IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp941.html
   My bibliography  Save this paper

Option Value and Dynamic Programming Model Estimates of Social Security Disability Insurance Application Timing

Author

Listed:
  • Burkhauser, Richard V.

    (University of Texas at Austin)

  • Butler, J. S.

    (University of Kentucky)

  • Gumus, Gulcin

    (Florida Atlantic University)

Abstract

This paper develops dynamic structural models - an option value model and a dynamic programming model - of the Social Security Disability Insurance (SSDI) application timing decision. We estimate the time to application from the point at which a health condition first begins to affect the kind or amount of work that a currently employed person can do. We use Health and Retirement Study (HRS) and restricted access Social Security earnings data for estimation. Based on tests of both in-sample and out-of-sample predictive accuracy, our option value model performs better than both our dynamic programming model and our reduced form hazard model.

Suggested Citation

  • Burkhauser, Richard V. & Butler, J. S. & Gumus, Gulcin, 2003. "Option Value and Dynamic Programming Model Estimates of Social Security Disability Insurance Application Timing," IZA Discussion Papers 941, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp941
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp941.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Haveman, Robert H. & Wolfe, Barbara L., 1984. "Disability transfers and early retirement: a casual relationship?," Journal of Public Economics, Elsevier, vol. 24(1), pages 47-66, June.
    2. 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.
    3. James H. Stock & David A. Wise, 1990. "The Pension Inducement to Retire: An Option Value Analysis," NBER Chapters, in: Issues in the Economics of Aging, pages 205-230, National Bureau of Economic Research, Inc.
    4. Robin L. Lumsdaine & James H. Stock & David A. Wise, 1992. "Three Models of Retirement: Computational Complexity versus Predictive Validity," NBER Chapters, in: Topics in the Economics of Aging, pages 21-60, National Bureau of Economic Research, Inc.
    5. Halpern, Janice & Hausman, Jerry A., 1986. "Choice under uncertainty: A model of applications for the social security disability insurance program," Journal of Public Economics, Elsevier, vol. 31(2), pages 131-161, November.
    6. John Bound & Timothy Waidmann, 1992. "Disability Transfers, Self-Reported Health, and the Labor Force Attachment of Older Men: Evidence from the Historical Record," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(4), pages 1393-1419.
    7. Richard Burkhauser & Mary Daly & Andrew Houtenville & Nigar Nargis, 2002. "Self-reported work-limitation data: What they can and cannot tell US," Demography, Springer;Population Association of America (PAA), vol. 39(3), pages 541-555, August.
    8. Parsons, Donald O, 1991. "Self-Screening in Targeted Public Transfer Programs," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 859-876, August.
    9. John Rust & Christopher Phelan, 1997. "How Social Security and Medicare Affect Retirement Behavior in a World of Incomplete Markets," Econometrica, Econometric Society, vol. 65(4), pages 781-832, July.
    10. Jonathan Gruber & Jeffrey D. Kubik, 1994. "Disability Insurance Rejection Rates and the Labor Supply of Older Workers," NBER Working Papers 4941, National Bureau of Economic Research, Inc.
    11. Kreider, Brent, 1998. "Workers' Applications to Social Insurance Programs When Earnings and Eligibility Are Uncertain," Journal of Labor Economics, University of Chicago Press, vol. 16(4), pages 848-877, October.
    12. John Bound & Richard V Burkhauser & Austin Nichols, 2003. "Tracking The Household Income Of Ssdi And Ssi Applicants," Research in Labor Economics, in: Worker Well-Being and Public Policy, pages 113-158, Emerald Group Publishing Limited.
    13. Daula, Thomas & Moffitt, Robert, 1995. "Estimating Dynamic Models of Quit Behavior: The Case of Military Reenlistment," Journal of Labor Economics, University of Chicago Press, vol. 13(3), pages 499-523, July.
