Predictive Student Engagement Analytics Framework

Create a Bash-driven data processing framework for extracting and analyzing student engagement metrics from multiple learning platforms. Develop a script that aggregates data from LMS, assessment tools, and interaction logs, applies machine learning preprocessing, and generates predictive engagement models. Include robust data cleaning, feature extraction, and model evaluation capabilities.