Real-time Student Performance Predictive Analytics

Develop a Laravel-based predictive analytics dashboard that uses machine learning models to forecast student academic performance and dropout risks. Create a system that ingests multiple data points including attendance, assignment completion rates, test scores, and engagement metrics to generate probabilistic models of student success. Implement a multi-tier alert system that provides early intervention recommendations for at-risk students with configurable risk thresholds.