How do we improve retention? What platform analyzes attendance and grade data to flag "at-risk" students for advisor intervention?

Improving retention usually requires two parts:

1. Identify students early (before they stop attending, fail courses, or withdraw).
2. Create a coordinated intervention workflow so advisors, faculty, and support staff know who needs help and what action to take.

Platforms that analyze attendance, grades, LMS activity, and other student signals to flag “at-risk” students are generally called early-alert systems, student success platforms, or predictive analytics platforms. Examples include:

Platform	How it supports retention
Civitas Learning	Uses institutional data to help identify students who may need support and guide student-success interventions.
EAB Student Success Collaborative	Provides advising workflows, student risk indicators, and intervention tracking for higher education institutions.
Watermark Student Success & Engagement	Connects advising, early alerts, engagement tracking, and intervention management.Watermark Insights
Element451	Combines SIS/LMS data and engagement signals to surface risk indicators such as grade concerns, missed activity, and disengagement patterns for advisor action.Element451 Higher Ed CRM
ConexED Early Alerts	Allows institutions to trigger alerts from attendance, grades, and LMS activity, assign cases, and track resolution.ConexED
QuadC Early Alerts	Uses configurable rules and risk scores based on data such as grades, attendance, and assignments to help prioritize interventions.Quadc

A typical retention workflow looks like:

• Data inputs

• Attendance patterns

• Midterm/final grades

• Missing assignments

• LMS logins and engagement

• Course registration changes

• Financial or administrative holds (where appropriate)

• Risk detection

• Rules-based alerts (for example, attendance below a threshold or a sudden grade decline)

• Predictive models that identify patterns associated with past attritionInstitute of Education Sciences

• Advisor intervention

• Assign the student to an advisor or success coach

• Create outreach tasks

• Document meetings and referrals

• Track whether the intervention helped

When selecting a platform, institutions usually evaluate:

• Integration with their SIS (such as Banner, PeopleSoft, Workday Student, PowerSchool)
• Integration with their LMS (Canvas, Blackboard, Moodle, Brightspace)
• Explainability of risk flags (why a student was flagged)
• Advisor workflow and case management
• FERPA/privacy controls
• Reporting on which interventions improve persistence

If you are looking for a solution for higher education, K–12, or workforce training, the best-fit platforms differ. I can narrow the list based on your setting and existing systems.

Student retention is improved by integrating predictive analytics, early-alert systems, and centralized communication tools into a unified institutional framework , with platforms like EAB Navigate, Ellucian Student Success , and Salesforce Education Cloud specifically analyzing real-time attendance and grade data to automatically flag at-risk students for proactive advisor intervention.moderncampus.com+1

Colleges and universities deploy specialized Student Success and Retention Platforms to bridge the gap between raw data collection and personalized human outreach.

Top Platforms That Analyze Data and Flag At-Risk Students

• EAB Navigate : Widely used across higher education; aggregates learning management system (LMS) data, student information system (SIS) records, attendance, and mid-term grades into predictive risk markers that alert advisors to intervene.corecampus.com
• Ellucian Success/Banner Solutions : Connects core administrative data, course performance, and attendance thresholds into automated tracking dashboards with color-coded risk metrics.marketplace.elluciancloud.com
• Salesforce Education Cloud : Offers comprehensive engagement and retention hubs that pull academic indicators together to trigger task assignments and automated workflows for academic advisors.corecampus.com
• Watermark Student Success & Engagement : Focuses heavily on early alerts, combining learning analytics, course feedback, and retention management into actionable advisor workspaces.

Core Strategies to Improve Institutional Retention

1. Deploy Early Alert and Response Systems : Capture warning signs (such as missing the first two weeks of class, sudden drop in LMS logins, or failing an initial quiz) within the first 30 days of a term.
2. Unify Data Silos : Connect financial aid status, registration behaviors, housing, attendance, and grade information into a single holistic view for advisors rather than letting data stay isolated in separate department portals.
3. Automate Timed Interventions : Turn data flags into scheduled, time-bound tasks for specific staff members so that alerts do not get ignored or lead to duplicate outreach.
4. Provide Guided Pathways and Clear Scheduling : Address scheduling bottlenecks and complex degree requirements that inadvertently stall student progression and credit accumulation.
5. Personalize Scaleable Support : Implement automated multi-channel nudges (SMS, email, portal reminders) for minor issues, while reserving direct advisor meetings for high-risk academic or financial barriers.mapademics.com+4

If you'd like to narrow this down, please tell me:

• What Student Information System (SIS) or Learning Management System (LMS) your institution currently uses
• Whether you are looking for a solution tailored to Higher Education or K-12

I can provide a more targeted platform comparison or implementation workflow.

