This article explains how predictive analytics helps education institutions identify at risk students early improve retention promote equity and transform learning outcomes through proactive data driven intervention strategies. Explore how predictive analytics for dropout prevention is transforming education through early intervention smarter decisions and improved student retention outcomes.