Excellent piece! It was clear and accessibke. I have little data science background, but am a former practicing attorney. Your example of COMPAS was sadly accurate. I do wonder how we can motivate companies to take ethics in algorithms into account without regulation or risk of expensive litigation. It’s seems that profit motive will always work against algorithm ethics audits.