Predictive Risk Scoring
Predict risk before it becomes chronic
What It Does
Our machine learning model analyzes hundreds of data points to identify students heading toward chronic absenteeism—3 weeks before it happens. By catching students in the "yellow zone" (3-5 absences), schools achieve an 80% intervention success rate compared to just 20% once chronic absence is established.
Key Benefits
Everything you need to transform how your school addresses attendance challenges.
Research-Backed Scoring
Risk factors are weighted based on peer-reviewed research on chronic absenteeism predictors.
80% Intervention Success
Catching students in the yellow zone (3-5 absences) dramatically increases intervention effectiveness.
Real-Time Updates
Risk scores update continuously as new attendance and barrier data comes in.
Transparent Factors
See exactly why a student has a high risk score—no black box algorithms.
Historical Trends
View how a student's risk score has changed over time to understand patterns.
Continuous Learning
The model learns from your school's intervention outcomes to improve predictions.
Simple, Powerful, Automated
From data to actionable intelligence in just a few steps.
Data is collected from SIS and barrier tracking systems
ML model analyzes attendance patterns and risk factors
Barrier weights are applied (Housing +25, Transport +15, etc.)
Yellow zone detection flags students at 3-5 absences
Model continuously learns from intervention outcomes
Built for Your Role
See how different team members use this feature in their daily workflow.
Data Analyst
Views school-wide risk distribution dashboard to identify systemic issues and allocate resources.
Counselor
Reviews individual student risk profiles to understand contributing factors and plan interventions.
Principal
Uses trend analysis to identify which barriers are most prevalent and advocate for resources.
Works Great With
These features work together to create a complete attendance intelligence system.
AI Morning Brief
AI analyzes overnight data to surface the 5 students who need you most today.
Team Caseload Management
Attendance coordinators, success mentors, and youth advocates each get their own caseload view.
See Risk Prediction in Action
Join hundreds of schools using BrainBridge to transform how they support at-risk students.
Book Your Demo