IDEAS home Printed from https://ideas.repec.org/a/prs/ecoprv/ecop_0249-4744_2007_num_177_1_7982.html
   My bibliography  Save this article

Les méthodes micro-économétriques d'évaluation et leurs applications aux politiques actives de l'emploi

Author

Listed:
  • Denis Fougère
  • Bruno Crépon
  • Thomas Brodaty

Abstract

[eng] This paper surveys recent developments in the literature on microeconometric evaluation methods. The canonical statistical model is the Rubin causal model , the assumptions of which are outlined in the paper. The model provides a suitable framework for defining and examining the identifiability conditions of parameters of interest, e. g., the effect of participation in an active employment policy program. Our overview puts special emphasis on matching estimators in the situation where the selectivity depends only on observables, and on parametric and semiparametric estimators when the selectivity depends on both observable and unobservable characteristics. This is illustrated using results from studies we have undertaken to evaluate several active employment policy measures and programs in France. [fre] Cet article propose une revue des développements récents dans le domaine des méthodes micro-économétriques d’évaluation. Dans cette littérature, le model statistique de référence est le model causal de Rubin, dont nous rappelons ici les hypothèses. Ce model est un cadre adapté pour définir et étudier les conditions d’identification de l’effet, par exemple, du passage par un dispositif de la politique active de l’emploi. Notre synthèse met plus particulièrement l’accent sur les estimateurs par appariement pour le model de sélection sur variables observables et les estimateurs paramétriques et semi-paramétriques pour le model de sélection sur variables observables et inobservables. A titre d’illustration, nous utilisons des résultats provenant des études que nous avons conduites pour évaluer plusieurs mesures et dispositifs de la politique active de l’emploi en France.

Suggested Citation

  • Denis Fougère & Bruno Crépon & Thomas Brodaty, 2007. "Les méthodes micro-économétriques d'évaluation et leurs applications aux politiques actives de l'emploi," Économie et Prévision, Programme National Persée, vol. 177(1), pages 93-118.
  • Handle: RePEc:prs:ecoprv:ecop_0249-4744_2007_num_177_1_7982
    DOI: 10.3406/ecop.2007.7982
    Note: DOI:10.3406/ecop.2007.7982
    as

    Download full text from publisher

    File URL: https://doi.org/10.3406/ecop.2007.7982
    Download Restriction: no

    File URL: https://www.persee.fr/doc/ecop_0249-4744_2007_num_177_1_7982
    Download Restriction: no

