Student Risk Early Warning

UCI Student Performance · 1,044 students · Math & Portuguese
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TOTAL STUDENTS
AVG FINAL GRADE /20
PASS RATE (G3≥10) %
AVG ABSENCES days
AT-RISK STUDENTS %
TOP RISK FACTOR
Grade Correlation

Midterm G1 vs Final Grade G3

← click factor in Key Drivers
Risk Factors
Pearson r · Real Data

Key Drivers of Final Grade

K-Means Clustering

Student Behavioral Profiles

ML · 3 Clusters
Random Forest Classifier
ML · 91.4% Accuracy

Dropout Risk Predictor

Static ML Model Snapshot
Grade Trajectory

Period-by-Period Progression

Score Distribution

Grade Distribution