“Treatment Evaluation in the Case of Interaction Within Markets”
We extend the standard evaluation framework to allow for interactions betweenindividuals within segmented markets. An individual's outcome depends not only onthe assigned treatment status but also on (features of) the distribution of the assignedtreatments in his market. To evaluate how the distribution of treatments within amarket causally affects the average effect within the market, averaged over the fullpopulation, we develop an identification and estimation method in two steps. The firstone focuses on the distribution of the treatment within markets and betweenindividuals and the second step addresses the distribution of the treatment betweenmarkets. We apply our method to data on training programs for unemployed workersin France. We use a rich administrative register of unemployment and training spellsas well as the information on local labor demand that is used by unemploymentagencies to allocate training programs. The results show that the average treatmenteffect on the employment rate causally decreases with respect to the proportion oftreated in the market. Our analysis accounts for unobserved heterogeneity betweenmarkets (using the longitudinal dimension of the data) and, in a robustness check,between individuals.
|Date of creation:||2009|
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- Bhattacharya, Debopam & Dupas, Pascaline, 2012.
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- Debopam Bhattacharya & Pascaline Dupas, 2008. "Inferring Welfare Maximizing Treatment Assignment under Budget Constraints," NBER Working Papers 14447, National Bureau of Economic Research, Inc.
- Bruno Crépon & Marc Ferracci & Grégory Jolivet & Gerard J. van den Berg, 2009.
"Active Labor Market Policy Effects in a Dynamic Setting,"
Journal of the European Economic Association,
MIT Press, vol. 7(2-3), pages 595-605, 04-05.
- Bruno Crépon & Marc Ferracci & Grégory Jolivet & Gerard J. van den Berg, 2008. "“Active Labor Market Policy Effects in a Dynamic Setting”," Working Papers 2008-25, Centre de Recherche en Economie et Statistique.
- Crépon, Bruno & Ferracci, Marc & Jolivet, Grégory & van den Berg, Gerard J., 2008. "Active Labor Market Policy Effects in a Dynamic Setting," IZA Discussion Papers 3848, Institute for the Study of Labor (IZA).
- Crépon, Bruno & Ferracci, Marc & Jolivet, Grégory & van den Berg, Gerard J., 2009. "Active labor market policy effects in a dynamic setting," Working Paper Series 2009:1, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," Review of Economic Studies, Oxford University Press, vol. 64(4), pages 605-654.
- Pierre Cahuc & Bruno Crépon & Julien Guitard & Marc Gurgand, 2008. "Policy Evaluation in Equilibrium The Case of Job Searcg Counseling in France," Working Papers 2008-13, Centre de Recherche en Economie et Statistique.
- Alberto Abadie & Guido W. Imbens, 2006.
"On the Failure of the Bootstrap for Matching Estimators,"
NBER Technical Working Papers
0325, National Bureau of Economic Research, Inc.
- Alberto Abadie & Guido W. Imbens, 2008. "On the Failure of the Bootstrap for Matching Estimators," Econometrica, Econometric Society, vol. 76(6), pages 1537-1557, November.
- Imbens, Guido & Abadie, Alberto, 2008. "On the Failure of the Bootstrap for Matching Estimators," Scholarly Articles 3043415, Harvard University Department of Economics.
- Bruno Crépon & Marc Ferracci & Denis Fougere, 2012.
"Training the Unemployed in France: How Does it Affect Unemployment Duration and Recurrence?,"
Annals of Economics and Statistics,
GENES, issue 107-108, pages 175-199.
- Bruno Crépon & Marc Ferracci & Denis Fougère, 2007. "Training the Unemployed in France : How does it Affect Unemployment Duration and Recurrence ?," Working Papers 2007-32, Centre de Recherche en Economie et Statistique.
- Crépon, Bruno & Ferracci, Marc & Fougère, Denis, 2007. "Training the Unemployed in France: How Does It Affect Unemployment Duration and Recurrence?," IZA Discussion Papers 3215, Institute for the Study of Labor (IZA).
- Edward Miguel & Michael Kremer, 2004. "Worms: Identifying Impacts on Education and Health in the Presence of Treatment Externalities," Econometrica, Econometric Society, vol. 72(1), pages 159-217, 01.
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