Student Performance Predictive Analytics Pipeline

Create a comprehensive Bash script that aggregates student performance data from multiple sources, preparing datasets for machine learning predictive modeling. The script should clean and normalize data from various student information systems, handle missing values, generate feature matrices, and prepare input files for advanced analytics tools. Include robust data transformation capabilities and support for multiple input formats.