Full Title: Is there a balance to be struck between simple hierarchical models and more complex hierarchical models that augment the simple frameworks with more

Full Title: Is there a balance to be struck between simple hierarchical models and more complex hierarchical models that augment the simple frameworks with more modeled interactions when analyzing real data?