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Econometrics Journal
Article . 2019 . Peer-reviewed
License: CC BY
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Econometrics Journal
Article
License: CC BY
Data sources: UnpayWall
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Two-stage least squares as minimum distance

Authors: Windmeijer, Frank;

Two-stage least squares as minimum distance

Abstract

SummaryThe two-stage least-squares (2SLS) instrumental-variables (IV) estimator for the parameters in linear models with a single endogenous variable is shown to be identical to an optimal minimum-distance (MD) estimator based on the individual instrument-specific IV estimators. The 2SLS estimator is a linear combination of the individual estimators, with the weights determined by their variances and covariances under conditional homoskedasticity. It is further shown that the Sargan test statistic for overidentifying restrictions is the same as the MD criterion test statistic. This provides an intuitive interpretation of the Sargan test. The equivalence results also apply to the efficient two-step generalized method of moments and robust optimal MD estimators and criterion functions, allowing for general forms of heteroskedasticity. It is further shown how these results extend to the linear overidentified IV model with multiple endogenous variables.

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United Kingdom
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Keywords

/dk/atira/pure/core/keywords/econ_econometrics, 330, /dk/atira/pure/core/keywords/econ_econometrics; name=ECON Econometrics, name=ECON Econometrics, Instrumental variables, /dk/atira/pure/core/keywords/econ_ceps_data; name=ECON CEPS Data, Overidentification test, name=ECON CEPS Data, Minimum distance, Two-stage least squares, /dk/atira/pure/core/keywords/econ_ceps_data

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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!
12
Top 10%
Top 10%
Top 10%
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