Improved Inference for the Instrumental Variable Estimator
Richard Startz,
Charles Nelson and
Eric Zivot (ezivot@u.washington.edu)
Econometrics from University Library of Munich, Germany
Abstract:
It is now well known that standard asymptotic inference techniques for instrumental variable estimation perform very poorly in the presence of weak instruments. Specifically, standard asymptotic techniques give spuriously small standard errors, leading investigators to accept apparently tight confidence regions which unfortunately may be very far from the true parameter of interest. We present an improved technique for inference on structural parameters based on reduced form estimates. The "S-statistic" produces confidence regions based on a joint test of the structural hypothesis and the identification condition. The S- statistic converges to the standard asymptotic Wald statistic as identification becomes certain, has much better size properties when the instruments are weak, and may be inverted in closed form to conveniently compute confidence regions. In addition to providing improved inference for instrumental variable estimation, the technique suggested here may be useful in other applications where weak identification is important.
Keywords: instrumental variables; Wald test; weak instruments (search for similar items in EconPapers)
JEL-codes: C12 C30 (search for similar items in EconPapers)
Pages: 41 pages
Date: 1999-05-25
New Economics Papers: this item is included in nep-ecm
Note: Type of Document - MS Word; prepared on IBM PC; to print on PostScript; pages: 41 ; figures: included. Comments welcome
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (10)
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Related works:
Working Paper: Improved Inference for the Instrumental Variables Estimator (2000) 
Working Paper: Improved Inference for the Instrumental Variable Estimator (1999) 
Working Paper: Improved Inference for the Instrumental Variable Estimator (1999) 
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Persistent link: https://EconPapers.repec.org/RePEc:wpa:wuwpem:9905001
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