When missing values carry meaning
Describing missingness with MissingSpec
Measuring how much is missing
The null rate with col_pct_null
The structured missing rate with col_pct_missing
Validating the coding
Requiring coded absence with col_missing_coded
Catching undocumented codes with col_missing_only_coded
Enforcing skip patterns with col_missing_consistent