Automated Student Performance Tracking Dashboard with Dynamic Filtering

Create a Python script using pandas and plotly that generates an interactive Excel dashboard for tracking student performance across multiple academic years. The script should dynamically import grade data from various CSV sources, perform multi-dimensional analysis including subject-wise performance, trend analysis, and predictive scoring. Implement advanced conditional formatting rules that automatically highlight at-risk students, calculate intervention probability, and generate customizable visualizations with drill-down capabilities.