Treatment evaluation in the case of interactions within markets
We extend the standard evaluation framework to allow for interactions between individuals within segmented markets. An individual’s outcome depends not only on the assigned treatment status but also on (features of) the distribution of the assigned treatments in his market. To evaluate how the distribution of treatments within a market causally aﬀects the average eﬀect within the market, averaged over the full population, we develop an identiﬁcation and estimation method in two steps. The ﬁrst one focuses on the distribution of the treatment within markets and between individuals and the second step addresses the distribution of the treatment between markets. We apply our method to data on training programs for unemployed workers in France. We use a rich administrative register of unemployment and training spells as well as the information on local labor demand that is used by unemployment agencies to allocate training programs. The results show that the average treatment eﬀect on the employment rate causally decreases with respect to the proportion of treated in the market. Our analysis accounts for unobserved heterogeneity between markets (using the longitudinal dimension of the data) and, in a robustness check, between individuals.
|Date of creation:||27 Jan 2010|
|Date of revision:|
|Publication status:||Published as Ferracci, Marc, Gregóry Jolivet and Gerard J. van den Berg, 'Evidence of Treatment Spillovers Within Markets' in The Review of Economics and Statistics, 2014, pages 812-823.|
|Contact details of provider:|| Postal: IFAU, P O Box 513, SE-751 20 Uppsala, Sweden|
Phone: (+46) 18 - 471 70 70
Fax: (+46) 18 - 471 70 71
Web page: http://www.ifau.se/
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- 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.
- 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).
- 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.
- 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.
- Debopam Bhattacharya & Pascaline Dupas, 2008.
"Inferring Welfare Maximizing Treatment Assignment under Budget Constraints,"
NBER Working Papers
14447, National Bureau of Economic Research, Inc.
- Bhattacharya, Debopam & Dupas, Pascaline, 2012. "Inferring welfare maximizing treatment assignment under budget constraints," Journal of Econometrics, Elsevier, vol. 167(1), pages 168-196.
- 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.
- 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.
- 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.
- 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).
- 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.
- 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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