Key Insights & Recommendations
Strong Correlation Found
positiveComprehension and retention show the strongest correlation with assessment scores (r = 0.78).
💡 Focus on reading comprehension exercises to improve overall performance.
At-Risk Students Identified
warning23% of students fall into the 'Struggling Learners' persona with below-average engagement.
💡 Implement targeted intervention programs for low-engagement students.
Persona Distribution
infoHigh Achievers (25%), Average Performers (40%), Struggling Learners (23%), Focused Specialists (12%).
💡 Develop persona-specific learning strategies for better outcomes.
Engagement Impact
positiveStudents with 180+ minutes weekly engagement show 15% higher assessment scores.
💡 Encourage increased study time through gamification and rewards.
Model Performance Summary
Algorithm:Random Forest
R² Score:0.847
MAE:4.2 points