Instrumental Variable Estimation of Treatment Effects for Duration Outcomes
AbstractIn this article we propose and implement an instrumental variable estimation procedure to obtain treatment effects on duration outcomes. The method can handle the typical complications that arise with duration data of time-varying treatment and censoring. The treatment effect we define is in terms of shifting the quantiles of the outcome distribution based on the Generalized Accelerated Failure Time (GAFT) model. The GAFT model encompasses two competing approaches to duration data; the (Mixed) Proportional Hazard (MPH) model and the Accelerated Failure Time (AFT) model. We discuss the large sample properties of the proposed Instrumental Variable Linear Rank (IVLR), and show how we can, with one additional step, improve upon its efficiency. We discuss the empirical implementation of the estimator and apply it to the Illinois re-employment bonus experiment.
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Bibliographic InfoPaper provided by Institute for the Study of Labor (IZA) in its series IZA Discussion Papers with number 2896.
Length: 42 pages
Date of creation: Jul 2007
Date of revision:
Publication status: published in: H. Engelhardt, H.-P. Kohler and A. Fürnkranz-Prskawetz (eds.), Causal Analysis in Population Studies: Concepts, Methods, Applications, Springer-Verlag: 2009, 111-148
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Other versions of this item:
- Bijwaard, G.E., 2007. "Instrumental variable estimation of treatment effects for duration outcomes," Econometric Institute Research Papers EI 2007-20, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
- C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
- C41 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Duration Analysis; Optimal Timing Strategies
- J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search
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- Woodbury, Stephen A & Spiegelman, Robert G, 1987.
"Bonuses to Workers and Employers to Reduce Unemployment: Randomized Trials in Illinois,"
American Economic Review,
American Economic Association, vol. 77(4), pages 513-30, September.
- Stephen A. Woodbury & Robert G. Spiegelman, . "Bonuses to Workers and Employers to Reduce unemployment: Randomized Trials in Illinois," Upjohn Working Papers and Journal Articles sawrgs1987, W.E. Upjohn Institute for Employment Research.
- Van den Berg, Gerard J., 2001.
"Duration models: specification, identification and multiple durations,"
Handbook of Econometrics,
in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 5, chapter 55, pages 3381-3460
- Van den Berg, Gerard J., 2000. "Duration Models: Specification, Identification, and Multiple Durations," MPRA Paper 9446, University Library of Munich, Germany.
- Joshua Angrist & Alan Krueger, 1998.
"Empirical Strategies in Labor Economics,"
780, Princeton University, Department of Economics, Industrial Relations Section..
- Govert Bijwaard & Geert Ridder, 1998.
"Correcting for Selective Compliance in a Re-Employment Bonus Experiment,"
Economics Working Paper Archive
412, The Johns Hopkins University,Department of Economics.
- Bijwaard, Govert E. & Ridder, Geert, 2005. "Correcting for selective compliance in a re-employment bonus experiment," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 77-111.
- Govert Bijwaard & Geert Ridder, 1998. "Correcting for Selective Compliance in a Re-employment Bonus Experiment," Tinbergen Institute Discussion Papers 98-096/4, Tinbergen Institute.
- Gerard J. van den Berg & Bas van der Klaauw & Jan C. van Ours, 1998.
"Punitive Sanctions and the Transition Rate from Welfare to Work,"
Tinbergen Institute Discussion Papers
98-076/3, Tinbergen Institute.
- Gerard J. van den Berg & Bas van der Klaauw & Jan C. van Ours, 2004. "Punitive Sanctions and the Transition Rate from Welfare to Work," Journal of Labor Economics, University of Chicago Press, vol. 22(1), pages 211-241, January.
- van den Berg, Gerard J & van der Klaauw, Bas & van Ours, Jan C, 2000. "Punitive Sanctions and the Transition Rate From Welfare to Work," CEPR Discussion Papers 2447, C.E.P.R. Discussion Papers.
- Berg, Gerard J. van den & Klaauw, Bas van der & Ours, Jan C. van, 1998. "Punitive sanctions and the transition rate from welfare to work," Serie Research Memoranda 0033, VU University Amsterdam, Faculty of Economics, Business Administration and Econometrics.
- Yannis Bilias & Roger Koenker, 2001. "Quantile regression for duration data: A reappraisal of the Pennsylvania Reemployment Bonus Experiments," Empirical Economics, Springer, vol. 26(1), pages 199-220.
- Ashenfelter, Orley & Ashmore, David & Deschenes, Olivier, 2005.
"Do unemployment insurance recipients actively seek work? Evidence from randomized trials in four U.S. States,"
Journal of Econometrics,
Elsevier, vol. 125(1-2), pages 53-75.
- Ashenfelter, Orley & Ashmore, David & Deschenes, Olivier, 2000. "Do Unemployment Insurance Recipients Actively Seek Work? Evidence From Randomized Trials in Four U.S. States," IZA Discussion Papers 128, Institute for the Study of Labor (IZA).
- Abbring, Jaap H & van den Berg, Gerard J, 2005.
"Social experiments and intrumental variables with duration outcomes,"
Working Paper Series
2005:11, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- Jaap Abbring & Gerard van den Berg, 2005. "Social experiments and instrumental variables with duration outcomes," IFS Working Papers W05/19, Institute for Fiscal Studies.
- Jaap H. Abbring & Gerard J. van den Berg, 2005. "Social Experiments and Instrumental Variables with Duration Outcomes," Tinbergen Institute Discussion Papers 05-047/3, Tinbergen Institute.
- Ridder, Geert, 1990. "The Non-parametric Identification of Generalized Accelerated Failure-Time Models," Review of Economic Studies, Wiley Blackwell, vol. 57(2), pages 167-81, April.
- Jaap H. Abbring & Gerard J. van den Berg, 2003. "The Nonparametric Identification of Treatment Effects in Duration Models," Econometrica, Econometric Society, vol. 71(5), pages 1491-1517, 09.
- Han, Aaron K., 1987. "Non-parametric analysis of a generalized regression model : The maximum rank correlation estimator," Journal of Econometrics, Elsevier, vol. 35(2-3), pages 303-316, July.
- Bruce D. Meyer, 1995. "Lessons from the U.S. Unemployment Insurance Experiments," Journal of Economic Literature, American Economic Association, vol. 33(1), pages 91-131, March.
- Ham, John C & LaLonde, Robert J, 1996. "The Effect of Sample Selection and Initial Conditions in Duration Models: Evidence from Experimental Data on Training," Econometrica, Econometric Society, vol. 64(1), pages 175-205, January.
- Meyer, Bruce D, 1996. "What Have We Learned from the Illinois Reemployment Bonus Experiment?," Journal of Labor Economics, University of Chicago Press, vol. 14(1), pages 26-51, January.
- Anja Lambrecht & Katja Seim & Catherine Tucker, 2007. "Stuck in the Adoption Funnel: The Effect of Delays in the Adoption Process on Ultimate Adoption," Working Papers 07-40, NET Institute, revised Oct 2007.
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