A Simple Test for Identification in GMM under Conditional Moment Restrictions
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Published:2012
Francesco Bravo, Juan Carlos Escanciano, Taisuke Otsu, 2012. "A Simple Test for Identification in GMM under Conditional Moment Restrictions", Essays in Honor of Jerry Hausman, Badi H. Baltagi, R. Carter Hill, Whitney K. Newey, Halbert L. White
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This chapter proposes a simple, fairly general, test for global identification of unconditional moment restrictions implied from point-identified conditional moment restrictions. The test is a Hausman-type test based on the Hausdorff distance between an estimator that is consistent even under global identification failure of the unconditional moment restrictions, and an estimator of the identified set of the unconditional moment restrictions. The proposed test has a χ2 limiting distribution and is also able to detect weak identification. Some Monte Carlo experiments show that the proposed test has competitive finite sample properties already for moderate sample sizes.
