AI Insights & Retention
Engagement intelligence, risk detection, and automated interventions
Engagement Rate
12% vs last month
Practice Completion
Across all students
At-Risk Students
2 high, 1 medium
Avg Improvement
Skill strength this month
Automated Actions
This month
Retention Risk Detection
| Student | Risk | Reason | Last Active | Auto-Action Taken | Status |
|---|---|---|---|---|---|
MG Melanie Gibson | High | Missed 8 of last 12 lessons. Skill strength dropped 18 points over 6 weeks. No practice activity in 17 days. | 2026-03-05 | Sent personalised encouragement message with micro-practice link. Flagged to teacher Nataly Smith. | Teacher Notified |
MP Manuel Perry | High | 12 absences this term. Last login was 22 days ago. Practice rate dropped to 8%. Engagement score critically low. | 2026-02-28 | Scheduled check-in call for teacher Donna Swanson. Sent re-engagement email with progress summary. | Pending |
NH Nathan Huneycutt | Medium | Attendance declining over past 4 weeks (3 absences, 2 late). Practice rate dropped from 55% to 22%. Skill trend turning negative. | 2026-03-10 | Sent lesson recap with catch-up exercises. Gentle nudge notification scheduled. | Completed |
Automated Post-Lesson Feedback Email
Lesson Summary
Today's lesson covered present perfect tense through conversation practice. You discussed travel experiences and practiced using vocabulary like journey, abroad, and destination.
What You Did Well
Great use of comparatives and because-clauses! Your participation was active and you self-corrected 3 times — that shows strong awareness.
What to Focus On
Work on subject-verb agreement with plural subjects (e.g., "the students are" not "the students is").
Recommended Practice
- AI Conversation: "Office Coffee Break" — chat with Chloe about work and hobbies (7 min)
- Sentence Building: Subject-Verb Agreement (3 min)
- Reading Comprehension: "A Trip to the Desert" (5 min)
Engagement Over Time
Practice Rate by Class
Students Improving vs Declining
Top Performers
Needs Attention
Automation Log
Sent lesson recap with AI summary and vocabulary list
English class — all students
Generated 3 personalised practice activities based on weak skill areas
Patricia Williams
Sent encouragement message: 'You're making great progress on modality — keep it up!'
Patricia Williams
ALERT: Melanie Gibson flagged as high-risk. Attendance and engagement critically low. Notified Nataly Smith.
Melanie Gibson
Sent re-engagement email with personalised progress summary and micro-practice link
Manuel Perry