Advanced Learning Progression Predictive Analytics Framework

Create a sophisticated spreadsheet framework that uses machine learning regression techniques to predict individual student learning trajectories based on historical academic performance data. The model must integrate multiple data sources including standardized test scores, classroom performance, extracurricular engagement, and socio-economic indicators. Develop automated early warning systems that identify potential learning intervention points with statistical confidence intervals.