What R packages can I use to test statistical power of zero-inflated negative binomial model?
In R, I have used the glmmTMB
package to run a zero-inflated negative binomial model. This model had random and nested factors in the model. I originally did a quick and dirty posteriori power analysis using pwr.f2.test
from the pwr
package. Obviously that analysis was not appropriate because this function is for general linear models. I was planning on using the SIMR
package to calculate power for my model since SIMR
can be used for generalized linear mixed models. It was built for LME4
models, but I think it can be used for models from other packages. Can I use a model from glmmTMB
with the powerSim
function from the SIMR
package? If not, what other statistical power testing functions can I use that will complement my glmmTMB
model?