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st: Weak instrument tests in small panel data
From
"Xiao, Chong" <[email protected]>
To
"[email protected]" <[email protected]>
Subject
st: Weak instrument tests in small panel data
Date
Thu, 13 Feb 2014 20:40:19 +0000
Dear statalist users:
I have an unbalanced panel data that consists of about 40 groups in the cross section and 21 periods. I have two instruments and one endogenous variable that are all time-invariant.
When I run the 2SLS regression, the Kleibergen-Paap F statistic is below the conventional critical value of 10, but the Shea Partial R2 is more than 10% and the Anderson-Rubin tests
also show up strong. The first stage estimates for the instruments are also significant. I suspect that it is the small sample that drives the low F statistic. But could anyone
provide more detailed explanations to reconcile the discrepancy between the various weak instrument test results? Thanks!
Number of clusters = 47 Number of obs = 876
Anderson-Rubin Wald test F(2,46)= 6.27 P-val=0.0039
Anderson-Rubin Wald test Chi-sq(2)= 12.98 P-val=0.0015
Underidentification test (Kleibergen-Paap rk LM statistic): 10.191
Chi-sq(2) P-val = 0.0061
Weak identification test (Cragg-Donald Wald F statistic): 114.638
(Kleibergen-Paap rk Wald F statistic): 8.952
sheapr2 .20971431
Best,
Steven Xiao
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