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Using State Administrative Data to Measure Program Performance

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Author Info
Peter R. Mueser () (Department of Economics, University of Missouri-Columbia)
Kenneth R. Troske
Alexey Gorislavsky

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Abstract

We use administrative data from Missouri to examine the sensitivity of earnings impact estimates for a job training program based on alternative nonexperimental methods. We consider regression adjustment, Mahalanobis distance matching, and various methods using propensity score matching, examining both cross-sectional estimates and difference-in-difference estimates. Specification tests suggest that the difference-in-difference estimator may provide a better measure of program impact. We find that propensity score matching is most effective, but the detailed implementation is not of critical importance. Our analyses demonstrate that existing data can be used to obtain useful estimates of program impact.

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Paper provided by Department of Economics, University of Missouri in its series Working Papers with number 0702.

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Length: 75 pages
Date of creation: 15 Dec 2006
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Publication status: Forthcoming in Review of Economic and Statistics
Handle: RePEc:umc:wpaper:0702

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Find related papers by JEL classification:
C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Semiparametric and Nonparametric Methods
C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation and Testing

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References listed on IDEAS
Please 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.:
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  4. Rajeev H. Dehejia & Sadek Wahba, 2002. "Propensity Score-Matching Methods For Nonexperimental Causal Studies," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 151-161, February. [Downloadable!] (restricted)
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  5. Ben B. Hansen, 2004. "Full Matching in an Observational Study of Coaching for the SAT," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 609-618, January. [Downloadable!] (restricted)
  6. Peter R. Mueser & Kyung-Seong Jeon & Andrew Dyke & Carolyn J. Heinrich & Kenneth R. Troske, 2006. "The Effects of Welfare-to-Work Program Activities on Labor Market Outcomes," Working Papers 0602, Department of Economics, University of Missouri. [Downloadable!]
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  10. Zhong Zhao, 2004. "Using Matching to Estimate Treatment Effects: Data Requirements, Matching Metrics, and Monte Carlo Evidence," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 91-107, 08. [Downloadable!] (restricted)
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  13. Heckman, James J & Ichimura, Hidehiko & Todd, Petra E, 1997. "Matching as an Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," Review of Economic Studies, Blackwell Publishing, vol. 64(4), pages 605-54, October. [Downloadable!] (restricted)
  14. 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. [Downloadable!] (restricted)
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  15. James Heckman & Neil Hohmann & Jeffrey Smith & Michael Khoo, 2000. "Substitution And Dropout Bias In Social Experiments: A Study Of An Influential Social Experiment," The Quarterly Journal of Economics, MIT Press, vol. 115(2), pages 651-694, May. [Downloadable!] (restricted)
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  16. Rajeev H. Dehejia & Sadek Wahba, 1998. "Causal Effects in Non-Experimental Studies: Re-Evaluating the Evaluation of Training Programs," NBER Working Papers 6586, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  19. 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. [Downloadable!]
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  22. 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. [Downloadable!] (restricted)
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  26. Lorraine Dearden & Javier Ferri & Costas Meghir, 2002. "The Effect Of School Quality On Educational Attainment And Wages," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 1-20, February. [Downloadable!] (restricted)
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  27. Ashenfelter, Orley & Card, David, 1985. "Using the Longitudinal Structure of Earnings to Estimate the Effect of Training Programs," The Review of Economics and Statistics, MIT Press, vol. 67(4), pages 648-60, November. [Downloadable!] (restricted)
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  28. Markus Frölich, 2004. "Finite-Sample Properties of Propensity-Score Matching and Weighting Estimators," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 77-90, 07. [Downloadable!] (restricted)
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Full references

Cited by:
(explanations, Please 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.)

  1. Peter R. Mueser & Kyung-Seong Jeon & Andrew Dyke & Carolyn J. Heinrich & Kenneth R. Troske, 2006. "The Effects of Welfare-to-Work Program Activities on Labor Market Outcomes," Working Papers 0602, Department of Economics, University of Missouri. [Downloadable!]
    Other versions:
  2. Lechner, Michael & Vazquez-Alvarez, Rosalia, 2004. "The Effect of Disability on Labour Market Outcomes in Germany: Evidence from Matching," CEPR Discussion Papers 4223, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
    Other versions:
  3. Zhong Zhao, 2005. "Sensitivity of Propensity Score Methods to the Specifications," IZA Discussion Papers 1873, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  4. Rachel Gordon & Carolyn Heinrich, 2009. "The potential of a couples approach to employment assistance: results of a nonexperimental evaluation," Review of Economics of the Household, Springer, vol. 7(2), pages 133-158, June. [Downloadable!] (restricted)
  5. Kevin Hollenbeck, 2008. "Sensitivity Testing of Net Impact Estimates of Workforce Development Programs Using Administrative Data," Staff Working Papers 08-139, W.E. Upjohn Institute for Employment Research. [Downloadable!] (restricted)
  6. Kevin Hollenbeck, 2004. "Some Reflections on the Use of Administrative Data to Estimate the Net Impacts of Workforce Programs in Washington State," Staff Working Papers 04-109, W.E. Upjohn Institute for Employment Research. [Downloadable!] (restricted)
  7. 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. [Downloadable!]
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  8. Carolyn Heinrich & Marcelo Cabrol, 2005. "An Impact Evaluation of the National Student Scholarship Program in Argentina," OVE Working Papers 0605, Inter-American Development Bank, Office of Evaluation and Oversight (OVE). [Downloadable!]
  9. Naci Mocan & Erdal Tekin, 2006. "Catholic Schools and Bad Behavior: A Propensity Score Matching Analysis," Contributions to Economic Analysis & Policy, Berkeley Electronic Press, vol. 5(1), pages 1403-1403. [Downloadable!] (restricted)
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  10. Alfonso Flores-Lagunes & Arturo Gonzalez & Todd Neumann, 2005. "Learning but Not Earning? The Value of Job Corps Training for Hispanic Youths," IZA Discussion Papers 1638, Institute for the Study of Labor (IZA). [Downloadable!]
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