Longitudinal Learning Performance Analysis

Design a Python data analytics system that performs deep longitudinal analysis of student learning trajectories. Develop advanced time-series analysis techniques that track performance evolution, skill acquisition rates, and long-term learning patterns. Implement machine learning models that provide insights into learning development mechanisms and predictive skill forecasting.