Multi-Modal Learning Analytics Dashboard

Create an advanced learning analytics dashboard API using Python's data science libraries that aggregates and visualizes student performance across multiple learning modalities. Develop complex data processing pipelines that can integrate data from online courses, in-person classes, practical sessions, and self-study activities. Implement machine learning models for predictive performance analysis and personalized learning recommendations. Design secure, role-based data access with comprehensive visualization capabilities.