Predictive Engagement Tools

• Disengagement Detection: Monitor inactivity, dramatic stress signals, or abrupt performance declines.
• Alert Systems: Notify mentors or strike up automated messages for students.
• Analytics Dashboard: Provide simplified or detailed visualizations of engagement metrics.
• Intervention Strategies: Recommend short breaks, peer collaboration, or advanced tasks to re-spark interest.