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Analyzing the Effect of Dynamically Assigned Treatments Using Duration Models, Binary Treatment Models, and Panel Data Models

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Author Info
Abbring, Jaap H. () (Free University of Amsterdam, Tinbergen Institute and IZA Bonn)
van den Berg, Gerard J. (Free University of Amsterdam, Tinbergen Institute, IFAU-Uppsala, CEPR and IZA Bonn)

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Abstract

Often, the moment of a treatment and the moment at which the outcome of interest occurs are realizations of stochastic processes with dependent unobserved determinants. Notably, both treatment and outcome are characterized by the moment they occur. In this paper, we compare different methods of inference of the treatment effect. We argue that the timing of the treatment relative to the outcome conveys useful information on the treatment effect, which is discarded in binary treatment frameworks.

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Publisher Info
Paper provided by Institute for the Study of Labor (IZA) in its series IZA Discussion Papers with number 831.

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Length: 25 pages
Date of creation: Jul 2003
Date of revision:
Handle: RePEc:iza:izadps:dp831

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Related research
Keywords: program evaluation; treatment effects; timing-of-events method; bivariate duration analysis; selection bias;

Other versions of this item:

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

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Cited by:
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  1. B. Cockx & C. Goebel & S. Robin, 2009. "Is income support for part-time workers a steppingstone to regular jobs? An application to young long-term unemployed women," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 09/561, Ghent University, Faculty of Economics and Business Administration. [Downloadable!]
  2. Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
  3. Bart Cockx & Stéphane Robin & Christian Goebel, 2006. "Income Support Policies for Part-Time Workers: A Stepping-Stone to Regular Jobs? An Application to Young Long-Term Unemployed Women in Belgium," IZA Discussion Papers 2432, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  4. Zijl, Marloes & van den Berg, Gerard J & Heyma, Arjan, 2004. "Stepping-stones for the unemployed: The effect of temporary jobs on the duration until regular work," Working Paper Series 2004:19, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
    Other versions:
  5. Stephan Thomsen, 2009. "Job Search Assistance Programs in Europe: Evaluation Methods and Recent Empirical Findings," FEMM Working Papers 09018, Otto-von-Guericke University Magdeburg, Faculty of Economics and Management. [Downloadable!]
  6. Stephan, Gesine, 2008. "The effects of active labor market programs in Germany : an investigation using different definitions of non-treatment," IAB Discussion Paper 200812, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]. [Downloadable!]
    Other versions:
  7. Richardson, Katarina & van den Berg, Gerard J, 2008. "Duration dependence versus unobserved heterogeneity in treatment effects: Swedish labor market training and the transition rate to employment," Working Paper Series 2008:7, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
  8. Johansson, Per, 2006. "Using internal replication to establish a treatment effect," Working Paper Series 2006:3, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
  9. Richardson, Katarina & van den Berg, Gerard J, 2006. "Swedish Labour Market Training and the Duration of Unemployment," CEPR Discussion Papers 5895, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
    Other versions:
  10. Stephan, Gesine & Pahnke, André, 2008. "The Relative Effectiveness of Selected Active Labour Market Programmes and the Common Support Problem," IZA Discussion Papers 3767, Institute for the Study of Labor (IZA). [Downloadable!]
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