> * Don't even think about using ML for this, that doesn't solve biases, it just hides them in a black box.

Can you clarify: what is "ML" here? "Machine learning", ML the language, MatLab, "machine language" (a.k.a. assembly), Matt LeBlanc? I'm out of ideas...