Searching for Rehabilitation in Nonparametric Regression Models with Exogenous Treatment Assignment
This paper offers some new directions in the analysis of nonparamertric models with exogenous treatment assignment. The nonparametric approach opens the door to the examination of potentially different distributed outcomes. When combined with cross-validation, it also identifies potentially irrelevant variables and linear versus nonlinear effects. Examination of the distribution of effects requires distribution metrics, such as stochastic dominance tests for ranking based on a wide range of criterion functions, including dollar valuations. We can identify subgroups with different treatment outcomes. We offer an empirical demonstration based on the GAIN data. In the case of one covariate (English as the primary language), there is support for a statistical inference of uniform first order dominant treatment effects. We also find several others that indicate second and higher order dominance rankings to a statistical degree of confidence.
|Date of creation:||Sep 2012|
|Date of revision:|
|Publication status:||published in: Jeffrey Racine, Liangjun Su and Aman Ullah (eds.), Oxford Handbook of Nonparametric and Semiparametric Econometrics and Statistics, Oxford: OUP, 2014|
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- Maasoumi, Esfandiar & Racine, Jeff, 2006.
"Growth And Convergence: A Profile Of Distribution Dynamics And Mobility,"
Departmental Working Papers
0605, Southern Methodist University, Department of Economics.
- Maasoumi, Esfandiar & Racine, Jeff & Stengos, Thanasis, 2007. "Growth and convergence: A profile of distribution dynamics and mobility," Journal of Econometrics, Elsevier, vol. 136(2), pages 483-508, February.
- Linton, Oliver & Maasoumi, Esfandiar & Whang, Yoon-Jae, 2003.
"Consistent Testing for Stochastic Dominance under General Sampling Schemes,"
SFB 373 Discussion Papers
2003,31, Humboldt University of Berlin, Interdisciplinary Research Project 373: Quantification and Simulation of Economic Processes.
- Oliver Linton & Esfandiar Maasoumi & Yoon-Jae Whang, 2005. "Consistent Testing for Stochastic Dominance under General Sampling Schemes," Review of Economic Studies, Oxford University Press, vol. 72(3), pages 735-765.
- Oliver Linton & Esfandiar Maasoumi & Yoon-Jae Whang, 2003. "Consistent testing for stochastic dominance under general sampling schemes," LSE Research Online Documents on Economics 2208, London School of Economics and Political Science, LSE Library.
- Eren,Ozkan & Henderson,J. Daniel, 2006.
"The Impact of Homework on Student Achievement,"
Departmental Working Papers
0518, Southern Methodist University, Department of Economics, revised 12 May 2006.
- Henderson, Daniel J., 2008. "A Test for Multimodality of Regression Derivatives with an Application to Nonparametric Growth Regressions," MPRA Paper 8768, University Library of Munich, Germany.
- Daniel J. Henderson & Subal C. Kumbhakar & Christopher F. Parmeter, 2012.
"A simple method to visualize results in nonlinear regression models,"
2012-4, University of Miami, Department of Economics.
- Henderson, Daniel J. & Kumbhakar, Subal C. & Parmeter, Christopher F., 2012. "A simple method to visualize results in nonlinear regression models," Economics Letters, Elsevier, vol. 117(3), pages 578-581.
- Henderson, Daniel J. & Kumbhakar, Subal C. & Parmeter, Christopher F., 2012. "A Simple Method to Visualize Results in Nonlinear Regression Models," IZA Discussion Papers 6781, Institute for the Study of Labor (IZA).
- Racine, Jeff & Li, Qi, 2004. "Nonparametric estimation of regression functions with both categorical and continuous data," Journal of Econometrics, Elsevier, vol. 119(1), pages 99-130, March.
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