How to spot at-risk students with the data you already have

Many schools already collect useful indicators of student progress, but those signals often live in separate systems. Here is a practical way to review several indicators together while preserving local context and human judgment.

The three signals that matter most

Attendance, course performance, and engagement are common starting points for investigation:

1. Attendance: the percentage of days or classes attended this term.
2. Grades: current cumulative or course-level performance.
3. Engagement: participation, assignment submissions, and LMS activity.

Any one of these on its own is incomplete. Used together and interpreted in local context, they can help an authorized team decide where closer review may be useful.

Combine them into one score

A review rule might consider locally defined changes such as:

• A sustained attendance change relative to district policy
• Course performance below an institution-defined level
• Engagement that drops below the student’s or cohort’s expected pattern

Weighting several indicators together, rather than reacting to a single event, can support earlier review. Thresholds should be validated locally and used with human judgment, not as an automated decision about a student.

Why cross-system review gets difficult

Doing this manually can mean exporting from the SIS, LMS, and gradebook, reconciling identifiers, and rebuilding the analysis each term. That makes consistent definitions and repeatable review harder to maintain.

A unified education data platform can make the workflow repeatable: connect approved sources, define the indicators, ask “Which students may warrant closer review based on attendance, grades, and engagement?”, and inspect the contributing factors with the authorized people who can respond.

From flag to action

The signal is only useful if it reaches the right authorized person. Treat a flag as a prompt for closer review, not as a finding about a student. Connect it to the institution’s established support process.

Want to walk through a representative workflow? Request a demo or explore what Doowii does for K-12 and higher education.