The outcome of
interest is "sex of the next birth", the treatment is
"having a prior abortion". Both the multilevel logistic regression
based on the full sample and the logistic regression based on the
matched sample give descent (similar) results. I wonder what one
gains from nonparametric preprocessing using propensity score
matching in this particular case.
Thanks.
Shige
On Feb 1, 2008 9:14 PM, E. Michael Foster <emfoster(a)unc.edu
<mailto:emfoster@unc.edu>> wrote:
good morning,
if what you're modeling varies across siblings, there are better
ways to
use information on siblings.
whatis the "treatment"/
thanks,
michael
e. f 6f- wrote:
Dear Colleagues,
I am studying women's fertility behaviours in China. In my data,
each
women can have up to nine births. A multilevel
model with children
nested within women seems to be an ideal solution. In order to
reduce
model dependence, I preprocessed the data using
nearest neighbour
method. Sine the number of the "treated" case is relatively small
(10%), even with the ratio set to 2, the sample size of the
matched
data reduced drastically and damaged the
multilevel structure. Now
most of women in the matched sample has only one child left. My
question is: does it still make sense to estimate a multilevel or
mixed model instead of a plain OLS regression or logistic
regression?
Further, are there good references on propensity
score matching
in a
multilevel situation?
Best,
Shige
--
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