    File URL: https://libkey.io/10.3406/ecop.2007.7982?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Fougere, Denis & Kramarz, Francis & Magnac, Thierry, 2000. "Youth employment policies in France," European Economic Review, Elsevier, vol. 44(4-6), pages 928-942, May.
    2. Denis Fougère & Dominique Goux & Éric Maurin, 2001. "Formation continue et carrières salariales. Une évaluation sur données individuelles," Annals of Economics and Statistics, GENES, issue 62, pages 49-69.
    3. Hardle, Wolfgang & Linton, Oliver, 1986. "Applied nonparametric methods," Handbook of Econometrics, in: R. F. Engle & D. McFadden (ed.), Handbook of Econometrics, edition 1, volume 4, chapter 38, pages 2295-2339, Elsevier.
    4. 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.
    5. 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.
    6. Lee, Lung-Fei, 1983. "Generalized Econometric Models with Selectivity," Econometrica, Econometric Society, vol. 51(2), pages 507-512, March.
    7. James J. Heckman & Justin L. Tobias & Edward Vytlacil, 2000. "Simple Estimators for Treatment Parameters in a Latent Variable Framework with an Application to Estimating the Returns to Schooling," NBER Working Papers 7950, National Bureau of Economic Research, Inc.
    8. Hardle, Wolfgang & Linton, Oliver, 1986. "Applied nonparametric methods," Handbook of Econometrics, in: R. F. Engle & D. McFadden (ed.), Handbook of Econometrics, edition 1, volume 4, chapter 38, pages 2295-2339, Elsevier.
    9. 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.
    10. LaLonde, Robert J, 1986. "Evaluating the Econometric Evaluations of Training Programs with Experimental Data," American Economic Review, American Economic Association, vol. 76(4), pages 604-620, September.
    11. 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.
    12. Robinson, Peter M, 1988. "Root- N-Consistent Semiparametric Regression," Econometrica, Econometric Society, vol. 56(4), pages 931-954, July.
    13. Peter R. Mueser & Kenneth R. Troske & Alexey Gorislavsky, 2007. "Using State Administrative Data to Measure Program Performance," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 761-783, November.
    14. 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.
    15. James J. Heckman & Edward J. Vytlacil, 2000. "Local Instrumental Variables," NBER Technical Working Papers 0252, National Bureau of Economic Research, Inc.
    16. Ashenfelter, Orley & Ashmore, David & Deschenes, Olivier, 2005. "Do unemployment insurance recipients actively seek work? Evidence from randomized trials in four U.S. States," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 53-75.
    17. 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.
    18. repec:adr:anecst:y:2001:i:62:p:03 is not listed on IDEAS
    19. Dolton, Peter & O'Neill, Donal, 1996. "Unemployment Duration and the Restart Effect: Some Experimental Evidence," Economic Journal, Royal Economic Society, vol. 106(435), pages 387-400, March.
    20. 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.
    21. Lechner, Michael, 1999. "Identification and Estimation of Causal Effects of Multiple Treatments Under the Conditional Independence Assumption," IZA Discussion Papers 91, Institute of Labor Economics (IZA).
    22. Ashenfelter, Orley C, 1978. "Estimating the Effect of Training Programs on Earnings," The Review of Economics and Statistics, MIT Press, vol. 60(1), pages 47-57, February.
    23. Fougère, Denis & Pradel, Jacqueline & Roger, Muriel, 2005. "Does Job-Search Assistance Affect Search Effort and Outcomes? A Microeconometric Analysis of Public versus Private Search Methods," IZA Discussion Papers 1825, Institute of Labor Economics (IZA).
    24. Heckman, James J & Honore, Bo E, 1990. "The Empirical Content of the Roy Model," Econometrica, Econometric Society, vol. 58(5), pages 1121-1149, September.
    25. Kramarz, Francis & Philippon, Thomas, 2001. "The impact of differential payroll tax subsidies on minimum wage employment," Journal of Public Economics, Elsevier, vol. 82(1), pages 115-146, October.
    26. 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.
    27. Liliane Bonnal & Denis Fougère & Anne Sérandon, 1997. "Evaluating the Impact of French Employment Policies on Individual Labour Market Histories," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 683-713.
    28. Cees Gorter & Guyonne R. J. Kalb, 1996. "Estimating the Effect of Counseling and Monitoring the Unemployed Using a Job Search Model," Journal of Human Resources, University of Wisconsin Press, vol. 31(3), pages 590-610.
    29. Mitali Das & Whitney K. Newey & Francis Vella, 2003. "Nonparametric Estimation of Sample Selection Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(1), pages 33-58.
    30. Bruce D. Meyer, 1995. "Lessons from the U.S. Unemployment Insurance Experiments," Journal of Economic Literature, American Economic Association, vol. 33(1), pages 91-131, March.
    31. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ouédraogo, Mathieu & Dakouo, Dona, 2017. "Evaluation de l'adoption des variétés de riz NERICA dans l'Ouest du Burkina Faso," African Journal of Agricultural and Resource Economics, African Association of Agricultural Economists, vol. 12(1), March.
    2. Magali Chaudey & Marion Dessertine, 2016. "Impact sur l'emploi de la participation aux projets de R&D des pôles de compétitivité. Méthode et résultats," Working Papers halshs-01361349, HAL.
    3. Noélie Delahaie & Richard Duhautois, 2013. "L'impact des dispositifs collectifs de partage des bénéfices sur les rémunérations en France. Une analyse empirique sur la période 1999-2007," Working Papers halshs-00967479, HAL.
    4. Florence Arestoff & Baptiste Venet, 2017. "Learning to walk before you run : Financial Behavior and mobile banking in Madagascar," Working Papers hal-01491217, HAL.
    5. Magali Beffy & Denis Fougère & Arnaud Maurel, 2009. "L’impact du travail salarié des étudiants sur la réussite et la poursuite des études universitaires," Économie et Statistique, Programme National Persée, vol. 422(1), pages 31-50.
    6. Oana Calavrezo & Richard Duhautois & Emmanuelle Walkowiak, 2010. "Chômage partiel et disparition des établissements : une analyse à partir de données françaises," Working Papers hal-00831493, HAL.

