Weighted multilevel modeling using complex survey data and PROC GLIMMIX

towfique25 — Thu, 22 Dec 2022 22:33:36 GMT

For my dissertation, I have a pooled national dataset (Behavioral risk factor surveillance system) which is a weighted complex survey data.

My study outcome is binary and I am trying to do weighted multilevel modeling (MLM) using this complex survey data and I am using the PROC GLIMMIX procedure available in SAS 9.4.

The link is here: SAS Help Center: Example 49.18 Weighted Multilevel Model for Survey Data

In my model, I am trying to analyze a subsample consisting of non-pregnant and who are Latino and Asian Americans.

I know the weighted Glimmix syntax in SAS does not take the "Domain" command line and hence I could not use the "Flag" variable to subsample the data.

I can and have used the "Where" or 'By' command in the syntax and it is giving me results, but I know it may be giving me biased results.

I need to find an accurate way to subsample data from my main large dataset while doing PROC GLIMMIX weighted MLM with survey data.

STATA has 'subpop' option in this case but I cannot use STATA because my original dataset is too large (2300000 observations) and STATA cannot take it.

I have been trying to find a solution for the last 2 months but could not find a reasonable and accurate way.

If you can find me a solution, I will be grateful.

Re: Weighted multilevel modeling using complex survey data and PROC GLIMMIX

sbxkoenk — Fri, 23 Dec 2022 17:02:14 GMT

Hello,

In this paper, the analysis of domains, sometimes called subpopulations, is discussed.
The examples are on ordinary least squares regression and logistic regression , but maybe you can 'extrapolate' to GLIMMIX.

Analysis of Complex Survey Data with SAS®
Christine R. Wells, Ph.D., UCLA, Los Angeles, CA

https://www.lexjansen.com/wuss/2017/133_Final_Paper_PDF.pdf

Look also here :

https://support.sas.com/rnd/app/stat/procedures/SurveyAnalysis.html

All SURVEYxxxxx procedures support domain analysis / subpopulation analysis.

BR,

Koen

topic Re: Weighted multilevel modeling using complex survey data and PROC GLIMMIX in Statistical Procedures

Weighted multilevel modeling using complex survey data and PROC GLIMMIX

Re: Weighted multilevel modeling using complex survey data and PROC GLIMMIX