Testing the Null of Identification in GMM
43 Pages Posted: 4 Oct 2002
Date Written: July 2002
Abstract
This paper proposes a new test of the null hypothesis that a generalized method of moments model is identified. The test can detect local or global underidentification, and underidentification in some or all directions. The idea of the test is to compare the volume of two confidence sets - one that is robust to lack of identification and one that is not. Under the null hypothesis the relative volume of these two sets is Op(1), but under the alternative, the robust confidence set has infinite relative volume.
Keywords: Identification, Robust Confidence Sets, Weak Instruments, Generalized Method of Moments
JEL Classification: C12, C20, C30
Suggested Citation: Suggested Citation
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