Estimating treatment effects for discrete outcomes when responses to treatment vary: an application to Norwegian vocational rehabilitation programs
Author
Abstract
Suggested Citation
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Matzkin, Rosa L, 1992. "Nonparametric and Distribution-Free Estimation of the Binary Threshold Crossing and the Binary Choice Models," Econometrica, Econometric Society, vol. 60(2), pages 239-270, March.
- James J. Heckman & Carolyn Heinrich & Jeffrey Smith, 2002.
"The Performance of Performance Standards,"
Journal of Human Resources, University of Wisconsin Press, vol. 37(4), pages 778-811.
- Heckman, James J. & Heinrich, Carolyn J. & Smith, Jeffrey A., 2002. "The Performance of Performance Standards," IZA Discussion Papers 525, Institute of Labor Economics (IZA).
- James Heckman & Carolyn Heinrich & Jeffrey Smith, 2002. "The Performance of Performance Standards," NBER Working Papers 9002, National Bureau of Economic Research, Inc.
- Heckman, James & Singer, Burton, 1984. "A Method for Minimizing the Impact of Distributional Assumptions in Econometric Models for Duration Data," Econometrica, Econometric Society, vol. 52(2), pages 271-320, March.
- repec:bla:obuest:v:63:y:2001:i:1:p:115-43 is not listed on IDEAS
- Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2002.
"Removing the Veil of Ignorance in Assessing the Distributional Impacts of Social Policies,"
NBER Working Papers
8840, National Bureau of Economic Research, Inc.
- Carneiro, Pedro & Hansen, Karsten T. & Heckman, James J., 2002. "Removing the Veil of Ignorance in Assessing the Distributional Impacts of Social Policies," IZA Discussion Papers 453, Institute of Labor Economics (IZA).
- Carneiro, Pedro & Hansen, Karsten T & Heckman, James J, 2002. "Removing the veil of ignorance in assessing the distributional impacts of social policies," Working Paper Series 2002:2, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- Markus Frölich & Almas Heshmati & Michael Lechner, 2004.
"A microeconometric evaluation of rehabilitation of long-term sickness in Sweden,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(3), pages 375-396.
- Frölich, Markus & Heshmati, Almas & Lechner, Michael, 2000. "A Microeconometric Evaluation of Rehabilitation of Long-term Sickness in Sweden," SSE/EFI Working Paper Series in Economics and Finance 373, Stockholm School of Economics, revised 07 Jun 2000.
- Arild Aakvik, 2001.
"Bounding a Matching Estimator: The Case of a Norwegian Training Program,"
Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 63(1), pages 115-143, February.
- Aakvik, A., 1999. "Bounding a Marching Estimator: the Case of a Norwegian Training Program," Norway; Department of Economics, University of Bergen 0499, Department of Economics, University of Bergen.
- Aakvik, A., 2001. "Bounding a Matching Estimator: The Case of a Norwegian Training Program," Norway; Department of Economics, University of Bergen 222, Department of Economics, University of Bergen.
- James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
- Heckman, James J & Lochner, Lance & Taber, Christopher, 1998.
"General-Equilibrium Treatment Effects: A Study of Tuition Policy,"
American Economic Review, American Economic Association, vol. 88(2), pages 381-386, May.
- James J. Heckman & Lance Lochner & Christopher Taber, 1998. "General Equilibrium Treatment Effects: A Study of Tuition Policy," NBER Working Papers 6426, National Bureau of Economic Research, Inc.
- Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College," NBER Working Papers 9546, National Bureau of Economic Research, Inc.
- Card, David & Sullivan, Daniel G, 1988.
"Measuring the Effect of Subsidized Training Programs on Movements in and out of Employment,"
Econometrica, Econometric Society, vol. 56(3), pages 497-530, May.
- David Card & Daniel Sullivan, 1987. "Measuring the Effect of Subsidized Training Programs on Movements In andOut of Employment," NBER Working Papers 2173, National Bureau of Economic Research, Inc.
