Earnings Effects of Training Programs
Abstract
In an evaluation of a job-training program, the influence of the program on the individual earnings capacity is important, because it reflects the program effect on human capital. Estimating these effects is complicated because earnings are observed for employed individuals only, and employment is itself an outcome of the program. Point identification of these effects can only be achieved by usually implausible assumptions. Therefore, weaker and more credible assumptions are suggested that bound various average and quantile effects. For these bounds, consistent, nonparametric estimators are proposed. In a reevaluation of Germany's training programs of 1993 and 1994, we find that the programs considerably improve the long-run earnings capacity of its participants.Download Info
If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.As the access to this document is restricted, you may want to look for a different version under "Related research" (further below) or search for a different version of it.
Bibliographic Info
Paper provided by C.E.P.R. Discussion Papers in its series CEPR Discussion Papers with number 6400.Length:
Date of creation: Jul 2007
Date of revision:
Handle: RePEc:cpr:ceprdp:6400
Contact details of provider:
Postal: Centre for Economic Policy Research, 77 Bastwick Street, London EC1V 3PZ
Phone: 44 - 20 - 7183 8801
Fax: 44 - 20 - 7183 8820
Order Information:
Email:
Related research
Keywords: Bounds; causal effects; program evaluation; treatment effects;Other versions of this item:
- Lechner, Michael & Melly, Blaise, 2007. "Earnings Effects of Training Programs," IZA Discussion Papers 2926, Institute for the Study of Labor (IZA).
- Michael Lechner & Blaise Melly, 2007. "Earnings Effects of Training Programs," University of St. Gallen Department of Economics working paper series 2007 2007-28, Department of Economics, University of St. Gallen.
- C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
- C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
- J30 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - General
- J68 - Labor and Demographic Economics - - Mobility, Unemployment, and Vacancies - - - Public Policy
This paper has been announced in the following NEP Reports:
- NEP-ALL-2007-07-27 (All new papers)
- NEP-PPM-2007-07-27 (Project, Program & Portfolio Management)
References
References listed on IDEASPlease 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.:
- Angrist, J.D., 1996.
"Conditional Independance in Sample Selection Models,"
Working papers
96-27, Massachusetts Institute of Technology (MIT), Department of Economics.
- Angrist, Joshua D., 1997. "Conditional independence in sample selection models," Economics Letters, Elsevier, vol. 54(2), pages 103-112, February.
- Conny Wunsch & Michael Lechner, 2007.
"What Did All the Money Do? On the General Ineffectiveness of Recent West German Labour Market Programmes,"
University of St. Gallen Department of Economics working paper series 2007
2007-19, Department of Economics, University of St. Gallen.
- Conny Wunsch & Michael Lechner, 2008. "What Did All the Money Do? On the General Ineffectiveness of Recent West German Labour Market Programmes," Kyklos, Wiley Blackwell, vol. 61(1), pages 134-174, 02.
- Wunsch, Conny & Lechner, Michael, 2007. "What Did All the Money Do? On the General Ineffectiveness of Recent West German Labour Market Programmes," IZA Discussion Papers 2800, Institute for the Study of Labor (IZA).
- Lechner, Michael & Wunsch, Conny, 2007. "What Did All the Money Do? On the General Ineffectiveness of Recent West German Labour Market Programmes," CEPR Discussion Papers 6306, C.E.P.R. Discussion Papers.
- repec:att:wimass:8909 is not listed on IDEAS
- Charles F. Manski, 1997.
"Monotone Treatment Response,"
Econometrica,
Econometric Society, vol. 65(6), pages 1311-1334, November.
- Lee, Tae-Hwy & Yang, Yang, 2006. "Bagging binary and quantile predictors for time series," Journal of Econometrics, Elsevier, vol. 135(1-2), pages 465-497.
- Sergio Firpo, 2007.
"Efficient Semiparametric Estimation of Quantile Treatment Effects,"
Econometrica,
Econometric Society, vol. 75(1), pages 259-276, 01.
- Sergio Firpo, 2004. "Efficient Semiparametric Estimation of Quantile Treatment Effects," Econometric Society 2004 North American Summer Meetings 605, Econometric Society.
- Joshua Angrist & Eric Bettinger & Michael Kremer, 2004.
"Long-term consequences of secondary school vouchers: Evidence from administrative records in colombia,"
Natural Field Experiments
00204, The Field Experiments Website.
