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Four Parameters of Interest in the Evaluation of Social Programs

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Author Info
Heckman, J J
Tobias, Justin
Vytlacil, Ed

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Abstract

This paper reviews four treatment parameters which have become commonly used in the program evaluation literature: the Average Treatment Effect (ATE), the effect of Treatment on the Treated (TT), the Local Average Treatment Effect (LATE) and the Marginal Treatment Effect (MTE). We derive simply computed closed-form expressions for these treatment parameters in a latent variable framework with Gaussian error terms. We also briefly describe recent work which seeks to go beyond mean effects and estimate the {distributions} associated with various outcome gains.

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Publisher Info
Paper provided by Iowa State University, Department of Economics in its series Staff General Research Papers with number 12022.

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Date of creation: 27 Aug 2004
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Publication status: Published in Southern Economic Journal, 2001, Vol. 68, No. 2, pp. 210-233.
Handle: RePEc:isu:genres:12022

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Postal: Iowa State University, Dept. of Economics, 260 Heady Hall, Ames, IA 50011-1070
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  13. Joshua D. Angrist, 2003. "Treatment Effect Heterogeneity in Theory and Practice," NBER Working Papers 9708, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  14. Walters, Lurleen M. & Emerson, Robert D. & Iwai, Nobuyuki, 2008. "Proposed Immigration Policy Reform & Farm Labor Market Outcomes," 2008 Annual Meeting, July 27-29, 2008, Orlando, Florida 6285, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association). [Downloadable!]
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