Complex Learning Analytics Prediction Model

Design a type-safe TypeScript framework for predictive learning analytics that can forecast student performance, dropout risks, and educational interventions. Create a sophisticated machine learning pipeline with robust type definitions that can process multiple data sources, generate complex predictive models, and provide actionable insights for educational institutions. Implement advanced type guards and compile-time checks to ensure data integrity and model reliability.