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Student Academic Performance & Dropout Risk

A comprehensive research-grade dataset containing 100,000 student records with 32 carefully engineered features capturing academic performance, socioeconomic background, engagement behaviour, institutional context, and student wellbeing - all calibrated against peer-reviewed education research and national statistics. The target variable dropout (binary: 0 = Enrolled/Graduated, 1 = Dropped Out) achieves a 32.0% positive rate, reflecting real-world college attrition patterns without any oversampling.