    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.
    1. 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.
    2. 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.
    3. 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.
    4. Richard Blundell & Monica Costa Dias, 2009. "Alternative Approaches to Evaluation in Empirical Microeconomics," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
    5. 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.
    6. Michael Lechner, 2000. "An Evaluation of Public-Sector-Sponsored Continuous Vocational Training Programs in East Germany," Journal of Human Resources, University of Wisconsin Press, vol. 35(2), pages 347-375.
    7. Hidehiko Ichimura & Christopher R. Taber, 2000. "Direct Estimation of Policy Impacts," NBER Technical Working Papers 0254, National Bureau of Economic Research, Inc.
    8. Aakvik, Arild & Heckman, James J. & Vytlacil, Edward J., 2005. "Estimating treatment effects for discrete outcomes when responses to treatment vary: an application to Norwegian vocational rehabilitation programs," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 15-51.
    9. Jeffrey Smith, 2000. "A Critical Survey of Empirical Methods for Evaluating Active Labor Market Policies," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 136(III), pages 247-268, September.
    10. Stephan Thomsen, 2009. "Job Search Assistance Programs in Europe: Evaluation Methods and Recent Empirical Findings," FEMM Working Papers 09018, Otto-von-Guericke University Magdeburg, Faculty of Economics and Management.
    11. A. Smith, Jeffrey & E. Todd, Petra, 2005. "Does matching overcome LaLonde's critique of nonexperimental estimators?," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 305-353.
    12. Stefanie Behncke & Markus Frölich & Michael Lechner, 2010. "Unemployed and their caseworkers: should they be friends or foes?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 173(1), pages 67-92, January.
    13. V. Joseph Hotz & Guido W. Imbens & Jacob A. Klerman, 2006. "Evaluating the Differential Effects of Alternative Welfare-to-Work Training Components: A Reanalysis of the California GAIN Program," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 521-566, July.
    14. Thierry Magnac, 2000. "L'apport de la microéconométrie à l'évaluation des politiques publiques," Cahiers d'Economie et Sociologie Rurales, INRA Department of Economics, vol. 54, pages 89-113.
    15. Smith, Jeffrey, 2000. "Evaluation aktiver Arbeitsmarktpolitik : Erfahrungen aus Nordamerika (Evaluating Avtive Labor Market Policies : Lessons from North America)," Mitteilungen aus der Arbeitsmarkt- und Berufsforschung, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 33(3), pages 345-356.
    16. Arthur Lewbel, 2019. "The Identification Zoo: Meanings of Identification in Econometrics," Journal of Economic Literature, American Economic Association, vol. 57(4), pages 835-903, December.
    17. Centeno, Luis & Centeno, Mário & Novo, Álvaro A., 2009. "Evaluating job-search programs for old and young individuals: Heterogeneous impact on unemployment duration," Labour Economics, Elsevier, vol. 16(1), pages 12-25, January.
    18. van der Klaauw, Bas, 2014. "From micro data to causality: Forty years of empirical labor economics," Labour Economics, Elsevier, vol. 30(C), pages 88-97.
    19. Ravallion, Martin, 2008. "Evaluating Anti-Poverty Programs," Handbook of Development Economics, in: T. Paul Schultz & John A. Strauss (ed.), Handbook of Development Economics, edition 1, volume 4, chapter 59, pages 3787-3846, Elsevier.
    20. Justine Burns & Malcolm Kewsell & Rebecca Thornton, 2009. "Evaluating the Impact of Health Programmes," SALDRU Working Papers 40, Southern Africa Labour and Development Research Unit, University of Cape Town.

    More about this item

    Statistics

    Access and download statistics

    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:prs:ecoprv:ecop_0249-4744_2007_num_177_1_7982. 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: Equipe PERSEE (email available below). General contact details of provider: https://www.persee.fr/collection/ecop .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.