Evaluating continuous training programs using the generalized propensity score1
This paper assesses the dynamics of treatment effects arising from variation in the duration of training. We use German administrative data that have the extraordinary feature that the amount of treatment varies continuously from 10 days to 395 days (i.e. 13 months). This feature allows us to estimate a continuous dose-response function that relates each value of the dose, i.e. days of training, to the individual post-treatment employment probability (the response). The dose-response function is estimated after adjusting for covariate imbalance using the generalized propensity score, a recently developed method for covariate adjustment under continuous treatment regimes. Our data have the advantage that we can consider both the actual and planned training durations as treatment variables: If only actual durations are observed, treatment effect estimates may be biased because of endogenous exits. Our results indicate an increasing dose-response function for treatments of up to 100 days, which then flattens out. That is, longer training programs do not seem to add an additional treatment effect.
|Date of creation:||2007|
|Date of revision:|
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- Kosuke Imai & David A. van Dyk, 2004. "Causal Inference With General Treatment Regimes: Generalizing the Propensity Score," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 854-866, January.
- Michael Lechner & Ruth Miquel & Conny Wunsch, 2004.
"Long-run Effects of Public Sector Sponsored Training in West Germany,"
University of St. Gallen Department of Economics working paper series 2004
2004-19, Department of Economics, University of St. Gallen.
- Michael Lechner & Ruth Miquel & Conny Wunsch, 2011. "Long‐Run Effects Of Public Sector Sponsored Training In West Germany," Journal of the European Economic Association, European Economic Association, vol. 9(4), pages 742-784, 08.
- Lechner, Michael & Miquel, Ruth & Wunsch, Conny, 2004. "Long-Run Effects of Public Sector Sponsored Training in West Germany," IZA Discussion Papers 1443, Institute for the Study of Labor (IZA).
- Lechner, Michael & Miquel, Ruth & Wunsch, Conny, 2005. "Long-run effects of public sector sponsored training in West Germany," IAB Discussion Paper 200503, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
- Lechner, Michael & Miquel, Ruth & Wunsch, Conny, 2005. "Long run Effects of Public Sector Sponsored Training in West Germany," CEPR Discussion Papers 4851, C.E.P.R. Discussion Papers.
- Miquel, Ruth & Lechner, Michael & Wunsch, Conny, 2005. "Long-Run Effects of Public Sector Sponsored Training in West Germany," ZEW Discussion Papers 05-02, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
- Alfonso Flores-Lagunes & Arturo Gonzalez & Todd C. Neumann, 2007.
"Estimating the Effects of Length of Exposure to a Training Program: The Case of Job Corps,"
1042, Princeton University, Department of Economics, Industrial Relations Section..
- Flores-Lagunes, Alfonso & Gonzalez, Arturo & Neumann, Todd C., 2007. "Estimating the Effects of Length of Exposure to a Training Program: The Case of Job Corps," IZA Discussion Papers 2846, Institute for the Study of Labor (IZA).
- Guido W. Imbens, 2003.
"Nonparametric Estimation of Average Treatment Effects under Exogeneity: A Review,"
NBER Technical Working Papers
0294, National Bureau of Economic Research, Inc.
- Guido W. Imbens, 2004. "Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 4-29, February.
- Augurzky, Boris & Kluve, Jochen, 2004.
"Assessing the Performance of Matching Algorithms When Selection into Treatment Is Strong,"
IZA Discussion Papers
1301, Institute for the Study of Labor (IZA).
- Jochen Kluve & Boris Augurzky, 2007. "Assessing the performance of matching algorithms when selection into treatment is strong," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(3), pages 533-557.
- Jere R. Behrman & Yingmei Cheng & Petra E. Todd, 2004. "Evaluating Preschool Programs When Length of Exposure to the Program Varies: A Nonparametric Approach," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 108-132, February.
- Schneider, Hilmar & Uhlendorff, Arne, 2006. "Die Wirkung der Hartz-Reform im Bereich der beruflichen Weiterbildung," IZA Discussion Papers 2255, Institute for the Study of Labor (IZA).
- Kluve, Jochen, 2006. "The Effectiveness of European Active Labor Market Policy," RWI Discussion Papers 37, Rheinisch-Westfälisches Institut für Wirtschaftsforschung (RWI).
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