Predictive Student Performance Early Warning System

Create an advanced machine learning pipeline that predicts potential student academic performance challenges using multi-dimensional data sources. Develop a comprehensive model using scikit-learn that integrates historical academic data, engagement metrics, demographic information, and learning behavior patterns to generate early intervention recommendations with probabilistic risk assessments.