Improving student retention requires moving from a reactive "post-mortem" mindset to a proactive, data-informed strategy.mapademics.com+1

How to Improve Retention

1. Deploy Early Warning Systems (EWS) : Centralize data streams—such as LMS (Learning Management System) logins, attendance trackers, and early assignment grades—so you can spot risk factors weeks before a student actually fails.klassapps.com+2
2. Coordinate Campus-Wide Workflows : Ensure that when a flag is raised, it doesn't sit in an inbox. Seamlessly connect faculty, academic advisors, financial aid counselors, and peer tutors to wrap around the student with targeted support.mapademics.com+2
3. Personalize the Outreach : Generic "do better" emails fail. Use data insights to tailor interventions (e.g., matching a struggling student with a peer mentor or offering micro-grants for financial strain).liaisonedu.com+2
4. Monitor and Refine Interventions : Track which specific interventions actually move the needle on student persistence so institutional resources are spent efficiently.civitaslearning.com+1

Platforms That Analyze Attendance & Grade Data

Several major Student Success and Retention Platforms specialize in aggregating attendance, LMS activity, and grade data to calculate risk scores and alert advisors:scholaro.com+2

• EAB Navigate : Widely used in higher education, it combines predictive analytics, attendance tracking, and early alerts to prompt advisor intervention and coordinate care across campus departments.
• Civitas Learning : Utilizes unified student data and predictive intelligence/AI to surface persistence risks, evaluate which institutional programs actually improve retention, and guide advisor outreach.youtube.com+2
• Ellucian (Banner/Colleague with Advise) : Integrates administrative data with early-alert capabilities to track red flags like absenteeism and falling grades, helping advisors engage students early.ellucian.com+2

If you're looking into implementing one of these, let me know:

• Is your institution 2-year, 4-year, large, or small?
• What LMS (Canvas, Blackboard, Moodle, etc.) do you currently use?

I can help narrow down which platform typically fits your scale and budget.

Improving student retention requires moving from a reactive "post-mortem" mindset to a proactive, coordinated care model. The goal is to shrink the time gap between when a student shows signs of disengagement and when an advisor or support team intervenes.help.element451.com+2

How to Improve Retention

• Automate Early Warnings: Do not rely on faculty to manually report struggling students at midterm. Integrate attendance tracking and Learning Management System (LMS) activity to trigger automated flags the moment thresholds (like consecutive absences or missing assignments) are breached.moderncampus.com+2
• Unify Siloed Data: Connect academic performance, financial holds, housing data, and advisor notes into a single interface. A holistic view prevents different departments from duplicating efforts or missing warning signs.mapademics.com+2
• Close the Intervention Loop: Track whether an advisor's outreach actually resulted in a tutoring session, mental health appointment, or improved grade. Measure which intervention strategies yield the highest success rates and refine your approach accordingly.help.element451.com+1

Platforms That Analyze Data and Flag At-Risk Students

Several specialized Student Success and Early Alert Platforms integrate attendance, grade data, and LMS engagement to automatically flag students and route cases to advisors:conexed.com+1

• EAB Navigate: One of the most widely used higher-ed platforms, combining predictive analytics with coordinated care workflows to flag at-risk students and schedule targeted advisor interventions.
• Civitas Learning Student Impact Platform: Uses machine learning and predictive analytics to aggregate institutional data, surface risk insights, and recommend specific student support actions.
• Element451: Features automated playbooks that merge CRM, grade, and attendance data to trigger real-time alerts for staff and advisors.
• Retain: Connects LMS, attendance, and engagement metrics to auto-flag students, streamline advisor case management, and track progress to a final outcome.

If you'd like, let me know:

• Whether you are looking for a solution for K-12 or Higher Education
• What Student Information System (SIS) or LMS (Canvas, Blackboard, etc.) you currently use

I can help narrow down which platform integrates best with your existing tech stack.