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Inferring Disability Status from Corrupt Data

  • Kreider, Brent
  • Pepper, John V.

In light of widespread concerns about the reliability of self-reported disability, we investigate what can be learned about the prevalence of work disability under various assumptions on the reporting error process. Developing a nonparametric bounding framework, we provide tight inferences under our strongest assumptions but then find that identification deteriorates rapidly as the assumptions are relaxed. For example, we find that inferences are highly sensitive to how one models potential inconsistencies between subjective self-assessments of work limitation and more objective measures of functional limitation. These two indicators appear to measure markedly different aspects of health status.

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File URL: http://www.econ.iastate.edu/sites/default/files/publications/papers/paper_10228_03007.pdf
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Paper provided by Iowa State University, Department of Economics in its series Staff General Research Papers with number 10228.

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Date of creation: 24 Mar 2003
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Publication status: Published in Journal of Applied Econometrics, April 2008, vol. 23 no. 3, pp. 329-349
Handle: RePEc:isu:genres:10228
Contact details of provider: Postal: Iowa State University, Dept. of Economics, 260 Heady Hall, Ames, IA 50011-1070
Phone: +1 515.294.6741
Fax: +1 515.294.0221
Web page: http://www.econ.iastate.edu
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  1. Kreider, Brent, 2006. "Partially Identifying the Prevalence of Health Insurance Given Contaminated Sampling Response Error," Staff General Research Papers 12588, Iowa State University, Department of Economics.
  2. Kapteyn, A. & Smith, J.P. & van Soest, A.H.O., 2007. "Vignettes and self-reports of work disability in the United States and the Netherlands," Other publications TiSEM 17902a1e-7cbb-4f3f-a772-e, Tilburg University, School of Economics and Management.
  3. Hugo Ben�tez-Silva & Moshe Buchinsky & Hiu Man Chan & Sofia Cheidvasser & John Rust, 2004. "How large is the bias in self-reported disability?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(6), pages 649-670.
  4. Molinari, Francesca, 2008. "Partial identification of probability distributions with misclassified data," Journal of Econometrics, Elsevier, vol. 144(1), pages 81-117, May.
  5. Parsons, Donald O, 1984. "Disability Insurance and Male Labor Force Participation: A Response," Journal of Political Economy, University of Chicago Press, vol. 92(3), pages 542-49, June.
  6. Benitez-Silva, Hugo & Buchinsky, Moshe & Chan, Hiu Man & Rust, John & Sheidvasser, Sofia, 1999. "An empirical analysis of the social security disability application, appeal, and award process," Labour Economics, Elsevier, vol. 6(2), pages 147-178, June.
  7. Debra Sabatini Dwyer & Olivia S. Mitchell, 1998. "Health Problems as Determinants of Retirement: Are Self-Rated Measures Endogenous?," NBER Working Papers 6503, National Bureau of Economic Research, Inc.
  8. 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.
  9. Bollinger, Christopher R., 1996. "Bounding mean regressions when a binary regressor is mismeasured," Journal of Econometrics, Elsevier, vol. 73(2), pages 387-399, August.
  10. Charles F. Manski & John V. Pepper, 1998. "Monotone Instrumental Variables with an Application to the Returns to Schooling," NBER Technical Working Papers 0224, National Bureau of Economic Research, Inc.
  11. Arie Kapteyn & James P. Smith & Arthur van Soest, 2004. "Self-reported Work Disability in the US and The Netherlands," Working Papers 206, RAND Corporation Publications Department.
  12. Manski, C.F., 1992. "Identification Problems in the Social Sciences," Working papers 9217, Wisconsin Madison - Social Systems.
  13. Parsons, Donald O., 1996. "Imperfect 'tagging' in social insurance programs," Journal of Public Economics, Elsevier, vol. 62(1-2), pages 183-207, October.
  14. Gruber, Jonathan & Kubik, Jeffrey D., 1997. "Disability insurance rejection rates and the labor supply of older workers," Journal of Public Economics, Elsevier, vol. 64(1), pages 1-23, April.
  15. Bound, John & Burkhauser, Richard V., 1999. "Economic analysis of transfer programs targeted on people with disabilities," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 51, pages 3417-3528 Elsevier.
  16. Horowitz, Joel L & Manski, Charles F, 1995. "Identification and Robustness with Contaminated and Corrupted Data," Econometrica, Econometric Society, vol. 63(2), pages 281-302, March.
  17. Bound, John, 1991. "The Health and Earnings of Rejected Disability Insurance Applicants: Reply," American Economic Review, American Economic Association, vol. 81(5), pages 1427-34, December.
  18. Kreider, Brent & Pepper, John V., 2007. "Disability and Employment: Reevaluating the Evidence in Light of Reporting Errors," Journal of the American Statistical Association, American Statistical Association, vol. 102, pages 432-441, June.
  19. Kreider, Brent, 2000. "Behavioral Responses to Changes in Federal Disability Policy: The Role of Measured Disability on Inferences," Staff General Research Papers 5396, Iowa State University, Department of Economics.
  20. Owen O'Donnell, 1998. "The Effect of Disability on Employment Allowing for Work Incapacity," Studies in Economics 9813, School of Economics, University of Kent.
  21. Brent Kreider, 1999. "Latent Work Disability and Reporting Bias," Journal of Human Resources, University of Wisconsin Press, vol. 34(4), pages 734-769.
  22. Parsons, Donald O, 1991. "The Health and Earnings of Rejected Disability Insurance Applicants: Comment," American Economic Review, American Economic Association, vol. 81(5), pages 1419-26, December.
  23. Haveman, Robert H & Wolfe, Barbara L, 1984. "The Decline in Male Labor Force Participation: Comment," Journal of Political Economy, University of Chicago Press, vol. 92(3), pages 532-41, June.
  24. Steven Stern, 1989. "Measuring the Effect of Disability on Labor Force Participation," Journal of Human Resources, University of Wisconsin Press, vol. 24(3), pages 361-395.
  25. Parsons, Donald O, 1980. "The Decline in Male Labor Force Participation," Journal of Political Economy, University of Chicago Press, vol. 88(1), pages 117-34, February.
  26. Anderson, Kathryn H. & Burkhauser, Richard V., 1984. "The importance of the measure of health in empirical estimates of the labor supply of older men," Economics Letters, Elsevier, vol. 16(3-4), pages 375-380.
  27. John Bound & Timothy Waidmann, 2002. "Accounting for Recent Declines in Employment Rates among Working-Aged Men and Women with Disabilities," Journal of Human Resources, University of Wisconsin Press, vol. 37(2), pages 231-250.
  28. Kathryn H. Anderson & Richard V. Burkhauser, 1985. "The Retirement-Health Nexus: A New Measure of an Old Puzzle," Journal of Human Resources, University of Wisconsin Press, vol. 20(3), pages 315-330.
  29. Kathleen McGarry, 2004. "Health and Retirement: Do Changes in Health Affect Retirement Expectations?," Journal of Human Resources, University of Wisconsin Press, vol. 39(3).
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