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Using internal replication to establish a treatment effect

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Author Info

  • Johansson, Per

    ()
    (IFAU - Institute for Labour Market Policy Evaluation)

Abstract

In many cases assignment to a treatment may affect concomitant variables. I show how a concomitant variable can be used to corroborate evidence from an observational study. In the observational study two types of training programs are compared. One program is part of regular Swedish labor market training while the other program was run by Swedish industry during 1998-2000. A large and positive effect on employment is found from this latter program. In this program it was much easier to get employer contact than in the regular program. From a survey I have information about employer contacts in the two programs. I find the same positive effect on employment from employer contacts in either program and no effects from the new program when conditioning on employer contacts. I interpret this as a causal effect on employment from employer contacts. In addition, this effect is found to be more pronounced for individuals with a weak position in the labor market.

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Bibliographic Info

Paper provided by IFAU - Institute for Evaluation of Labour Market and Education Policy in its series Working Paper Series with number 2006:3.

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Length: 31 pages
Date of creation: 25 Apr 2006
Date of revision:
Handle: RePEc:hhs:ifauwp:2006_003

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Postal: IFAU, P O Box 513, SE-751 20 Uppsala, Sweden
Phone: (+46) 18 - 471 70 70
Fax: (+46) 18 - 471 70 71
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Web page: http://www.ifau.se/
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Related research

Keywords: Evaluation; active labor market training; information technology; employment rate; propensity score matching; internal replication;

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References

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  1. Abbring, Jaap H. & van den Berg, Gerard J., 2002. "Dynamically assigned treatments: duration models, binary treatment models, and panel data models," Working Paper Series 2002:20, IFAU - Institute for Evaluation of Labour Market and Education Policy.
  2. Abbring, Jaap H. & van den Berg, Gerard J., 2003. "Analyzing the Effect of Dynamically Assigned Treatments Using Duration Models, Binary Treatment Models, and Panel Data Models," IZA Discussion Papers 831, Institute for the Study of Labor (IZA).
  3. Forslund, Anders & Johansson, Per & Lindqvist, Linus, 2004. "Employment subsidies - A fast lane from unemployment to work?," Working Paper Series 2004:18, IFAU - Institute for Evaluation of Labour Market and Education Policy.
  4. Orley Ashenfelter & David Ashmore & Olivier Deschenes, 1999. "Do Unemployment Insurance Recipients Actively Seek Work? Randomized Trials in Four U.S. States," NBER Working Papers 6982, National Bureau of Economic Research, Inc.
  5. 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.
  6. Edin, Per-Anders & Lagerström, Jonas, 2006. "Blind dates: quasi-experimental evidence on discrimination," Working Paper Series 2006:4, IFAU - Institute for Evaluation of Labour Market and Education Policy.
  7. Guido W. Imbens, 1999. "The Role of the Propensity Score in Estimating Dose-Response Functions," NBER Technical Working Papers 0237, National Bureau of Economic Research, Inc.
  8. Fredriksson, Peter & Johansson, Per, 2004. "Dynamic Treatment Assignment – The Consequences for Evaluations Using Observational Data," IZA Discussion Papers 1062, Institute for the Study of Labor (IZA).
  9. 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.
  10. 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.
  11. Lechner, Michael, 1999. "Earnings and Employment Effects of Continuous Off-the-Job Training in East Germany after Unification," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(1), pages 74-90, January.
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Citations

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Cited by:
  1. Lalive, Rafael, 2006. "How Do Extended Benefits Affect Unemployment Duration? A Regression Discontinuity Approach," IZA Discussion Papers 2200, Institute for the Study of Labor (IZA).
  2. Pekkarinen, Tuomas & Uusitalo, Roope & Pekkala, Sari, 2006. "Education Policy and Intergenerational Income Mobility: Evidence from the Finnish Comprehensive School Reform," IZA Discussion Papers 2204, Institute for the Study of Labor (IZA).
  3. Philip de Jong & Maarten Lindeboom & Bas van der Klaauw, 2011. "Screening Disability Insurance Applications," Journal of the European Economic Association, European Economic Association, vol. 9(1), pages 106-129, 02.
  4. Annette Bergemann & Gerard van den Berg, 2006. "Active labour market policy effects for women in Europe - a survey," IFS Working Papers W06/26, Institute for Fiscal Studies.
  5. Lundin, Daniela & Mörk, Eva & Öckert, Björn, 2007. "Do reduced child care prices make parents work more?," Working Paper Series 2007:2, IFAU - Institute for Evaluation of Labour Market and Education Policy.

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