Adaptive Assessment Performance Analytics Framework

Create a comprehensive Python-based analytics framework that tracks and analyzes student performance across adaptive assessments. Develop algorithms to dynamically adjust assessment difficulty based on real-time student performance using numpy and scipy. Implement statistical models that can identify learning gaps, predict skill mastery, and generate detailed performance reports. Include visualization components that show learning progression and skill development over time.