Learning Path Optimization through Cohort Analysis

Create an advanced cohort analysis framework to track student learning trajectories across different curriculum paths. Develop SQL and Python scripts that can segment students by learning style, performance metrics, and course progression. Design a visualization dashboard that shows learning path efficiency, identifying bottleneck courses and optimal progression strategies. Include statistical significance testing to validate learning path recommendations and create a modular approach that can be adapted across different educational programs.