Dynamic Student Performance Dashboard with Predictive Analytics

Create an advanced Excel dashboard that tracks student performance across multiple academic years, incorporating predictive modeling to forecast potential academic risks. Design a dynamic scorecard that uses conditional formatting and statistical regression to highlight students likely to need intervention, with color-coded risk levels. Include automated data validation mechanisms, trend analysis for subject performance, and a dynamic pivot table that can drill down into individual student metrics while maintaining FERPA compliance.