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IDENTIFICATION OF NONSEPARABLE MODELS USING INSTRUMENTS WITH SMALL SUPPORT
by
Torgovitsky, Alexander
in
Class size
/ Contrafactuals
/ Econometrics
/ Economic analysis
/ Economic behaviour
/ Economic models
/ Economic theory
/ endogeneity
/ Endogenous
/ Experimental methods
/ Identification
/ Instrumental variables
/ Instrumental variables estimation
/ nonparametric identification
/ Nonparametric models
/ Nonseparable models
/ NOTES AND COMMENTS
/ quantile treatment effects
/ Scalarity (Semantics)
/ Scalars
/ Small classes
/ Statistical methods
/ Studies
/ Treatment compliance
/ Unobservables
/ unobserved heterogeneity
/ Variables
2015
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IDENTIFICATION OF NONSEPARABLE MODELS USING INSTRUMENTS WITH SMALL SUPPORT
by
Torgovitsky, Alexander
in
Class size
/ Contrafactuals
/ Econometrics
/ Economic analysis
/ Economic behaviour
/ Economic models
/ Economic theory
/ endogeneity
/ Endogenous
/ Experimental methods
/ Identification
/ Instrumental variables
/ Instrumental variables estimation
/ nonparametric identification
/ Nonparametric models
/ Nonseparable models
/ NOTES AND COMMENTS
/ quantile treatment effects
/ Scalarity (Semantics)
/ Scalars
/ Small classes
/ Statistical methods
/ Studies
/ Treatment compliance
/ Unobservables
/ unobserved heterogeneity
/ Variables
2015
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Do you wish to request the book?
IDENTIFICATION OF NONSEPARABLE MODELS USING INSTRUMENTS WITH SMALL SUPPORT
by
Torgovitsky, Alexander
in
Class size
/ Contrafactuals
/ Econometrics
/ Economic analysis
/ Economic behaviour
/ Economic models
/ Economic theory
/ endogeneity
/ Endogenous
/ Experimental methods
/ Identification
/ Instrumental variables
/ Instrumental variables estimation
/ nonparametric identification
/ Nonparametric models
/ Nonseparable models
/ NOTES AND COMMENTS
/ quantile treatment effects
/ Scalarity (Semantics)
/ Scalars
/ Small classes
/ Statistical methods
/ Studies
/ Treatment compliance
/ Unobservables
/ unobserved heterogeneity
/ Variables
2015
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IDENTIFICATION OF NONSEPARABLE MODELS USING INSTRUMENTS WITH SMALL SUPPORT
Journal Article
IDENTIFICATION OF NONSEPARABLE MODELS USING INSTRUMENTS WITH SMALL SUPPORT
2015
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Overview
I consider nonparametric identification of nonseparable instrumental variables models with continuous endogenous variables. If both the outcome and first stage equations are strictly increasing in a scalar unobservable, then many kinds of continuous, discrete, and even binary instruments can be used to point-identify the levels of the outcome equation. This contrasts sharply with related work by Imbens and Newey (2009) that requires continuous instruments with large support. One implication is that assumptions about the dimension of heterogeneity can provide nonparametric point-identification of the distribution of treatment response for a continuous treatment in a randomized controlled experiment with partial compliance.
Publisher
Econometric Society,Blackwell Publishing Ltd
Subject
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