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Social experiments and instrumental variables with duration outcomes

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Author Info
Jaap Abbring (Institute for Fiscal Studies and Tinbergen Institute)
Gerard van den Berg () (Institute for Fiscal Studies and Mannheim)

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Abstract

This paper examines the empirical analysis of treatment effects on duration outcomes from data that contain instrumental variation. We focus on social experiments in which an intention to treat is randomized and compliance may be imperfect. We distinguish between cases where the treatment starts at the moment of randomization and cases where it starts at a later point in time. We derive exclusion restrictions under various informational and behavioral assumptions and we analyze identifiability under these restrictions. It turns out that randomization (and by implication, instrumental variation) by itself is often insufficient for inference on interesting effects, and needs to be augmented by a semi-parametric structure. We develop corresponding non- and semi-parametric tests and estimation methods.

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Publisher Info
Paper provided by Institute for Fiscal Studies in its series IFS Working Papers with number W05/19.

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Length: 41 pp.
Date of creation: Oct 2005
Date of revision:
Handle: RePEc:ifs:ifsewp:05/19

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Related research
Keywords: Event-history analysis; intention to treat; non-compliance; policy evaluation; selection;

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Find related papers by JEL classification:
C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Semiparametric and Nonparametric Methods
C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
C41 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Duration Analysis
J6 - Labor and Demographic Economics - - Mobility, Unemployment, and Vacancies

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References listed on IDEAS
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.:
  1. Eberwein, Curtis & Ham, John C & LaLonde, Robert J, 1997. "The Impact of Being Offered and Receiving Classroom Training on the Employment Histories of Disadvantaged Women: Evidence from Experimental Data," Review of Economic Studies, Blackwell Publishing, vol. 64(4), pages 655-82, October. [Downloadable!] (restricted)
  2. Abadie A., 2002. "Bootstrap Tests for Distributional Treatment Effects in Instrumental Variable Models," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 284-292, March. [Downloadable!] (restricted)
  3. Richardson, Katarina & van den Berg, Gerard J., 2002. "The effect of vocational employment training on the individual transition rate from unemployment to work," Working Paper Series 2002:8, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
  4. Christopher Ferrall, 2002. "Estimation and Inference in Social Experiments," General Economics and Teaching 0209001, EconWPA. [Downloadable!]
  5. van den Berg, Gerard J. & van der Klaauw, Bas, 2001. "Counseling and Monitoring of Unemployed Workers: Theory and Evidence from a Controlled Social Experiment," IZA Discussion Papers 374, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  6. Christopher Ferral, 2002. "Estimation and Inference in Social Experiments," Working Papers 1008, Queen's University, Department of Economics. [Downloadable!]
  7. Jaap H. Abbring & Gerard J. van den Berg, 2003. "The identifiability of the mixed proportional hazards competing risks model," Journal Of The Royal Statistical Society Series B, Royal Statistical Society, vol. 65(3), pages 701-710. [Downloadable!] (restricted)
  8. Van den Berg, Gerard J., 2000. "Duration Models: Specification, Identification, and Multiple Durations," MPRA Paper 9446, University Library of Munich, Germany. [Downloadable!]
    Other versions:
  9. Lawrence F. Katz & Jeffrey R. Kling & Jeffrey B. Liebman, 2001. "Moving To Opportunity In Boston: Early Results Of A Randomized Mobility Experiment," The Quarterly Journal of Economics, MIT Press, vol. 116(2), pages 607-654, May. [Downloadable!] (restricted)
    Other versions:
  10. G.E. Bijwaard, 2002. "Instrumental variable estimation for duration data," Econometric Institute Report 291, Erasmus University Rotterdam, Econometric Institute. [Downloadable!]
    Other versions:
  11. Charles F. Manski, 1997. "Monotone Treatment Response," Econometrica, Econometric Society, vol. 65(6), pages 1311-1334, November.
  12. van den Berg, Gerard, 2007. "An economic analysis of exclusion restrictions for instrumental variable estimation," Working Paper Series 2007:10, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
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  13. Jaap H. Abbring & Gerard J. Berg & Jan C. Ours, 2005. "The Effect of Unemployment Insurance Sanctions on the Transition Rate from Unemployment to Employment," Economic Journal, Royal Economic Society, vol. 115(505), pages 602-630, 07. [Downloadable!] (restricted)
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  14. Gerard van den Berg & Bas van der Klaauw, 2000. "Counseling and Monitoring of Unemployed Workers: Theory and Evidence from a Social Experiment," Econometric Society World Congress 2000 Contributed Papers 0972, Econometric Society. [Downloadable!]
  15. James Heckman & Jeffrey Smith & Christopher Taber, 1998. "Accounting For Dropouts In Evaluations Of Social Programs," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 1-14, February. [Downloadable!] (restricted)
  16. Andrew Chesher, 2002. "Semiparametric identification in duration models," CeMMAP working papers CWP20/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
  17. Alberto Abadie & Joshua Angrist & Guido Imbens, 2002. "Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings," Econometrica, Econometric Society, vol. 70(1), pages 91-117, January. [Downloadable!] (restricted)
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  18. Imbens, Guido W & Angrist, Joshua D, 1994. "Identification and Estimation of Local Average Treatment Effects," Econometrica, Econometric Society, vol. 62(2), pages 467-75, March. [Downloadable!] (restricted)
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  19. James J. Heckman & Christopher R. Taber, 1994. "Econometric Mixture Models and More General Models for Unobservables in Duration Analysis," NBER Technical Working Papers 0157, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  20. 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. [Downloadable!] (restricted)
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  21. Imbens, Guido W & Rubin, Donald B, 1997. "Estimating Outcome Distributions for Compliers in Instrumental Variables Models," Review of Economic Studies, Blackwell Publishing, vol. 64(4), pages 555-74, October. [Downloadable!] (restricted)
  22. Dan A. Black & Jeffrey A. Smith & Mark C. Berger & Brett J. Noel, 2003. "Is the Threat of Reemployment Services More Effective Than the Services Themselves? Evidence from Random Assignment in the UI System," American Economic Review, American Economic Association, vol. 93(4), pages 1313-1327, September. [Downloadable!]
  23. Elbers, Chris & Ridder, Geert, 1982. "True and Spurious Duration Dependence: The Identifiability of the Proportional Hazard Model," Review of Economic Studies, Blackwell Publishing, vol. 49(3), pages 403-09, July. [Downloadable!] (restricted)
  24. Jaap H. Abbring & Pierre-André Chiappori & Jean Pinquet, 2003. "Moral Hazard and Dynamic Insurance Data," Journal of the European Economic Association, MIT Press, vol. 1(4), pages 767-820, 06. [Downloadable!] (restricted)
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  25. Heckman, James J. & Lalonde, Robert J. & Smith, Jeffrey A., 1999. "The economics and econometrics of active labor market programs," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 31, pages 1865-2097 Elsevier. [Downloadable!] (restricted)
  26. Berg, G.J. & Ours, J.C., 1994. "Eyeball tests for state dependence and unobserved heterogeneity in aggregate unemployment duration data," Serie Research Memoranda 0009, VU University Amsterdam, Faculty of Economics, Business Administration and Econometrics. [Downloadable!]
  27. 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. [Downloadable!] (restricted)
  28. 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. [Downloadable!] (restricted)
  29. 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. [Downloadable!] (restricted)
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.)

