Unobserved Is Not 0%: Why Preserving Nulls Is a Mark of Professional Reporting
A model that preserves the distinction between no data and a measured zero. If unknowns are filled in as zero, customers may mistake a data-availability problem for a service-performance problem. Automatic chart defaults pose the same risk.