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Identification of treatment effects using control functions in models with continuous, endogenous treatment and heterogeneous effects

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Author(s)
Florens, J. P. 
Heckman, James J. 
Meghir, C. 
Vytlacil, Edward 
Uri
http://hdl.handle.net/10197/1866
Date Issued
15 December 2008
Date Available
17T16:33:11Z February 2010
Abstract
We use the control function approach to identify the average treatment effect and the effect of treatment on the treated in models with a continuous endogenous regressor whose impact is heterogeneous. We assume a stochastic polynomial restriction on the form of the heterogeneity but, unlike alternative nonparametric control function approaches, our approach does not require large support assumptions.
Sponsorship
National Science Foundation
National Institutes of Health
Economic and Social Research Council
Centre for Fiscal policy at the IFS
Type of Material
Working Paper
Publisher
University College Dublin. Geary Institute
Series
UCD Geary Institute Discussion Paper Series
WP/32/2008
Subject – LCSH
Mathematical models
Functions
Web versions
http://geary.ucd.ie/images/Publications/WorkingPapers/gearywp200832.pdf
Language
English
Status of Item
Not peer reviewed
This item is made available under a Creative Commons License
https://creativecommons.org/licenses/by-nc-sa/1.0/
Owning collection
Geary Institute Working Papers
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