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Systematic measurement error in self-reported health: is anchoring vignettes the way out?

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  • Aparajita Dasgupta

    (Ashoka University)

Abstract

This paper studies systematic reporting heterogeneity in self-assessed health in India using World Health Survey (WHS)-SAGE survey that has subjective assessments on own health and hypothetical vignettes as well as objective measures like measured anthropometrics and performance tests on a range of health domains. The study implicitly tests and validates the assumption of response consistency in a developing country setting, thus lending support to the use of vignettes. Additionally, we are able to control for unobservable heterogeneities of reporting behavior at the individual level by employing individual fixed-effects estimation using multiple ratings on a set of vignettes by the same person. The study confirms identical pattern of systematic bias by the socioeconomic subgroups as is indicated by vignette technique. It further highlights that substantial amount of reporting heterogeneity remains unexplained after controlling for the usual socioeconomic control variables. The finding has potentially broader implications for research based on self-reported data in a developing country. JEL Classification: C83, D91, I12, I18, I15, I32, J10

Suggested Citation

  • Aparajita Dasgupta, 2018. "Systematic measurement error in self-reported health: is anchoring vignettes the way out?," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 8(1), pages 1-30, December.
  • Handle: RePEc:spr:izamig:v:8:y:2018:i:1:d:10.1186_s40176-018-0120-z
    DOI: 10.1186/s40176-018-0120-z
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    1. 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.
    2. John Strauss & Duncan Thomas, 1998. "Health, Nutrition, and Economic Development," Journal of Economic Literature, American Economic Association, vol. 36(2), pages 766-817, June.
    3. Dixon-Mueller, R. & Germain, A., 2007. "Fertility regulation and reproductive health in the millennium development goals: The search for a perfect indicator," American Journal of Public Health, American Public Health Association, vol. 97(1), pages 45-51.
    4. Thomas, Duncan & Strauss, John, 1997. "Health and wages: Evidence on men and women in urban Brazil," Journal of Econometrics, Elsevier, vol. 77(1), pages 159-185, March.
    5. Arie Kapteyn & James P. Smith & Arthur van Soest, 2007. "Vignettes and Self-Reports of Work Disability in the United States and the Netherlands," American Economic Review, American Economic Association, vol. 97(1), pages 461-473, March.
    6. 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.
    7. Strauss, John & Thomas, Duncan, 1996. "Measurement and Mismeasurement of Social Indicators," American Economic Review, American Economic Association, vol. 86(2), pages 30-34, May.
    8. Abhijit Banerjee & Angus Deaton & Esther Duflo, 2004. "Wealth, Health, and Health Services in Rural Rajasthan," American Economic Review, American Economic Association, vol. 94(2), pages 326-330, May.
    9. John Bound, 1991. "Self-Reported Versus Objective Measures of Health in Retirement Models," Journal of Human Resources, University of Wisconsin Press, vol. 26(1), pages 106-138.
    10. Gerdtham, Ulf-G & Johannesson, Magnus, 2001. "The relationship between happiness, health, and socio-economic factors: results based on Swedish microdata," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 30(6), pages 553-557.
    11. Andrew M. Jones & Ángel López-Nicolás, 2002. "The importance of individual heterogeneity in the decomposition of measures of socioeconomic inequality in health: An approach based on quantile regression," Working Papers, Research Center on Health and Economics 626, Department of Economics and Business, Universitat Pompeu Fabra.
    12. 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.
    13. repec:hal:wpaper:halshs-00590524 is not listed on IDEAS
    14. Currie, Janet & Madrian, Brigitte C., 1999. "Health, health insurance and the labor market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 50, pages 3309-3416, Elsevier.
    15. Francisca Antman & David J. McKenzie, 2007. "Earnings Mobility and Measurement Error: A Pseudo-Panel Approach," Economic Development and Cultural Change, University of Chicago Press, vol. 56(1), pages 125-161, October.
    16. repec:cup:apsrev:v:98:y:2004:i:01:p:191-207_00 is not listed on IDEAS
    17. Schultz, T. Paul & Tansel, Aysit, 1997. "Wage and labor supply effects of illness in Cote d'Ivoire and Ghana: instrumental variable estimates for days disabled," Journal of Development Economics, Elsevier, vol. 53(2), pages 251-286, August.
    18. Schultz, T. Paul, 2005. "Productive Benefits of Health: Evidence from Low-Income Countries," IZA Discussion Papers 1482, Institute of Labor Economics (IZA).
    19. Arie Kapteyn & James P. Smith & Arthur Van Soest & Hana Vonkova, 2011. "Anchoring Vignettes and Response Consistency," Working Papers 840, RAND Corporation.
    20. 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.
    21. Datta Gupta, Nabanita & Kristensen, Nicolai & Pozzoli, Dario, 2010. "External validation of the use of vignettes in cross-country health studies," Economic Modelling, Elsevier, vol. 27(4), pages 854-865, July.
    22. Arie Kapteyn & James P. Smith & Arthur Van Soest & Hana Vonkova, 2011. "Anchoring Vignettes and Response Consistency," Working Papers WR-840, RAND Corporation.
    23. Javier Escobal & Sonia Laszlo, 2008. "Measurement Error in Access to Markets," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(2), pages 209-243, April.
    24. Teresa Bago d'Uva & Eddy Van Doorslaer & Maarten Lindeboom & Owen O'Donnell, 2008. "Does reporting heterogeneity bias the measurement of health disparities?," Health Economics, John Wiley & Sons, Ltd., vol. 17(3), pages 351-375, March.
    25. repec:hal:psewpa:halshs-00590524 is not listed on IDEAS
    26. T. Paul Schultz & John A. Strauss (ed.), 2008. "Handbook of Development Economics," Handbook of Development Economics, Elsevier, edition 1, volume 4, number 5.
    27. Arthur van Soest & Liam Delaney & Colm Harmon & Arie Kapteyn & James P. Smith, 2011. "Validating the use of anchoring vignettes for the correction of response scale differences in subjective questions," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 174(3), pages 575-595, July.
    28. 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.
    29. Kakwani, Nanak & Wagstaff, Adam & van Doorslaer, Eddy, 1997. "Socioeconomic inequalities in health: Measurement, computation, and statistical inference," Journal of Econometrics, Elsevier, vol. 77(1), pages 87-103, March.
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    Cited by:

    1. Ila Patnaik & Renuka Sane & Ajay Shah & S. V. Subramaniam, 2021. "Distribution of self-reported health in India: The role of income and geography," Working Papers 6, xKDR.

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    More about this item

    Keywords

    Self-assessed health; Vignette approach; Measurement error; Response consistency;
    All these keywords.

    JEL classification:

    • I1 - Health, Education, and Welfare - - Health
    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • O2 - Economic Development, Innovation, Technological Change, and Growth - - Development Planning and Policy

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