- Joshua Angrist & Eric Bettinger & Michael Kremer, 2004. "Long-Term Consequences of Secondary School Vouchers: Evidence from Administrative Records in Colombia," NBER Working Papers 10713, National Bureau of Economic Research, Inc.
- Martin, John P. & Grubb, David, 2001. "What works and for whom: a review of OECD countries' experiences with active labour market policies," Working Paper Series 2001:14, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- 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.
- 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.
- 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).
- 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.
- 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.
- 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].
- James J. Heckman & Edward Vytlacil, 2005.
"Structural Equations, Treatment Effects and Econometric Policy Evaluation,"
NBER Technical Working Papers
0306, National Bureau of Economic Research, Inc.
- James J. Heckman & Edward Vytlacil, 2005. "Structural Equations, Treatment Effects, and Econometric Policy Evaluation," Econometrica, Econometric Society, vol. 73(3), pages 669-738, 05.
- James J. Heckman & Edward Vytlacil, 2005. "Structural Equations, Treatment Effects and Econometric Policy Evaluation," NBER Working Papers 11259, National Bureau of Economic Research, Inc.
- Card, D. & Michalopoulos, C. & Robins, P.K., 2001. "Measuring Wage Growth Among Former Welfare Recipients," Papers 2001-5, Gouvernement du Canada - Human Resources Development.
- Völter, Robert & Osikominu, Aderonke & Fitzenberger, Bernd, 2007.
"Get Training or Wait? Long-Run Employment Effects of Training Programs for the Unemployed in West Germany,"
ZEW Discussion Papers
06-39 [rev.], ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
- Bernd FITZENBERGER & Aderonke OSIKOMINU & Robert VÖLTER, 2008. "Get Training or Wait? Long-Run Employment Effects of Training Programs for the Unemployed in West Germany," Annales d'Economie et de Statistique, ENSAE, issue 91-92, pages 321-355.
- Fitzenberger, Bernd & Osikominu, Aderonke & Völter, Robert, 2006. "Get Training or Wait? Long-Run Employment Effects of Training Programs for the Unemployed in West Germany," IZA Discussion Papers 2121, Institute for the Study of Labor (IZA).
- Osikominu, Aderonke & Fitzenberger, Bernd & Völter, Robert, 2006. "Get Training or Wait? Long-Run Employment Effects of Training Programs for the Unemployed in West Germany," ZEW Discussion Papers 06-39, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
- Fitzenberger, Bernd & Osikominu, Aderonke & Völter, Robert, 2006. "Get training or wait? : long-run employment effects of training programs for the unemployed in West Germany," IAB Discussion Paper 200617, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
- David S. Lee, 2005. "Training, Wages, and Sample Selection: Estimating Sharp Bounds on Treatment Effects," NBER Working Papers 11721, National Bureau of Economic Research, Inc.
- Blundell, Richard William & Gosling, Amanda & Ichimura, Hidehiko & Meghir, Costas, 2004.
"Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds,"
CEPR Discussion Papers
4705, C.E.P.R. Discussion Papers.
- Richard Blundell & Amanda Gosling & Hidehiko Ichimura & Costas Meghir, 2007. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," Econometrica, Econometric Society, vol. 75(2), pages 323-363, 03.
- Richard Blundell & Amanda Gosling & Hidehiko Ichimura & Costas Meghir, 2006. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," CIRJE F-Series CIRJE-F-420, CIRJE, Faculty of Economics, University of Tokyo.
- Richard Blundell & Amanda Gosling & Hidehiko Ichimura & Costas Meghir, 2004. "Changes in the distribution of male and female wages accounting for employment composition using bounds," IFS Working Papers W04/25, Institute for Fiscal Studies.
- Blundell, Richard & Gosling, Amanda & Ichimura, Hidehiko & Meghir, Costas, 2004. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," IZA Discussion Papers 1350, Institute for the Study of Labor (IZA).
- Joshua Angrist & Eric Bettinger & Erik Bloom & Elizabeth King & Michael Kremer, 2001.
"Vouchers for Private Schooling in Colombia: Evidence from a Randomized Natural Experiment,"
NBER Working Papers
8343, National Bureau of Economic Research, Inc.
- Joshua Angrist & Eric Bettinger & Erik Bloom & Elizabeth King & Michael Kremer, 2002. "Vouchers for Private Schooling in Colombia: Evidence from a Randomized Natural Experiment," American Economic Review, American Economic Association, vol. 92(5), pages 1535-1558, December.
