IDEAS home Printed from https://ideas.repec.org/a/bes/jnlasa/v102y2007mjunep432-441.html
   My bibliography  Save this article

Disability and Employment: Reevaluating the Evidence in Light of Reporting Errors

Author

Listed:
  • Kreider, Brent
  • Pepper, John V.

Abstract

Measurement error in health and disability status has been widely accepted as a central problem in social science research. Long-standing debates about the prevalence of disability, the role of health in labor market outcomes, and the influence of federal disability policy on declining employment rates have all emphasized issues regarding the reliability of self-reported disability. In addition to random error, inaccuracy in survey datasets may be produced by a host of economic, social, and psychological factors that can lead respondents to misreport work capacity. We develop a nonparametric foundation for assessing how assumptions on the reporting error process affect inferences on the employment gap between the disabled and nondisabled. Rather than imposing the strong assumptions required to obtain point identification, we derive sets of bounds that formalize the identifying power of primitive nonparametric assumptions that appear to share broad consensus in the literature. Within this framework, we introduce a finite-sample correction for the analog estimator of the monotone instrumental variable (MIV) bound. Our empirical results suggest that conclusions derived from conventional latent variable reporting error models may be driven largely by ad hoc distributional and functional form restrictions. We also find that under relatively weak nonparametric assumptions, nonworkers appear to systematically overreport disability.
(This abstract was borrowed from another version of this item.)

Suggested Citation

  • 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.
  • Handle: RePEc:bes:jnlasa:v:102:y:2007:m:june:p:432-441
    as