    14. David A. Wise, 1996. "Advances in the Economics of Aging," NBER Books, National Bureau of Economic Research, Inc, number wise96-1, May.
    15. John P. Rust, 1989. "A Dynamic Programming Model of Retirement Behavior," NBER Chapters, in: The Economics of Aging, pages 359-404, National Bureau of Economic Research, Inc.
    16. Robin L. Lumsdaine & James H. Stock & David A. Wise, 1996. "Retirement Incentives: The Interaction between Employer-Provided Pensions, Social Security, and Retiree Health Benefits," NBER Chapters, in: The Economic Effects of Aging in the United States and Japan, pages 261-293, National Bureau of Economic Research, Inc.
    17. 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.
    18. 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.
    19. Parsons, Donald O, 1980. "The Decline in Male Labor Force Participation," Journal of Political Economy, University of Chicago Press, vol. 88(1), pages 117-134, February.
    20. Berkovec, James & Stern, Steven, 1991. "Job Exit Behavior of Older Men," Econometrica, Econometric Society, vol. 59(1), pages 189-210, January.
    21. Bound, John, 1989. "The Health and Earnings of Rejected Disability Insurance Applicants," American Economic Review, American Economic Association, vol. 79(3), pages 482-503, June.
    22. Richard V. Burkhauser & J. S. Butler & Yang-Woo Kim & Robert R. Weathers II, 1999. "The Importance of Accommodation on the Timing of Disability Insurance Applications: Results from the Survey of Disability and Work and the Health and Retirement Study," Journal of Human Resources, University of Wisconsin Press, vol. 34(3), pages 589-611.
    23. Kreider, Brent, 1999. "Social Security Disability Insurance: Applications, Awards, and Lifetime Income Flows," Journal of Labor Economics, University of Chicago Press, vol. 17(4), pages 784-827, October.
    24. 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.
    25. David A. Wise, 1992. "Topics in the Economics of Aging," NBER Books, National Bureau of Economic Research, Inc, number wise92-1, May.
    26. Lucas, Robert Jr, 1976. "Econometric policy evaluation: A critique," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 1(1), pages 19-46, January.
    27. Stock, James H & Wise, David A, 1990. "Pensions, the Option Value of Work, and Retirement," Econometrica, Econometric Society, vol. 58(5), pages 1151-1180, September.
    28. Kreider, Brent & Riphahn, Regina, 2000. "Explaining Applications to the U.S. Disability Program: A Semiparametric Approach," Staff General Research Papers Archive 5184, Iowa State University, Department of Economics.
    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. Rob Euwals & Daniel Vuuren & Ronald Wolthoff, 2010. "Early Retirement Behaviour in the Netherlands: Evidence From a Policy Reform," De Economist, Springer, vol. 158(3), pages 209-236, September.
    2. Michele Belloni & Rob Alessie, 2013. "Retirement Choices in Italy: What an Option Value Model Tells Us," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(4), pages 499-527, August.
    3. MacDonald, Bonnie-Jeanne & Cairns, Andrew J.G., 2011. "Three retirement decision models for defined contribution pension plan members: A simulation study," Insurance: Mathematics and Economics, Elsevier, vol. 48(1), pages 1-18, January.
    4. Hakola, Tuulia, 2002. "Alternative Approaches to Model Withdrawals from the Labour Market – A Literature Review," Working Paper Series 2003:4, Uppsala University, Department of Economics.
    5. Matthew J. Hill & Jose I. Silva & Judit Vall Castello, 2019. "Act now: The effects of the 2008 Spanish disability reform," Health Economics, John Wiley & Sons, Ltd., vol. 28(7), pages 906-920, July.
    6. Burkhauser, Richard V. & Butler, J. S. & Gumus, Gulcin, 2003. "Dynamic Modeling of the SSDI Application Timing Decision: The Importance of Policy Variables," IZA Discussion Papers 942, Institute of Labor Economics (IZA).
    7. Börsch-Supan, A. & Härtl, K. & Leite, D.N., 2016. "Social Security and Public Insurance," Handbook of the Economics of Population Aging, in: Piggott, John & Woodland, Alan (ed.), Handbook of the Economics of Population Aging, edition 1, volume 1, chapter 0, pages 781-863, Elsevier.

