2007. "How does heterogeneity shape the socioeconomic gradient in health satisfaction?," Health, Econometrics and Data Group (HEDG) Working Papers 07/05, HEDG, c/o Department of Economics, University of York.
  • Handle: RePEc:yor:hectdg:07/05
    as

    Download full text from publisher

    File URL: https://www.york.ac.uk/media/economics/documents/herc/wp/07_05.pdf
    File Function: Main text
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Hugh Gravelle & Matt Sutton, 2009. "Income, relative income, and self‐reported health in Britain 1979–2000," Health Economics, John Wiley & Sons, Ltd., vol. 18(2), pages 125-145, February.
    2. Blanchflower, David G. & Oswald, Andrew J., 2004. "Well-being over time in Britain and the USA," Journal of Public Economics, Elsevier, vol. 88(7-8), pages 1359-1386, July.
    3. Miller, Douglas L. & Paxson, Christina, 2006. "Relative income, race, and mortality," Journal of Health Economics, Elsevier, vol. 25(5), pages 979-1003, September.
    4. Robert J. MacCulloch & Rafael Di Tella & Andrew J. Oswald, 2001. "Preferences over Inflation and Unemployment: Evidence from Surveys of Happiness," American Economic Review, American Economic Association, vol. 91(1), pages 335-341, March.
    5. Oswald, Andrew J, 1997. "Happiness and Economic Performance," Economic Journal, Royal Economic Society, vol. 107(445), pages 1815-1831, November.
    6. Stefan Boes & Rainer Winkelmann, 2006. "Ordered Response Models," Springer Books, in: Olaf Hübler & Jachim Frohn (ed.), Modern Econometric Analysis, chapter 12, pages 167-181, Springer.
    7. Clark, Andrew E & Oswald, Andrew J, 1994. "Unhappiness and Unemployment," Economic Journal, Royal Economic Society, vol. 104(424), pages 648-659, May.
    8. 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.
    9. Bernard M. S. van Praag & Barbara E. Baarsma, 2005. "Using Happiness Surveys to Value Intangibles: The Case of Airport Noise," Economic Journal, Royal Economic Society, vol. 115(500), pages 224-246, January.
    10. 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.
    11. Paul Frijters & John Haisken-DeNew & Michael Shields, 2005. "Socio-Economic Status, Health Shocks, Life Satisfaction and Mortality: Evidence from an Increasing Mixed Proportional Hazard Model," CEPR Discussion Papers 496, Centre for Economic Policy Research, Research School of Economics, Australian National University.
    12. Alesina, Alberto & Di Tella, Rafael & MacCulloch, Robert, 2004. "Inequality and happiness: are Europeans and Americans different?," Journal of Public Economics, Elsevier, vol. 88(9-10), pages 2009-2042, August.
    13. Lelkes, Orsolya, 2006. "Tasting freedom: Happiness, religion and economic transition," Journal of Economic Behavior & Organization, Elsevier, vol. 59(2), pages 173-194, February.
    14. Das, Marcel & van Soest, Arthur, 1999. "A panel data model for subjective information on household income growth," Journal of Economic Behavior & Organization, Elsevier, vol. 40(4), pages 409-426, December.
    15. Wiji Arulampalam, 1999. "A Note on Estimated Coefficients in Random Effects Probit Models," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(4), pages 597-602, November.
    16. 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.
    17. Blackburn, McKinley L & Neumark, David, 1995. "Are OLS Estimates of the Return to Schooling Biased Downward? Another Look," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 217-230, May.
    18. Gary Chamberlain, 1980. "Analysis of Covariance with Qualitative Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 225-238.
    19. Rafael Di Tella & Robert J. MacCulloch & Andrew J. Oswald, 2003. "The Macroeconomics of Happiness," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 809-827, November.
    20. 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.
    21. M. Christopher Auld & Nirmal Sidhu, 2005. "Schooling, cognitive ability and health," Health Economics, John Wiley & Sons, Ltd., vol. 14(10), pages 1019-1034, October.
    22. Mossey, J.M. & Shapiro, E., 1982. "Self-rated health: a predictor of mortality among the elderly," American Journal of Public Health, American Public Health Association, vol. 72(8), pages 800-808.
