Concerns about legal, moral, and ethical risks of machine learning are increasingly relevant within the Department of Defense as decision-makers seek to apply machine learning for a wide range of purposes. Building on foundational principles in ethical philosophy, this presentation summarizes key legal, moral, and ethical criteria applicable to machine learning and provides pragmatic considerations and recommendations for its use in the personnel management context.