🎓 Student Risk

Early Warning, Intervention & Student Success through AI
📊 Dashboard Student Master Attendance Risk Academic Risk Financial Risk Behavior Risk Engagement Risk Wellbeing Risk Family Risk Ml Features Ai Risk Score Risk Rules

AI-Powered Student Risk Intelligence Platform

Early Warning, Intervention & Student Success through AI

Risk Rules

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riskname condition severity Action
Chronic Absenteeism Attendance < 60 OR AbsenteeDays > 10 High Delete
Academic Failure ExamScore < 40 AND AssignmentScore < 40 High Delete
Behavioral Risk BehaviorScore < 50 OR DisciplinaryCount >= 3 Medium Delete
Mental Health Risk StressLevel > 75 AND CounselingVisits >= 2 High Delete
Socioeconomic Risk FamilyIncome < 20000 AND ParentEducation IN (None,Primary) Medium Delete
Learning Difficulty Attendance > 80 AND ExamScore < 50 Medium Delete
Burnout Risk StressLevel > 80 AND LastExamTrend < -10 High Delete
Dropout Risk DropoutProbability > 0.7 Critical Delete
Exam Shock LastExamTrend < -25 Medium Delete
Digital Divide InternetAccess = No AND ExamScore < 50 Medium Delete
Social Isolation AbsenteeDays > 7 AND ClassParticipation < 40 Medium Delete
Recoverable DropoutProbability BETWEEN 0.4 AND 0.6 AND LastExamTrend > 5 Low Delete