Predictive Learning Engagement Forecasting Model

Design an advanced Python-based predictive model for forecasting learner engagement and participation using complex machine learning techniques. Create a comprehensive framework capable of analyzing multiple engagement indicators, developing probabilistic participation models, and generating actionable intervention recommendations. Implement using time-series forecasting techniques, develop sophisticated feature engineering approaches, and create an interactive prediction dashboard.