Predictive Student Risk Assessment API

Build an advanced predictive analytics API using Laravel that identifies students at risk of academic underperformance or dropout. Implement sophisticated machine learning models that integrate multiple data sources including academic performance, engagement metrics, and historical institutional data. Create a flexible scoring system that provides early intervention recommendations while maintaining strict student data privacy protocols.