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Econometric Theory
Article . 2024 . Peer-reviewed
License: Cambridge Core User Agreement
Data sources: Crossref
SSRN Electronic Journal
Article . 2017 . Peer-reviewed
Data sources: Crossref
https://dx.doi.org/10.48550/ar...
Article . 2017
License: arXiv Non-Exclusive Distribution
Data sources: Datacite
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Are Unobservables Separable?

Authors: Andrii Babii; Jean-Pierre Florens;

Are Unobservables Separable?

Abstract

It is common to assume in empirical research that observables and unobservables are additively separable, especially when the former are endogenous. This is because it is widely recognized that identification and estimation challenges arise when interactions between the two are allowed for. Starting from a nonseparable IV model, where the instrumental variable is independent of unobservables, we develop a novel nonparametric test of separability of unobservables. The large-sample distribution of the test statistics is nonstandard and relies on a Donsker-type central limit theorem for the empirical distribution of nonparametric IV residuals, which may be of independent interest. Using a dataset drawn from the 2015 U.S. Consumer Expenditure Survey, we find that the test rejects the separability in Engel curves for some commodities.

Country
France
Keywords

nonparametric IV residuals, FOS: Computer and information sciences, [STAT.ME] Statistics [stat]/Methodology [stat.ME], nonparametric IV regression, Econometrics (econ.EM), separability test, Engel curves, Mathematics - Statistics Theory, endogeneity, Statistics Theory (math.ST), Statistics - Applications, Methodology (stat.ME), FOS: Economics and business, unobservables, FOS: Mathematics, Applications (stat.AP), [SHS.ECO] Humanities and Social Sciences/Economics and Finance, Statistics - Methodology, Economics - Econometrics

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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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!
3
Average
Average
Average
Green
bronze
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