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st: Validity of endogeneity test with weak instruments
From
"Lim Boon Leong" <[email protected]>
To
<[email protected]>
Subject
st: Validity of endogeneity test with weak instruments
Date
Mon, 8 Mar 2010 17:29:30 +0800
This is a multipart message in MIME format.
Dear Statalists,
I have five suspected endogenous regressors in a regression equation and I
have also identified a set of excluded instruments for these endogenous
regressors. I use xtivreg2 to run the regression analysis and the test
results are as shown below:
Underidentification test (Kleibergen-Paap rk LM statistic):
3.641
Chi-sq(7) P-val =
0.8200
----------------------------------------------------------------------------
--
Weak identification test (Cragg-Donald Wald F statistic):
0.146
(Kleibergen-Paap rk Wald F statistic):
0.319
Stock-Yogo weak ID test critical values: <not
available>
----------------------------------------------------------------------------
--
Hansen J statistic (overidentification test of all instruments):
6.281
Chi-sq(6) P-val =
0.3925
The test results show that there is the problem of under identification and
the instruments are weak. Nevertheless, the Hansen J statistic shows that
these instruments are valid/do not correlate with the error terms.
Next I carry out the endogeneity test to examine whether these five
suspected regressors are truly endogenous. I use the endog(varlist_en)
option of xtivreg2 to carry out the test. The test results are as shown
below:
-endog- option:
Endogeneity test of endogenous regressors:
5.755
Chi-sq(5) P-val =
0.3308
Regressors tested: ownexr ownex2r ownex3r L.ldiv L.debt
----------------------------------------------------------------------------
--
Instrumented: ownexr ownex2r ownex3r L.ldiv L.debt
Included instruments: ceodual ined remcom1 extblock1 L.lmktbk L.roa L.ret
L.ltotasset yr04 yr05 yr06
Excluded instruments: lrisk lsale lsale2 ks ks2 ys ik L2.ldiv L.roe
L.ltangible
L2.debt
Dropped collinear: yr02 yr03 yr07
----------------------------------------------------------------------------
--
The test results show that these suspected regressors can actually be
treated as exogenous.
My question is with the presence of weak instruments, are the above
endogeneity test results still valid and reliable?
Thank you in advance.
Best regards,
Boon Leong
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