This is an example of multilevel modelling in R, which is necessary when data is split across different categories or hierarchies. Specifically, we can see how this can model mortgage risk (in terms of the loan to value ratio) across different U.S. states.

Any opinions or feedback welcome.

Link: https://www.michael-grogan.com/mortgage-multilevel/