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st: Multilevel modeling
From
Christina Wei <[email protected]>
To
[email protected]
Subject
st: Multilevel modeling
Date
Fri, 29 Nov 2013 15:03:17 -0500
Hi everyone! Happy Holidays :)
I have a question about multilevel modeling. I'm new to this type of
analysis, and am planning on doing the analysis in Stata 12.
The question is: Is it possible to do a "propensity-score weighted"
multilevel modeling? I searched the literature and have found none.
I plan to derive my propensity scores from a logistic regression model
regressing baseline group membership on the baseline values of some
selected covariates. I have a panel/longitudinal data with 5 follow
up visits, but I plan to just use baseline data to derive a "baseline
cross-sectional" propensity score. I plan to use the propensity
scores to weight-adjust my final multi-level model. Theoretically,
the probability of being assigned to a specific treatment group is
only "valid" at baseline (e.g. prior to initiation of treatment).
I greatly appreciate any help I could get on this.
~Christina
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