An analysis from Noodle’s student support leadership highlights how student attrition often builds through early, subtle signals rather than showing up immediately in dashboards. The piece argues institutions invest in detection tools but still operate too reactively, because many students do not announce intent to leave. The analysis cites Genio’s estimate that student attrition costs higher education $10.72 billion annually, with first-year students accounting for 45% of losses, and it references National Student Clearinghouse data that some stopouts are “Potential Completers” who re-enroll and earn credentials at much higher rates when they return. It also argues that early alert systems often focus on academic triggers like GPA and missed assignments, while many departures are preceded by administrative and behavioral signals—meaning schools may need earlier, more proactive outreach designs.