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SSRN Electronic Journal
Article . 2006 . Peer-reviewed
Data sources: Crossref
Review of Economics and Statistics
Article . 2006 . Peer-reviewed
Data sources: Crossref
EconStor
Research . 2006
Data sources: EconStor
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Understanding Instrumental Variables in Models with Essential Heterogeneity

Authors: James J. Heckman; Sergio Urzua; Edward Vytlacil;

Understanding Instrumental Variables in Models with Essential Heterogeneity

Abstract

Abstract This paper examines the properties of instrumental variables (IV) applied to models with essential heterogeneity, that is, models where responses to interventions are heterogeneous and agents adopt treatments (participate in programs) with at least partial knowledge of their idiosyncratic response. We analyze two-outcome and multiple-outcome models, including ordered and unordered choice models. We allow for transition-specific and general instruments. We generalize previous analyses by developing weights for treatment effects for general instruments. We develop a simple test for the presence of essential heterogeneity. We note the asymmetry of the model of essential heterogeneity: outcomes of choices are heterogeneous in a general way; choices are not. When both choices and outcomes are permitted to be symmetrically heterogeneous, the method of IV breaks down for estimating treatment parameters.

Keywords

ddc:330, Wirtschaftspolitik, Wirkungsanalyse, Theorie, jel: jel:C31

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
581
Top 0.1%
Top 0.1%
Top 1%
bronze