Feature Detail

Early Intervention Alerts

Identify at-risk students before outcomes decline. Risk scores combine engagement signals, mastery trends, and learning patterns.

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At-risk students alert list

Proactive signals

Surface early indicators across engagement, mastery, and patterns.

Clear risk factors

Each alert includes the factors that triggered the risk score.

Targeted outreach

Prioritize limited coaching resources where they matter most.

How it works

Activity tracking measures recency and participation.
Mastery trends reveal stalled or declining progress.
Pattern analysis flags weak or narrow reasoning.
AI risk scoring aggregates factors into a clear alert.

Evidence-based alerts

Risk scores include supporting factors so facilitators know why a student is flagged and can act with confidence.

Engagement signals

Logins, assessment starts, and recent activity recency.

Mastery indicators

Low mastery rates and stalled competency progression.

Pattern weakness

Underdeveloped cognitive categories (10-category profile) and narrow strategy signals (descriptive topology).

Cohort health dashboard with risk indicators

Inside the product

Cohort Health highlights at-risk counts and trends.
Risk factors explain why a student is flagged.
CTA signals reveal reasoning gaps behind risk.
At-risk students table view

Where you see it

Cohort Health at-risk table with risk factors.
Student 360 risk factor summary.
Intervention timelines for next steps.

Intervention playbook

Outreach when no login or low activity persists.
Coaching when mastery or reasoning patterns stall.
Content support when assessment evidence is thin.

Human-in-the-loop

Alerts surface risk. Facilitators validate evidence and decide the right intervention.

FAQ

What triggers an alert?

Low mastery, inactivity, and weak cognitive patterns contribute to the risk score.

Is this automated?

Alerts are surfaced for review; facilitators decide the intervention steps.

How current are the signals?

Signals update as assessments are processed and dashboards refreshed.

Outcomes

Earlier support before performance declines.
Better prioritization for coaching resources.
Improved retention with timely intervention.

Scope & limits

Alerts currently require dashboard refresh and manual review. Automated notifications are limited.

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