It's hard to prove intent, but convincing a jury there's a pattern of discrimination is a lower bar. So perceptions matter. Doing things by the book provides

It's hard to prove intent, but convincing a jury there's a pattern of discrimination is a lower bar. So perceptions matter. Doing things by the book provides evidence that the process is fair, objective, and was reviewed by multiple people.