    23. Frijters, Paul & Haisken-DeNew, John P. & Shields, Michael A., 2005. "The causal effect of income on health: Evidence from German reunification," Journal of Health Economics, Elsevier, vol. 24(5), pages 997-1017, September.
    24. Bruno Frey & Simon Luechinger & Alois Stutzer, 2009. "The life satisfaction approach to valuing public goods: The case of terrorism," Public Choice, Springer, vol. 138(3), pages 317-345, March.
    25. Ferrer-i-Carbonell, Ada, 2005. "Income and well-being: an empirical analysis of the comparison income effect," Journal of Public Economics, Elsevier, vol. 89(5-6), pages 997-1019, June.
    26. Paul Frijters & John P. Haisken-DeNew & Michael A. Shields, 2004. "Money Does Matter! Evidence from Increasing Real Income and Life Satisfaction in East Germany Following Reunification," American Economic Review, American Economic Association, vol. 94(3), pages 730-740, June.
    27. Paul Frijters & Ingo Geishecker & John P. Haisken‐DeNew & Michael A. Shields, 2006. "Can the Large Swings in Russian Life Satisfaction be Explained by Ups and Downs in Real Incomes?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 108(3), pages 433-458, October.
    28. Cameron,A. Colin & Trivedi,Pravin K., 2005. "Microeconometrics," Cambridge Books, Cambridge University Press, number 9780521848053, September.
    29. Liliana Winkelmann & Rainer Winkelmann, 1998. "Why Are the Unemployed So Unhappy?Evidence from Panel Data," Economica, London School of Economics and Political Science, vol. 65(257), pages 1-15, February.
    30. Jersey Liang & Benjamin A. Shaw & Neal Krause & Joan M. Bennett & Erika Kobayashi & Taro Fukaya & Yoko Sugihara, 2005. "How Does Self-Assessed Health Change With Age? A Study of Older Adults in Japan," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 60(4), pages 224-232.
    31. Andrew M. Jones & Xander Koolman & Nigel Rice, 2006. "Health‐related non‐response in the British Household Panel Survey and European Community Household Panel: using inverse‐probability‐weighted estimators in non‐linear models," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 169(3), pages 543-569, July.
    32. 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.
    33. Clark, Andrew E., 2001. "What really matters in a job? Hedonic measurement using quit data," Labour Economics, Elsevier, vol. 8(2), pages 223-242, May.
    34. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    35. Daniel Kahneman & Alan B. Krueger, 2006. "Developments in the Measurement of Subjective Well-Being," Journal of Economic Perspectives, American Economic Association, vol. 20(1), pages 3-24, Winter.
    36. Ada Ferrer-i-Carbonell & Paul Frijters, 2004. "How Important is Methodology for the estimates of the determinants of Happiness?," Economic Journal, Royal Economic Society, vol. 114(497), pages 641-659, July.
    37. Easterlin, Richard A., 1995. "Will raising the incomes of all increase the happiness of all?," Journal of Economic Behavior & Organization, Elsevier, vol. 27(1), pages 35-47, June.
    38. Brenda Gannon, 2009. "The influence of economic incentives on reported disability status," Health Economics, John Wiley & Sons, Ltd., vol. 18(7), pages 743-759, July.
    39. Paul Frijters & John P. Haisken-DeNew & Michael A. Shields, 2004. "Investigating the Patterns and Determinants of Life Satisfaction in Germany Following Reunification," Journal of Human Resources, University of Wisconsin Press, vol. 39(3).
    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. repec:zbw:rwirep:0008 is not listed on IDEAS
    2. Andrew M. Jones & Stefanie Schurer, 2007. "How Does Heterogeneity Shape the Socioeconomic Gradient in Health Satisfaction?," Ruhr Economic Papers 0008, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    3. Andrew E. Clark & Paul Frijters & Michael A. Shields, 2006. "Income and happiness: Evidence, explanations and economic implications," PSE Working Papers halshs-00590436, HAL.
    4. Leonardo Becchetti & Alessandra Pelloni, 2013. "What are we learning from the life satisfaction literature?," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 60(2), pages 113-155, June.
