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Inferring disability status from corrupt data Author info | Abstract | Publisher info | Download info | Related research | Statistics Brent Kreider (Department of Economics, Iowa State University, Ames, WA)
John Pepper (Department of Economics, University of Virginia, Charlottesville, Virginia, USA)
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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. Copyright © 2008 John Wiley & Sons, Ltd.
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Article provided by John Wiley & Sons, Ltd. in its journal Journal of Applied Econometrics .
Volume (Year): 23 (2008)
Issue (Month): 3 ()
Pages: 329-349
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Handle: RePEc:jae:japmet:v:23:y:2008:i:3:p:329-349Contact details of provider: Web page: http://www.interscience.wiley.com/jpages/0883-7252/
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Paper Kreider, Brent & Pepper, John V., 2003.
"Inferring Disability Status from Corrupt Data ,"
Staff General Research Papers
10228, Iowa State University, Department of Economics.
John Pepper & Brent Kreider, 2001.
"Inferring Disability Status from Corrupt Data ,"
Virginia Economics Online Papers
354, University of Virginia, Department of Economics.
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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.
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Other versions:
Kreider, Brent & Pepper, John, 2003.
"Disability and Employment: Reevaluating the Evidence in Light of Reporting Errors ,"
Staff General Research Papers
10229, Iowa State University, Department of Economics.
Brent Kreider & John V. Pepper, 2002.
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Working Papers, Center for Retirement Research at Boston College
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Staff General Research Papers
5185, Iowa State University, Department of Economics.
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"The importance of the measure of health in empirical estimates of the labor supply of older men ,"
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Hugo Benitez-Silva & Moshe Buchinsky & Hiu-Man Chan & John Rust & Sofia Sheivasser, 1997.
"An Empirical Analysis of the Social Security Disability Application, Appeal, and Award Process ,"
Public Economics
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Kreider, Brent, 2002.
"Behavioral Responses to Changes in Federal Disability Policy: The role of Measured Disability on Inferences ,"
Staff General Research Papers
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Owen O'Donnell, 1998.
"The Effect of Disability on Employment Allowing for Work Incapacity ,"
Studies in Economics
9813, Department of Economics, University of Kent.
[Downloadable!]
Full
references Cited by : (explanations , Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile , click on "citations" and make appropriate adjustments.)
Brent Kreider & John V. Pepper, 2002.
"Disability and Employment: Reevaluating the Evidence in Light of Reporting Errors ,"
Working Papers, Center for Retirement Research at Boston College
2002-06, Center for Retirement Research.
[Downloadable!]
Other versions:
Kreider, Brent & Pepper, John, 2003.
"Disability and Employment: Reevaluating the Evidence in Light of Reporting Errors ,"
Staff General Research Papers
10229, Iowa State University, Department of Economics.
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.
[Downloadable!] (restricted) Nabanita Datta Gupta & Nicolai Kristensen, 2008.
"Work environment satisfaction and employee health: panel evidence from Denmark, France and Spain, 1994–2001 ,"
The European Journal of Health Economics ,
Springer, vol. 9(1), pages 51-61, February.
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Gundersen, Craig & Kreider, Brent, 2008.
"Bounding the Effects of Food Insecurity on Children's Health Outcomes ,"
Staff General Research Papers
13008, Iowa State University, Department of Economics.
Martin Huber & Michael Lechner & Conny Wunsch, 2009.
"Does Leaving Welfare Improve Health? Evidence for Germany ,"
University of St. Gallen Department of Economics working paper series 2009
2009-21, Department of Economics, University of St. Gallen.
[Downloadable!]
Other versions: Molinari, Francesca, 2005.
"Partial Identification of Probability Distributions with Misclassified Data ,"
Working Papers
05-10, Cornell University, Center for Analytic Economics.
[Downloadable!]
Other versions: Rubén Hernández-Murillo & John Knowles, 2004.
"Racial profiling or racist policing? bounds tests in aggregate data ,"
Working Papers
2004-012, Federal Reserve Bank of St. Louis.
[Downloadable!]
Other versions: Gundersen, Craig & Kreider, Brent, 2006.
"Food Stamps and Food Insecurity: What Can Be Learned in the Presence of Non-classical Measurement Error? ,"
Staff General Research Papers
12690, Iowa State University, Department of Economics.
Other versions: Sullivan, Paul, 2007.
"Estimation of an Occupational Choice Model when Occupations are Misclassified ,"
MPRA Paper
862, University Library of Munich, Germany, revised Oct 2007.
[Downloadable!]
Other versions: Kreider, Brent & Pepper, John V., 2006.
"Identification of Expected Outcomes in a Data Error Mixing Model with Multiplicative Mean Independence ,"
Staff General Research Papers
12496, Iowa State University, Department of Economics.
[Downloadable!]
Per Johansson & Per Skedinger, 2009.
"Misreporting in register data on disability status: evidence from the Swedish Public Employment Service ,"
Empirical Economics ,
Springer, vol. 37(2), pages 411-434, October.
[Downloadable!] (restricted)
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