Student Risk Scoring
Student Risk Scoring is KyberGate's proactive safety feature that assigns a risk level to each student based on their online behavior patterns. Instead of waiting for a crisis, Risk Scoring helps you identify students who may need support before a situation escalates.
Before You Begin
- You need Admin, Counselor, or Safety Officer role to view Risk Scores
- Risk Scoring is enabled by default but can be configured in Settings
- Risk Scores are updated daily based on the previous 30 days of activity
- This feature is designed to support student safety, not to punish students
How Risk Scoring Works
KyberGate analyzes multiple behavioral signals to calculate each student's risk score:
Behavioral Signals
- Safety alert frequency — How often KyberPulse alerts trigger for this student
- Alert severity — Self-harm and violence keywords weigh more heavily than general policy violations
- Search patterns — Searches related to concerning topics (depression, self-harm, violence)
- Filter bypass attempts — Frequent attempts to access blocked content
- Time-of-day activity — Unusual activity patterns (e.g., consistently active during late hours)
- AI conversation content — Concerning themes in AI chat interactions
Risk Levels
Students are categorized into four levels:
- 🟢 Low Risk (0-25) — Normal activity patterns, no concerning signals
- 🟡 Moderate Risk (26-50) — Some concerning signals detected, worth monitoring
- 🟠 Elevated Risk (51-75) — Multiple concerning signals, recommend counselor review
- 🔴 High Risk (76-100) — Significant concerning activity, immediate attention recommended
Viewing Risk Scores
- Navigate to Reports → Student Risk Scores
- The dashboard shows:
- All students sorted by risk level (highest first)
- Risk score trend (improving, stable, or worsening)
- Last alert date
- Number of active alerts
- Click any student to see their detailed risk profile
Student Risk Profile
The individual profile includes:
- Current risk score with 30-day trend graph
- Contributing factors — which signals are driving the score
- Recent alerts — KyberPulse alerts for this student
- Activity timeline — visual representation of concerning activity
- Recommended actions — suggested next steps based on the risk level
Responding to Risk Scores
For Elevated and High Risk Students
- Review the contributing factors — understand what's driving the score
- Check recent alerts — read the specific KyberPulse alerts
- Consult with the counselor — share the risk profile (use the "Share" button to send a secure link)
- Document your response — add notes to the student's profile about actions taken
- Monitor for changes — set up notifications for score changes
Notifications
Configure automatic notifications when:
- A student's risk level changes (e.g., Moderate → Elevated)
- A High Risk student is detected
- A risk score increases by more than 20 points in a week
Privacy and Ethics
Risk Scoring is a sensitive feature. KyberGate builds in safeguards:
- Limited access — only designated safety roles can view scores
- No permanent record — scores are calculated from recent activity only (30-day window)
- Contextual, not punitive — scores are meant to identify students who need help, not to discipline
- Audit trail — all access to risk scores is logged
Tips
- Focus on trends, not numbers: A student going from 20 to 45 is more concerning than a student who's been at 45 for weeks
- Don't rely solely on technology: Risk Scoring is a tool to supplement, not replace, human judgment and relationships
- Calibrate with your team: Discuss what actions your school takes at each risk level so everyone responds consistently
- Review weekly: Include Risk Score review in your weekly safety team meetings
Troubleshooting
- Risk score seems too high? Review the contributing factors. A single severe alert can spike the score temporarily
- Score not updating? Scores update daily. If a student's activity has changed, wait 24 hours for the score to recalculate
- Can't access Risk Scores? Your account needs the Admin, Counselor, or Safety Officer role
Related Articles
- KyberPulse: Real-Time Safety Alerts
- Understanding Activity Logs
- Weekly Report Card