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st: MI estimate, no observations in some imputations
From
"Lucy Bilaver" <[email protected]>
To
<[email protected]>
Subject
st: MI estimate, no observations in some imputations
Date
Mon, 07 Oct 2013 20:28:22 -0500
Dear Stata listers,
I am trying to understand how to address the problem of having no observations in some imputations when
trying to use mi estimate. The problem variable is a 4-level categorical variable with some very low frequency
levels. Apparently one of the 4 levels has zero responses in some imputations. I tried to use mi estimate (Stata 13) with the
following command:
mi estimate, esampvaryok: proportion behav_cat
"behav_cat" takes the values 1-4 and was created using mi passive. The passive variable is the combination of two imputed variables.
Stata reports "mi estimate: no observations in some imputations. This is not allowed".
I am wondering whether I should have imputed the 4 level categorical variable instead of separately computing the two categorical
variables that make it up. Based on some other posts I read, perhaps I should think of this situation as comparable to the issue
of imputing an interaction term versus creating it from two imputed variables. I am concerned though that this would still lead to the
situation where some of the levels of the imputed categorical variable have "no observations". I would also like to understand why
this situation is so problematic. Thanks for the advice.
-Lucy Bilaver
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