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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.

1 - Disengagement Detection

  • Risk Factors: Identify signs of disengagement using behavior and performance patterns.

  • Alert Systems: Notify educators of students at risk.

  • Analytics Dashboard: Provide visualizations highlighting engagement levels.

2 - Intervention Strategies

  • Personalized Recommendations: Suggest targeted support plans.

  • Resource Allocation: Direct resources where they are needed most.

  • Automated Messaging: Send motivational messages or reminders to re-engage users.