A Leakage-Aware and Decision-Oriented Multi-Model Analytics Approach for Predictive Risk Management in Educational Leadership
Leadership education (LE) can strengthen student success when leaders act early on credible, interpretable signals of academic risk. This paper evaluates a leakage-aware machine learning pipeline for two early-warning tasks: absence-risk classification and performance-risk screening. The pipeline combines categorical e...