- James Heckman & Lance Lochner & Christopher Taber, 1998.
"Explaining Rising Wage Inequality: Explanations With A Dynamic General Equilibrium Model of Labor Earnings With Heterogeneous Agents,"
Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 1(1), pages 1-58, January.
- James J. Heckman & Lance Lochner & Christopher Taber, 1998. "Explaining Rising Wage Inequality: Explorations with a Dynamic General Equilibrium Model of Labor Earnings with Heterogeneous Agents," NBER Working Papers 6384, National Bureau of Economic Research, Inc.
- James Heckman & Salvador Navarro-Lozano, 2004.
"Using Matching, Instrumental Variables, and Control Functions to Estimate Economic Choice Models,"
The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 30-57, February.
- Heckman, James J. & Navarro, Salvador, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," IZA Discussion Papers 768, Institute of Labor Economics (IZA).
- Heckman, James & Navarro-Lozano, Salvador, 2003. "Using matching, instrumental variables and control functions to estimate economic choice models," Working Paper Series 2003:4, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- James J. Heckman & Salvador Navarro-Lozano, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," NBER Working Papers 9497, National Bureau of Economic Research, Inc.
- Kathryn H. Anderson & Richard V. Burkhauser & Jennie E. Raymond, 1993. "The Effect of Creaming on Placement Rates under the Job Training Partnership Act," ILR Review, Cornell University, ILR School, vol. 46(4), pages 613-624, July.
- Heckman, J.J. & Hotz, V.J., 1988.
"Choosing Among Alternative Nonexperimental Methods For Estimating The Impact Of Social Programs: The Case Of Manpower Training,"
University of Chicago - Economics Research Center
88-12, Chicago - Economics Research Center.
- James J. Heckman, 1989. "Choosing Among Alternative Nonexperimental Methods for Estimating the Impact of Social Programs: The Case of Manpower Training," NBER Working Papers 2861, National Bureau of Economic Research, Inc.
- Burt S. Barnow, 1987. "The Impact of CETA Programs on Earnings: A Review of the Literature," Journal of Human Resources, University of Wisconsin Press, vol. 22(2), pages 157-193.
- Carneiro, Pedro & Hansen, Karsten T. & Heckman, James J., 2003.
"Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College Choice,"
IZA Discussion Papers
767, Institute of Labor Economics (IZA).
- Carneiro, Pedro & Hansen, Karsten & Heckman, James, 2003. "Estimating distributions of treatment effects with an application to the returns to schooling and measurement of the effects of uncertainty on college choice," Working Paper Series 2003:9, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- James J. Heckman & Jeffrey A. Smith, 1995. "Assessing the Case for Social Experiments," Journal of Economic Perspectives, American Economic Association, vol. 9(2), pages 85-110, Spring.
- Gritz, R. Mark, 1993. "The impact of training on the frequency and duration of employment," Journal of Econometrics, Elsevier, vol. 57(1-3), pages 21-51.
- Heckman, James J. & Vytlacil, Edward J., 2000. "The relationship between treatment parameters within a latent variable framework," Economics Letters, Elsevier, vol. 66(1), pages 33-39, January.
- Heckman, James J & Honore, Bo E, 1990. "The Empirical Content of the Roy Model," Econometrica, Econometric Society, vol. 58(5), pages 1121-1149, September.
- Todd, Petra, 2001. "Estimations of Limited Dependent Variable Models with Dummy Endogenous Regressors: Simple Strategies for Empirical Practice: Comment," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(1), pages 25-27, January.
- Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "2001 Lawrence R. Klein Lecture Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College Choice," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 44(2), pages 361-422, May.
- James Heckman & Hidehiko Ichimura & Jeffrey Smith & Petra Todd, 1998.
"Characterizing Selection Bias Using Experimental Data,"
Econometrica, Econometric Society, vol. 66(5), pages 1017-1098, September.