    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. Burkhauser, Richard V. & Butler, J. S. & Gumus, Gulcin, 2003. "Dynamic Modeling of the SSDI Application Timing Decision: The Importance of Policy Variables," IZA Discussion Papers 942, Institute of Labor Economics (IZA).
    2. Richard V. Burkhauser & J. S. Butler & Gulcin Gumus, 2004. "Dynamic programming model estimates of Social Security Disability Insurance application timing," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(6), pages 671-685.
    3. Blundell, R. & French, E. & Tetlow, G., 2016. "Retirement Incentives and Labor Supply," Handbook of the Economics of Population Aging, in: Piggott, John & Woodland, Alan (ed.), Handbook of the Economics of Population Aging, edition 1, volume 1, chapter 0, pages 457-566, Elsevier.
    4. repec:eee:labchp:v:3:y:1999:i:pc:p:3417-3528 is not listed on IDEAS
    5. 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.
    6. Lahiri, Kajal & Song, Jae & Wixon, Bernard, 2008. "A model of Social Security Disability Insurance using matched SIPP/Administrative data," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 4-20, July.
    7. Hakola, Tuulia, 2002. "Alternative Approaches to Model Withdrawals from the Labour Market – A Literature Review," Working Paper Series 2003:4, Uppsala University, Department of Economics.
    8. 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.
    9. Iskhakov, Fedor, 2008. "Dynamic Programming Model of Health and Retirement," Memorandum 03/2008, Oslo University, Department of Economics.
    10. repec:eee:labchp:v:3:y:1999:i:pc:p:3261-3307 is not listed on IDEAS
    11. Sewin Chan & Ann Huff Stevens, 1999. "Job Loss and Retirement Behavior of Older Men," NBER Working Papers 6920, National Bureau of Economic Research, Inc.
    12. David H. Autor & Mark G. Duggan, 2006. "The Growth in the Social Security Disability Rolls: A Fiscal Crisis Unfolding," Journal of Economic Perspectives, American Economic Association, vol. 20(3), pages 71-96, Summer.
    13. Jonathan Gruber & Jeffrey Kubik, 2002. "Health Insurance Coverage and the Disability Insurance Application Decision," NBER Working Papers 9148, National Bureau of Economic Research, Inc.
    14. David H. Autor & Mark G. Duggan, 2001. "The Rise in Disability Recipiency and the Decline in Unemployment," NBER Working Papers 8336, National Bureau of Economic Research, Inc.
    15. Meyer, Bruce D. & Mok, Wallace K.C., 2019. "Disability, earnings, income and consumption," Journal of Public Economics, Elsevier, vol. 171(C), pages 51-69.
    16. 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.
    17. Tomasz Jedynak, 2022. "Does the Formulation of the Decision Problem Affect Retirement?—Framing Effect and Planned Retirement Age," IJERPH, MDPI, vol. 19(4), pages 1-30, February.
    18. Mark Duggan & Perry Singleton & Jae Song, 2005. "Aching to Retire? The Rise in the Full Retirement Age and its Impact on the Disability Rolls," NBER Working Papers 11811, National Bureau of Economic Research, Inc.
    19. Hugo Benítez-Silva & Richard Disney & Sergi Jiménez-Martín, 2010. "Disability, capacity for work and the business cycle: an international perspective [Has the boom in incapacity benefit claimant numbers passed its peak?]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 25(63), pages 483-536.
    20. John Rust & Christopher Phelan, 1997. "How Social Security and Medicare Affect Retirement Behavior in a World of Incomplete Markets," Econometrica, Econometric Society, vol. 65(4), pages 781-832, July.
    21. Olivia S. Mitchell & John W. R. Phillips, 2000. "Retirement Responses to Early Social Security Benefit Reductions," Working Papers wp006, University of Michigan, Michigan Retirement Research Center.
    22. Asch, Beth & Haider, Steven J. & Zissimopoulos, Julie, 2005. "Financial incentives and retirement: evidence from federal civil service workers," Journal of Public Economics, Elsevier, vol. 89(2-3), pages 427-440, February.

    More about this item

    Keywords

    Social Security Disability Insurance; Health and Retirement Survey; option value; dynamic programming;
    All these keywords.

    JEL classification:

    • H31 - Public Economics - - Fiscal Policies and Behavior of Economic Agents - - - Household
    • H55 - Public Economics - - National Government Expenditures and Related Policies - - - Social Security and Public Pensions

    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:iza:izadps:dp941. 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: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.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.