- Joshua Angrist & Eric Bettinger & Erik Bloom & Elizabeth King & Michael Kremer, 2002. "Vouchers for private schooling in colombia: Evidence from a randomized natural experiment," Natural Field Experiments 00203, The Field Experiments Website.
- Lechner, Michael, 1999. "Identification and Estimation of Causal Effects of Multiple Treatments Under the Conditional Independence Assumption," IZA Discussion Papers 91, Institute for the Study of Labor (IZA).
- Manski, C.F., 1990. "The Selection Problem," Working papers 90-12, Wisconsin Madison - Social Systems.
- Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-61, January.
- Guido Imbens, 2000.
"Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score,"
Econometric Society World Congress 2000 Contributed Papers
1166, Econometric Society.
- Keisuke Hirano & Guido W. Imbens & Geert Ridder, 2003. "Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score," Econometrica, Econometric Society, vol. 71(4), pages 1161-1189, 07.
- Keisuke Hirano & Guido W. Imbens & Geert Ridder, 2000. "Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score," NBER Technical Working Papers 0251, National Bureau of Economic Research, Inc.
- Horowitz, Joel L., 2001. "The bootstrap and hypothesis tests in econometrics," Journal of Econometrics, Elsevier, vol. 100(1), pages 37-40, January.
- Zhao, Zhong, 2005.
"Sensitivity of Propensity Score Methods to the Specifications,"
IZA Discussion Papers
1873, Institute for the Study of Labor (IZA).
- Zhao, Zhong, 2008. "Sensitivity of propensity score methods to the specifications," Economics Letters, Elsevier, vol. 98(3), pages 309-319, March.
- Heckman, James J & Smith, Jeffrey, 1997. "Making the Most Out of Programme Evaluations and Social Experiments: Accounting for Heterogeneity in Programme Impacts," Review of Economic Studies, Wiley Blackwell, vol. 64(4), pages 487-535, October.
- Heckman, James J & Ichimura, Hidehiko & Todd, Petra, 1998. "Matching as an Econometric Evaluation Estimator," Review of Economic Studies, Wiley Blackwell, vol. 65(2), pages 261-94, April.
- Manski, Charles F, 1990.
"Nonparametric Bounds on Treatment Effects,"
American Economic Review,
American Economic Association, vol. 80(2), pages 319-23, May.
- Charles F. Manski & John V. Pepper, 1998.
"Monotone Instrumental Variables with an Application to the Returns to Schooling,"
NBER Technical Working Papers
0224, National Bureau of Economic Research, Inc.
- Charles F. Manski & John V. Pepper, 2000. "Monotone Instrumental Variables, with an Application to the Returns to Schooling," Econometrica, Econometric Society, vol. 68(4), pages 997-1012, July.
- Charles F. Manski & John V. Pepper, 1998. "Monotone Instrumental Variables: With an Application to the Returns to Schooling," Virginia Economics Online Papers 308, University of Virginia, Department of Economics.
- Markus Fr�lich, 2006. "Non-parametric regression for binary dependent variables," Econometrics Journal, Royal Economic Society, vol. 9(3), pages 511-540, November.
- 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.
- Daniel Friedlander & David H. Greenberg & Philip K. Robins, 1997. "Evaluating Government Training Programs for the Economically Disadvantaged," Journal of Economic Literature, American Economic Association, vol. 35(4), pages 1809-1855, December.
- Guido W. Imbens & Charles F. Manski, 2004.
"Confidence Intervals for Partially Identified Parameters,"
Econometrica,
Econometric Society, vol. 72(6), pages 1845-1857, November.
- Guido Imbens & Charles F. Manski, 2003. "Confidence intervals for partially identified parameters," CeMMAP working papers CWP09/03, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Horowitz, Joel L., 2001. "The Bootstrap," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 5, chapter 52, pages 3159-3228 Elsevier.
- Mitali Das & Whitney K. Newey & Francis Vella, 2003. "Nonparametric Estimation of Sample Selection Models," Review of Economic Studies, Wiley Blackwell, vol. 70(1), pages 33-58, January.
- Joshua Angrist & Eric Bettinger & Michael Kremer, 2006. "Long-Term Educational Consequences of Secondary School Vouchers: Evidence from Administrative Records in Colombia," American Economic Review, American Economic Association, vol. 96(3), pages 847-862, June.
