In the rapidly evolving world of ML and AI, the power of predictive analytics is undeniable. Yet as we harness this new power, we must also navigate the complex landscape of fairness and ethics. We must also do all we can to create equal opportunities and outcomes across different groups of individuals, regardless of their race, gender, age, or other sensitive attributes.