    Download full text from publisher

    File URL: http://www.ingentaconnect.com/content/asa/jasa/2007/00000102/00000478/art00008
    File Function: full text
    Download Restriction: Access to full text is restricted to subscribers.
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Horowitz, Joel L. & Manski, Charles F., 1998. "Censoring of outcomes and regressors due to survey nonresponse: Identification and estimation using weights and imputations," Journal of Econometrics, Elsevier, vol. 84(1), pages 37-58, May.
    2. Brent Kreider & John Pepper, 2008. "Inferring disability status from corrupt data," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(3), pages 329-349.
    3. Berkovec, James & Stern, Steven, 1991. "Job Exit Behavior of Older Men," Econometrica, Econometric Society, vol. 59(1), pages 189-210, January.
    4. Boskin, Michael J. & Hurd, Michael D., 1978. "The effect of social security on early retirement," Journal of Public Economics, Elsevier, vol. 10(3), pages 361-377, December.
    5. Dwyer, Debra Sabatini & Mitchell, Olivia S., 1999. "Health problems as determinants of retirement: Are self-rated measures endogenous?," Journal of Health Economics, Elsevier, vol. 18(2), pages 173-193, April.
    6. 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.
    7. Chirikos, Thomas N. & Nestel, Gilbert, 1984. "Economic determinants and consequences of self-reported work disability," Journal of Health Economics, Elsevier, vol. 3(2), pages 117-136, August.
    8. Parsons, Donald O., 1996. "Imperfect 'tagging' in social insurance programs," Journal of Public Economics, Elsevier, vol. 62(1-2), pages 183-207, October.
    9. Roger H. Gordon & Alan S. Blinder, 1980. "Market Wages, Reservation Wages, and Retirement Decisions," NBER Chapters, in: Econometric Studies in Public Finance, pages 277-308, National Bureau of Economic Research, Inc.
    10. Hugo Benítez-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.
    11. Brent Kreider, 1999. "Latent Work Disability and Reporting Bias," Journal of Human Resources, University of Wisconsin Press, vol. 34(4), pages 734-769.
    12. 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.
    13. 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.
    14. Bound, John, 1991. "The Health and Earnings of Rejected Disability Insurance Applicants: Reply," American Economic Review, American Economic Association, vol. 81(5), pages 1427-1434, December.
    15. 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.
    16. John Bound & Michael Schoenbaum & Timothy Waidmann, 1995. "Race and Education Differences in Disability Status and Labor Force Attachment," NBER Working Papers 5159, National Bureau of Economic Research, Inc.
    17. 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.
    18. 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 532-541, June.
    19. Charles F. Manski & John V. Pepper, 2000. "Monotone Instrumental Variables, with an Application to the Returns to Schooling," Econometrica, Econometric Society, vol. 68(4), pages 997-1012, July.
    20. Parsons, Donald O, 1991. "The Health and Earnings of Rejected Disability Insurance Applicants: Comment," American Economic Review, American Economic Association, vol. 81(5), pages 1419-1426, December.
    21. 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.
    22. Hanoch, Giora & Honig, Marjorie, 1983. "Retirement, Wages, and Labor Supply of the Elderly," Journal of Labor Economics, University of Chicago Press, vol. 1(2), pages 131-151, April.
    23. 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.
    24. 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 542-549, June.
    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. Brent Kreider & John Pepper, 2008. "Inferring disability status from corrupt data," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(3), pages 329-349.
    2. Sergi Jiménez-Martín & José M. Labeaga & Cristina Vilaplana Prieto, 2006. "Award errors and permanent disability benefits in Spain," Economics Working Papers 966, Department of Economics and Business, Universitat Pompeu Fabra.
    3. repec:eee:labchp:v:3:y:1999:i:pc:p:3417-3528 is not listed on IDEAS
    4. Meyer, Bruce D. & Mok, Wallace K.C., 2019. "Disability, earnings, income and consumption," Journal of Public Economics, Elsevier, vol. 171(C), pages 51-69.
    5. Kathleen McGarry, 2004. "Health and Retirement: Do Changes in Health Affect Retirement Expectations?," Journal of Human Resources, University of Wisconsin Press, vol. 39(3).
    6. Hugo Benítez-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.
    7. Deschryvere, Matthias, 2004. "Health and Retirement. An Update of the Literature," Discussion Papers 932, The Research Institute of the Finnish Economy.
    8. Iskhakov, Fedor, 2008. "Dynamic Programming Model of Health and Retirement," Memorandum 03/2008, Oslo University, Department of Economics.
    9. Gimenez-Nadal, J. Ignacio & Molina, Jose Alberto, 2015. "Health status and the allocation of time: Cross-country evidence from Europe," Economic Modelling, Elsevier, vol. 46(C), pages 188-203.
    10. Ebaidalla Mahjoub Ebaidalla & Mohammed Elhaj Mustafa Ali, 2018. "Chronic Illness and Labor Market Participation in Arab Countries: Evidence from Egypt and Tunisia," Working Papers 1229, Economic Research Forum, revised 10 Oct 2018.
    11. Lixin Cai & Guyonne Kalb, 2007. "Health status and labour force status of older working-age Australian men," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 10(4), pages 227-252.
    12. Black, Nicole & Johnston, David W. & Suziedelyte, Agne, 2017. "Justification bias in self-reported disability: New evidence from panel data," Journal of Health Economics, Elsevier, vol. 54(C), pages 124-134.
    13. J. Ignacio Gimenez-Nadal & Jose Alberto Molina, 2016. "Health inequality and the uses of time for workers in Europe: policy implications," IZA Journal of European Labor Studies, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 5(1), pages 1-18, December.
    14. repec:eee:labchp:v:3:y:1999:i:pc:p:3309-3416 is not listed on IDEAS
    15. Bound, John & Stinebrickner, Todd & Waidmann, Timothy, 2010. "Health, economic resources and the work decisions of older men," Journal of Econometrics, Elsevier, vol. 156(1), pages 106-129, May.
    16. Beni­tez-Silva, Hugo & Ni, Huan, 2008. "Health status and health dynamics in an empirical model of expected longevity," Journal of Health Economics, Elsevier, vol. 27(3), pages 564-584, May.
    17. Manoj K Pandey, 2009. "Labor Force Participation among Indian Elderly: Does Health Matter?," Working Papers id:1987, eSocialSciences.
    18. 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.
    19. Hamish Low & Luigi Pistaferri, 2010. "Disability Risk, Disability Insurance and Life Cycle Behavior," NBER Working Papers 15962, National Bureau of Economic Research, Inc.
    20. Bruce Meyer & Wallace K. C. Mok, 2016. "Disability, Earnings, Income and Consumption," NBER Chapters, in: Social Insurance Programs (Trans-Atlantic Public Economics Seminar, TAPES), National Bureau of Economic Research, Inc.
    21. Даниелян, Владимир, 2016. "Детерминанты Пенсионного Возраста: Обзор Исследований [Determinants of Retirement Age: A Review of Research]," MPRA Paper 73865, University Library of Munich, Germany.
    22. Lixin Cai, 2009. "Is self-reported disability status endogenous to labour force status?," Applied Economics Letters, Taylor & Francis Journals, vol. 16(5), pages 459-464.

    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:bes:jnlasa:v:102:y:2007:m:june:p:432-441. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Christopher F. Baum). General contact details of provider: http://www.amstat.org/publications/jasa/index.cfm?fuseaction=main .

    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 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.

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service hosted by the Research Division of the Federal Reserve Bank of St. Louis . RePEc uses bibliographic data supplied by the respective publishers.