- Tsung-Wu Ho, 2001. "Finite-sample properties of the bootstrap estimator in a Markov-switching model," Journal of Applied Statistics, Taylor and Francis Journals, vol. 28(7), pages 835-842.
- 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.
- 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.
- repec:feb:natura:0004 is not listed on IDEAS
- Conny Wunsch, 2005. "Labour Market Policy in Germany: Institutions, Instruments and Reforms since Unification," University of St. Gallen Department of Economics working paper series 2005 2005-06, Department of Economics, University of St. Gallen.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.Cited by:
- Lechner, Michael & Wiehler, Stephan, 2007.
"Does the Order and Timing of Active Labor Market Programs Matter?,"
IZA Discussion Papers
3092, Institute for the Study of Labor (IZA).
- Michael Lechner & Stephan Wiehler, 2007. "Does the Order and Timing of Active Labor Market Programs Matter?," University of St. Gallen Department of Economics working paper series 2007 2007-38, Department of Economics, University of St. Gallen.
- Arulampalam, Wiji & Booth, Alison L & Bryan, Mark L, 2004.
"Are There Asymmetries in the Effects of Training on the Conditional Male Wage Distribution?,"
CEPR Discussion Papers
4289, C.E.P.R. Discussion Papers.
- Wiji Arulampalam & Alison Booth & Mark Bryan, 2010. "Are there asymmetries in the effects of training on the conditional male wage distribution?," Journal of Population Economics, Springer, vol. 23(1), pages 251-272, January.
- Arulampalam, Wiji & Booth, Alison L. & Bryan, Mark L., 2004. "Are There Asymmetries in the Effects of Training on the Conditional Male Wage Distribution?," IZA Discussion Papers 984, Institute for the Study of Labor (IZA).
- Wiji Arulampalam & Alison Booth & Mark L. Bryan, 2006. "Are there Asymmetries in the Effects of Training on the Conditional Male Wage Distribution?," CEPR Discussion Papers 523, Centre for Economic Policy Research, Research School of Economics, Australian National University.
- Mark Bryan & Wiji Arulampalam & Alison Booth, 2004. "Are There Asymmetries In The Effects Of Training On The Conditional Male Wage Distribution?," Royal Economic Society Annual Conference 2004 115, Royal Economic Society.
- Ulf Rinne & Marc Schneider & Arne Uhlendorff, 2011.
"Do the skilled and prime-aged unemployed benefit more from training? Effect heterogeneity of public training programmes in Germany,"
Applied Economics,
Taylor and Francis Journals, vol. 43(25), pages 3465-3494.
- Ulf Rinne & Marc Schneider & Arne Uhlendorff, 2007. "Too Bad to Benefit?: Effect Heterogeneity of Public Training Programs," Discussion Papers of DIW Berlin 749, DIW Berlin, German Institute for Economic Research.
- Rinne, Ulf & Schneider, Marc & Uhlendorff, Arne, 2007. "Too Bad to Benefit? Effect Heterogeneity of Public Training Programs," IZA Discussion Papers 3240, Institute for the Study of Labor (IZA).
- Lechner, Michael & Wiehler, Stephan, 2007. "Does the Order and Timing of Active Labour Market Programmes Matter?," CEPR Discussion Papers 6521, C.E.P.R. Discussion Papers.
- Martin Huber & Giovanni Mellace, 2010. "Sharp IV bounds on average treatment effects under endogeneity and noncompliance," University of St. Gallen Department of Economics working paper series 2010 2010-31, Department of Economics, University of St. Gallen.
- Martin Huber, 2009. "Treatment evaluation in the presence of sample selection," University of St. Gallen Department of Economics working paper series 2009 2009-07, Department of Economics, University of St. Gallen.
- Huber, Martin & Mellace, Giovanni, 2011. "Sharp bounds on causal effects under sample selection," Economics Working Paper Series 1134, University of St. Gallen, School of Economics and Political Science.
- Jun Nie, 2010. "Training or search? evidence and an equilibrium model," Research Working Paper RWP 10-03, Federal Reserve Bank of Kansas City.
- N�ria Rodríguez-Planas, 2010. "Channels through which Public Employment Services and Small Business Assistance Programmes Work," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(4), pages 458-485, 08.
Lists
This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.Statistics
Access and download statisticsCorrections
When requesting a correction, please mention this item's handle: RePEc:cpr:ceprdp:6400For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ().
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If references are entirely missing, you can add them using this form.
If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.
Please note that corrections may take a couple of weeks to filter through the various RePEc services.

