Case Study: Analytics-Driven Retention in a Data Science Program
Instead of tracking every click, the team focused on meaningful signals: late notebook submissions, peer-review gaps, and stalled forum threads. These indicators correlated with capstone delays, guiding timely interventions from teaching assistants and coaches who understood the course rhythm.
Case Study: Analytics-Driven Retention in a Data Science Program
Students received opt-in reminders tied to milestones, plus short videos from instructors explaining why the milestone mattered. The tone was invitational, not punitive. Participation increased, and students reported that reminders felt like partnership rather than pressure or policing.
Case Study: Analytics-Driven Retention in a Data Science Program
Term-to-term retention improved, while grade distribution tightened as fewer learners missed key checkpoints. Importantly, surveys showed trust rose alongside transparency. Interested in replicating the dashboard? Subscribe for a walkthrough and a checklist of the minimal metrics we recommend.
Case Study: Analytics-Driven Retention in a Data Science Program
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