I'm fitting a gee model on a dataset including 13,500 observations (here students). Students are grouped into 52 different schools. I know that there is evidence that students are nested within schools (low ICC) and therefore I should adjust this nesting effect in the variance covariance matrix. What I'm planning to do is to first fit a gee model with exchangeable var-cov structure. Then, on top of that, I'll run Huber-White Sandwich estimator also known as robust variance estimator. I wrote my own code for robust variance estimator and it works perfectly. My gee statement doesn't work and give the error below:
NA/NaN/Inf in foreign function call (arg 3)
Here is my code:
STMath.OneYr.C1 = gee(postCSTMath1Yr ~ TRT1Yr + preCSTMath + preCSTENG +
post1YrGradeRef + ELLBaseLine + GENDER + ECODIS + ETHNICITY.F +
as.factor(FailedInd1Yr), data = UCI.clone[UCI.clone$COHORT0809 == "C1",],
id = post1YrSchIID, corstr = "exchangeable")
Unfortunately, the code above is not reproducible for you guys and perhaps difficult to figure out what the issue is.
I appreciate if you could help me figure out to solve the issue.