Adaptive Student Support Intervention Bot

Develop an AI-driven automation framework that proactively identifies students at risk of academic disengagement or potential dropout. Create a multi-stage intervention system that: 1) Continuously analyzes learning management system engagement metrics, 2) Applies machine learning algorithms to predict student performance trajectories, 3) Automatically generates personalized support recommendations, and 4) Initiates targeted communication workflows through multiple channels (email, SMS, LMS notifications). Include configurable risk thresholds and comprehensive privacy protection mechanisms.