    5. Roberta Distante, 2013. "Subjective Well-Being, Income and Relative Concerns in the UK," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 113(1), pages 81-105, August.
    6. Ada Ferrer-i-Carbonell, 2013. "Happiness economics," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 4(1), pages 35-60, March.
    7. Leonardo Becchetti & Elena Giachin Ricca & Alessandra Pelloni, 2009. "The 60s Turnaround as a Test on the Causal Relationship between Sociability and Happiness," SOEPpapers on Multidisciplinary Panel Data Research 209, DIW Berlin, The German Socio-Economic Panel (SOEP).
    8. Liu, Zhiqiang & Shang, Qingyan, 2012. "Individual well-being in urban China: The role of income expectations," China Economic Review, Elsevier, vol. 23(4), pages 833-849.
    9. Popova, Olga, 2014. "Can religion insure against aggregate shocks to happiness? The case of transition countries," Journal of Comparative Economics, Elsevier, vol. 42(3), pages 804-818.
    10. Mentzakis, Emmanouil & Moro, Mirko, 2009. "The poor, the rich and the happy: Exploring the link between income and subjective well-being," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 38(1), pages 147-158, January.
    11. Jones, Andrew M. & Wildman, John, 2008. "Health, income and relative deprivation: Evidence from the BHPS," Journal of Health Economics, Elsevier, vol. 27(2), pages 308-324, March.
    12. Byela Tibesigwa & Martine Visser & Brennan Hodkinson, 2016. "Effects of Objective and Subjective Income Comparisons on Subjective Wellbeing," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 128(1), pages 361-389, August.
    13. Leonardo Becchetti & Luisa Corrado & Fiammetta Rossetti, 2011. "The Heterogeneous Effects of Income Changes on Happiness," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 104(3), pages 387-406, December.
    14. Christopher Ambrey & Christopher Fleming, 2014. "Life Satisfaction in Australia: Evidence from Ten Years of the HILDA Survey," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 115(2), pages 691-714, January.
    15. Michela Ponzo, 2011. "Occupational Status and Individual Subjective Well-Being in Italy," QA - Rivista dell'Associazione Rossi-Doria, Associazione Rossi Doria, issue 3, September.
    16. Antje Mertens & Miriam Beblo, 2016. "Self-Reported Satisfaction and the Economic Crisis of 2007–2010: Or How People in the UK and Germany Perceive a Severe Cyclical Downturn," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 125(2), pages 537-565, January.
    17. Rasciute, Simona & Downward, Paul & Simmons, Nick, 2023. "Valuation of subjective wellbeing and the role of marital status: Linear versus ordinal estimators," Economic Modelling, Elsevier, vol. 123(C).
    18. Alpaslan Akay & Olivier Bargain & Klaus F. Zimmermann, 2017. "Home Sweet Home?: Macroeconomic Conditions in Home Countries and the Well-Being of Migrants," Journal of Human Resources, University of Wisconsin Press, vol. 52(2), pages 351-373.
    19. Frijters, Paul & Beatton, Tony, 2012. "The mystery of the U-shaped relationship between happiness and age," Journal of Economic Behavior & Organization, Elsevier, vol. 82(2), pages 525-542.
    20. David G. Blanchflower & Andrew J. Oswald, 2005. "Happiness and the Human Development Index: The Paradox of Australia," NBER Working Papers 11416, National Bureau of Economic Research, Inc.
    21. Filiz Gülal & Adam Ayaita, 2020. "The Impact of Minimum Wages on Well-Being: Evidence from a Quasi-experiment in Germany," Journal of Happiness Studies, Springer, vol. 21(7), pages 2669-2692, October.

    More about this item

    Keywords

    Panel data; generalized conditional fixed effects logit; generalized ordered logit; health; GSOEP.;
    All these keywords.

    JEL classification:

    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:yor:hectdg:07/05. 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: Jane Rawlings (email available below). General contact details of provider: https://edirc.repec.org/data/deyoruk.html .

    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.