- James Heckman & Hidehiko Ichimura & Jeffrey Smith & Petra Todd, 1998. "Characterizing Selection Bias Using Experimental Data," NBER Working Papers 6699, National Bureau of Economic Research, Inc.
- 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.
- Joshua D. Angrist & Kathryn Graddy & Guido W. Imbens, 2000. "The Interpretation of Instrumental Variables Estimators in Simultaneous Equations Models with an Application to the Demand for Fish," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(3), pages 499-527.
- Ridder, G, 1986. "An Event History Approach to the Evaluation of Training, Recruitment and Employment Programmes," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 1(2), pages 109-126, April.
- Heckman, James J. & Robb, Richard Jr., 1985. "Alternative methods for evaluating the impact of interventions : An overview," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 239-267.
- Imbens, Guido W & Angrist, Joshua D, 1994.
"Identification and Estimation of Local Average Treatment Effects,"
Econometrica, Econometric Society, vol. 62(2), pages 467-475, March.
- Joshua D. Angrist & Guido W. Imbens, 1995. "Identification and Estimation of Local Average Treatment Effects," NBER Technical Working Papers 0118, National Bureau of Economic Research, Inc.
- Robert J. LaLonde, 1995. "The Promise of Public Sector-Sponsored Training Programs," Journal of Economic Perspectives, American Economic Association, vol. 9(2), pages 149-168, Spring.
- Laurie J. Bassi, 1983. "The Effect of CETA on the Postprogram Earnings of Participants," Journal of Human Resources, University of Wisconsin Press, vol. 18(4), pages 539-556.
- James Heckman & Justin L. Tobias & Edward Vytlacil, 2003.
"Simple Estimators for Treatment Parameters in a Latent-Variable Framework,"
The Review of Economics and Statistics, MIT Press, vol. 85(3), pages 748-755, August.
- Heckman, J J & Tobias, Justin & Vytlacil, Ed, 2003. "Simple Estimators for Treatment Parameters in a Latent Variable Framework," Staff General Research Papers Archive 12012, Iowa State University, Department of Economics.
- A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
- Robert S. Gay & Michael E. Borus, 1980. "Validating Performance Indicators for Employment and Training Programs," Journal of Human Resources, University of Wisconsin Press, vol. 15(1), pages 29-48.
- Heckman, James J, 1990. "Varieties of Selection Bias," American Economic Review, American Economic Association, vol. 80(2), pages 313-318, May.
- James Heckman, 1997. "Instrumental Variables: A Study of Implicit Behavioral Assumptions Used in Making Program Evaluations," Journal of Human Resources, University of Wisconsin Press, vol. 32(3), pages 441-462.
- Poirier, Dale J., 1980. "Partial observability in bivariate probit models," Journal of Econometrics, Elsevier, vol. 12(2), pages 209-217, February.
- Edward Vytlacil, 2002. "Independence, Monotonicity, and Latent Index Models: An Equivalence Result," Econometrica, Econometric Society, vol. 70(1), pages 331-341, January.
- Butler, J S & Moffitt, Robert, 1982. "A Computationally Efficient Quadrature Procedure for the One-Factor Multinomial Probit Model," Econometrica, Econometric Society, vol. 50(3), pages 761-764, May.
- Gary Burtless, 1995. "The Case for Randomized Field Trials in Economic and Policy Research," Journal of Economic Perspectives, American Economic Association, vol. 9(2), pages 63-84, Spring.
- James J. Heckman & Jeffrey A. Smith, 1998. "Evaluating the Welfare State," NBER Working Papers 6542, National Bureau of Economic Research, Inc.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Heckman, James J. & Lalonde, Robert J. & Smith, Jeffrey A., 1999. "The economics and econometrics of active labor market programs," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 31, pages 1865-2097, Elsevier.
- Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc.
