Purpose
1.2. Automatedly analyze course completion rates, quiz attempts, assignment submissions, and attendance logs for continuous improvement.
1.3. Automate the generation of personalized content, reminders, and next-step suggestions based on learner behavior in real-time.
1.4. Automate intervention triggers for tutors and admin, ensuring students are guided and motivated toward learning milestones.
1.5. Enable fully automated, data-driven curriculum adjustments and individualized course recommendations for each student profile.
Trigger Conditions
2.2. Automated flag for underperformance or lack of participation.
2.3. Student reaches a learning milestone or requires remediation.
2.4. Scheduled time intervals (e.g., weekly, monthly) for progress analytics automation.
2.5. Custom event triggers via webhooks or API actions from integrated LMS platforms.
Platform Variants
• Function/API: Webhooks for course completion and Gradebook API to automate personalized feedback workflows.
3.2. Blackboard
• Feature/Setting: REST API for automated grade retrieval and personalized study recommendations.
3.3. Canvas LMS
• Feature/Setting: Automate with Assignments API to track submissions and Calendar API for nudges.
3.4. Google Classroom
• Feature/Setting: Courses API & Coursework API for automating tracking and assignment feedback.
3.5. Microsoft Teams for Education
• Feature/Setting: Assignments Graph API to automate student progress notifications.
3.6. TalentLMS
• Feature/Setting: Automated trigger via Webhook on lesson completion for progress aggregation.
3.7. SAP SuccessFactors Learning
• Feature/Setting: OData API automates the extraction of learner progress and personalized learning suggestions.
3.8. Brightspace (D2L)
• Feature/Setting: Automator via Event Log API for tracking and automating learning path updates.
3.9. Schoology
• Feature/Setting: API endpoints to automate monitoring of grades and progress updates.
3.10. Edmodo
• Feature/Setting: Automates using Assignment Submission Webhooks for tracking and reminders.
3.11. Open edX
• Feature/Setting: Progress API automates fetching individual learner journeys and adaptive path recommendations.
3.12. Absorb LMS
• Feature/Setting: RESTful API automates learner transcript retrieval and personalized paths.
3.13. LearnUpon
• Feature/Setting: Webhooks automate course enrolment monitoring and customized learner notifications.
3.14. Cornerstone OnDemand
• Feature/Setting: Automate using Learning API to track progress and trigger next-step resources.
3.15. Docebo
• Feature/Setting: Automated monitoring via Enrollments API and scheduled activity events.
3.16. Sakai
• Feature/Setting: Event API automates milestone detection and custom progress pathways.
3.17. Chamilo
• Feature/Setting: Webhooks automate completion and trigger learning sequence recommendations.
3.18. Talentsoft
• Feature/Setting: Progress API automator to fetch learning analytics and provide path curation.
3.19. iSpring Learn
• Feature/Setting: REST API automates assignment milestones and triggers adaptive feedback.
3.20. Neo LMS
• Feature/Setting: Automation via Course API for detecting milestones and updating progress paths.
Benefits
4.2. Automation enhances data-driven customization of courses, improving student engagement.
4.3. Automates identification of at-risk learners and accelerates remedial support.
4.4. Automator reduces manual reporting and administrative work for faculty.
4.5. Improves scalability by automatedly maintaining personalized learning for growing student populations.
4.6. Automation ensures compliance with educational standards through consistent tracking and transparency.