How Do You Decide Whether a Strategy's Complexity Is Justified by Its Results?

A complex method may include multiple filters, conditions, and management rules, but complexity alone does not establish an advantage. How would you determine whether each additional component contributes measurable value? What would make you remove a rule even if it sounds theoretically reasonable?