- James J. Heckman, 2005. "Micro Data, Heterogeneity and the Evaluation of Public Policy Part 2," The American Economist, Sage Publications, vol. 49(1), pages 16-44, March.
- Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- James J. Heckman, 2010.
"Building Bridges between Structural and Program Evaluation Approaches to Evaluating Policy,"
Journal of Economic Literature, American Economic Association, vol. 48(2), pages 356-398, June.
- James J. Heckman, 2010. "Building Bridges Between Structural and Program Evaluation Approaches to Evaluating Policy," NBER Working Papers 16110, National Bureau of Economic Research, Inc.
- Guido W. Imbens & Jeffrey M. Wooldridge, 2009.
"Recent Developments in the Econometrics of Program Evaluation,"
Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
- Guido M. Imbens & Jeffrey M. Wooldridge, 2008. "Recent Developments in the Econometrics of Program Evaluation," NBER Working Papers 14251, National Bureau of Economic Research, Inc.
- Wooldridge, Jeffrey M. & Imbens, Guido, 2009. "Recent Developments in the Econometrics of Program Evaluation," Scholarly Articles 3043416, Harvard University Department of Economics.
- Guido Imbens & Jeffrey M. Wooldridge, 2008. "Recent developments in the econometrics of program evaluation," CeMMAP working papers CWP24/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Imbens, Guido W. & Wooldridge, Jeffrey M., 2008. "Recent Developments in the Econometrics of Program Evaluation," IZA Discussion Papers 3640, Institute of Labor Economics (IZA).
- James Heckman & Salvador Navarro-Lozano, 2004.
"Using Matching, Instrumental Variables, and Control Functions to Estimate Economic Choice Models,"
The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 30-57, February.
- Heckman, James J. & Navarro, Salvador, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," IZA Discussion Papers 768, Institute of Labor Economics (IZA).
- Heckman, James & Navarro-Lozano, Salvador, 2003. "Using matching, instrumental variables and control functions to estimate economic choice models," Working Paper Series 2003:4, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- James J. Heckman & Salvador Navarro-Lozano, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," NBER Working Papers 9497, National Bureau of Economic Research, Inc.
- Heckman, James J. & Navarro, Salvador, 2007.
"Dynamic discrete choice and dynamic treatment effects,"
Journal of Econometrics, Elsevier, vol. 136(2), pages 341-396, February.
- James J. Heckman & Salvador Navarro, 2005. "Dynamic Discrete Choice and Dynamic Treatment Effects," NBER Technical Working Papers 0316, National Bureau of Economic Research, Inc.
- Heckman, James J. & Navarro, Salvador, 2005. "Dynamic Discrete Choice and Dynamic Treatment Effects," IZA Discussion Papers 1790, Institute of Labor Economics (IZA).
- Burt S. Barnow & Jeffrey Smith, 2015.
"Employment and Training Programs,"
NBER Chapters, in: Economics of Means-Tested Transfer Programs in the United States, Volume 2, pages 127-234,
National Bureau of Economic Research, Inc.
- Burt S. Barnow & Jeffrey Smith, 2015. "Employment and Training Programs," NBER Working Papers 21659, National Bureau of Economic Research, Inc.
- James J. Heckman, 2008.
"Econometric Causality,"
International Statistical Review, International Statistical Institute, vol. 76(1), pages 1-27, April.
- James J. Heckman, 2008. "Econometric Causality," Working Papers 200826, Geary Institute, University College Dublin.
- James J. Heckman, 2008. "Econometric Causality," NBER Working Papers 13934, National Bureau of Economic Research, Inc.
- Heckman, James J., 2008. "Econometric Causality," IZA Discussion Papers 3425, Institute of Labor Economics (IZA).
- James Heckman, 2008. "Econometric causality," CeMMAP working papers CWP01/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- James J. Heckman, 2008. "The Principles Underlying Evaluation Estimators with an Application to Matching," Annals of Economics and Statistics, GENES, issue 91-92, pages 9-73.
