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High Risk of Dropout

Prediction Confidence: 87%

Why this prediction?

Top contributing factors based on SHAP analysis

Attendance Record (65%) Critical Impact

Student missed 35% of core classes

GPA Trend (2.1) High Impact

Consistent decline over last 2 semesters

Tuition Payment Delay Medium Impact

Recommended Actions

Schedule Counseling

Arrange a 1-on-1 session with academic advisor.

Financial Aid Check

Review eligibility for hardship grants.