  1. Martin Biewen & Bernd Fitzenberger & Aderonke Osikominu & Marie Waller, 2007. "Which Program for Whom? Evidence on the Comparative Effectiveness of Public Sponsored Training Programs in Germany," IZA Discussion Papers 2885, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  2. van den Berg, Gerard J. & Bergemann, Annette & Caliendo, Marco, 2008. "The Effect of Active Labor Market Programs on Not-Yet Treated Unemployed Individuals," IZA Discussion Papers 3825, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  3. Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
  4. Rosholm, Michael, 2008. "Experimental Evidence on the Nature of the Danish Employment Miracle," IZA Discussion Papers 3620, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  5. Bernd Fitzenberger & Stefan Speckesser, 2007. "Employment effects of the provision of specific professional skills and techniques in Germany," Empirical Economics, Springer, vol. 32(2), pages 529-573, May. [Downloadable!] (restricted)
  6. Gerard J. van den Berg, 2007. "An Economic Analysis of Exclusion Restrictions for Instrumental Variable Estimation," IZA Discussion Papers 2585, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  7. Fitzenberger, Bernd & Speckesser, Stefan, 2005. "Employment effects of the provision of specific professional skills and techniques in Germany," IAB Discussion Paper 200521, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]. [Downloadable!]
  8. Bernd Fitzenberger & Stefan Speckesser, 2005. "Employment Effects of the Provision of Specific Professional Skills and Techniques in Germany," IZA Discussion Papers 1868, Institute for the Study of Labor (IZA). [Downloadable!]
  9. Govert E. Bijwaard, 2008. "Instrumental Variable Estimation for Duration Data," Tinbergen Institute Discussion Papers 08-032/4, Tinbergen Institute. [Downloadable!]
    Other versions:
  10. Govert E. Bijwaard, 2007. "Instrumental Variable Estimation of Treatment Effects for Duration Outcomes," IZA Discussion Papers 2896, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
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