- Abbring, Jaap H., 2003. "Dynamic Econometric Program Evaluation," IZA Discussion Papers 804, Institute of Labor Economics (IZA).
- Anirban Basu & James J. Heckman & Salvador Navarro‐Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self‐selection: an application to treatments of breast cancer patients," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1133-1157, November.
- Robert J. LaLonde, 2003. "Employment and Training Programs," NBER Chapters, in: Means-Tested Transfer Programs in the United States, pages 517-586, National Bureau of Economic Research, Inc.
- Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: an application to treatments of breast cancer patients," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1133-1157.
- Flavio Cunha & James Heckman & Salvador Navarro, 2005.
"Separating uncertainty from heterogeneity in life cycle earnings,"
Oxford Economic Papers, Oxford University Press, vol. 57(2), pages 191-261, April.
- Cunha, Flavio & Heckman, James J. & Navarro, Salvador, 2004. "Separating Uncertainty from Heterogeneity in Life Cycle Earnings," IZA Discussion Papers 1437, Institute of Labor Economics (IZA).
- Flavio Cunha & James J. Heckman & Salvador Navarro, 2005. "Separating Uncertainty from Heterogeneity in Life Cycle Earnings," NBER Working Papers 11024, National Bureau of Economic Research, Inc.
- Cunha, Flavio & Heckman, James & Navarro, Salvador, 2004. "Separating uncertainty from heterogeneity in life cycle earnings," Working Paper Series 2005:6, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- Philipp Eisenhauer & James J. Heckman & Edward Vytlacil, 2015.
"The Generalized Roy Model and the Cost-Benefit Analysis of Social Programs,"
Journal of Political Economy, University of Chicago Press, vol. 123(2), pages 413-443.
- Eisenhauer, Philipp & Heckman, James J. & Vytlacil, Edward, 2014. "The generalized Roy model and the cost-benefit analysis of social programs," ZEW Discussion Papers 14-082, ZEW - Leibniz Centre for European Economic Research.
- Cockx, Bart & Bardoulat, Isabelle, 1999.
"Vocational Training: Does it speed up the Transition Rate out of Unemployment ?,"
LIDAM Discussion Papers IRES
1999032, Université catholique de Louvain, Institut de Recherches Economiques et Sociales (IRES).
- Bart Cockx & Isabelle Bardoulat, 2000. "Vocational Training: Does it speed up the Transition Rate out of Unemployment?," Tinbergen Institute Discussion Papers 00-016/3, Tinbergen Institute.
- James J. Heckman & Rodrigo Pinto, 2022.
"Causality and Econometrics,"
NBER Working Papers
29787, National Bureau of Economic Research, Inc.
- Heckman, James J. & Pinto, Rodrigo, 2022. "Causality and Econometrics," IZA Discussion Papers 15081, Institute of Labor Economics (IZA).
- Heckman, James & Pinto, Rodrigo, 2024.
"Econometric causality: The central role of thought experiments,"
Journal of Econometrics, Elsevier, vol. 243(1).
- James J. Heckman & Rodrigo Pinto, 2023. "Econometric Causality: The Central Role of Thought Experiments," NBER Working Papers 31945, National Bureau of Economic Research, Inc.
- James J. Heckman & Rodrigo Pinto, 2023. "Econometric Causality: The Central Role of Thought Experiments," Working Papers 2023-029, Human Capital and Economic Opportunity Working Group.
- Heckman, James J. & Pinto, Rodrigo, 2023. "Econometric Causality: The Central Role of Thought Experiments," IZA Discussion Papers 16646, Institute of Labor Economics (IZA).
Corrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:econom:v:125:y:2005:i:1-2:p:15-51. See general information about how to correct material in RePEc.
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 CitEc recognized a bibliographic reference but did not link an item in RePEc 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 RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jeconom .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.