It also allows you to understand Type 1 and Type 2 errors as they occur. When doing statistical hypothesis testing, it is often assumed that the variance ...

This said, “Type-I Error” and “Type-II Error” are clearly arbitrary labels! These names do not give the reader an intuitive sense of what you’re talking about!