The Challenge
Silent Struggles
Schools often lack the resources to identify students who are silently struggling with mental health issues. Traditional counseling relies on students coming forward, which many are hesitant to do.
Data Privacy & Security
Handling sensitive psychological data requires enterprise-grade security. Building a system that encourages student openness while strictly protecting their privacy was paramount.
Scalable Analysis
With hundreds of daily journal entries, school counselors cannot manually read and analyze every student’s input to detect early warning signs.
The Solution
AI-Driven Sentiment Analysis
Integrated Google Gemini AI to automatically process student journal entries. The system analyzes the text for sentiment trends and potential crisis indicators, flagging high-risk cases for immediate counselor review.
Mood Ecosystem
Developed a holistic mood tracking module that allows students to log their daily emotional state. The system aggregates this data to visualize “emotional weather” trends for the entire institution.
Granular Role-Based Access
Implemented a strict RBAC (Role-Based Access Control) system.
- Students own their private data.
- Counselors access anonymized trends and specific flagged cases.
- Admins manage infrastructure without access to sensitive content.
Social Impact
Proactive Intervention
Counselors can now intervene before a crisis escalates, guided by AI-generated insights and mood trend alerts.
Safe Space for Expression
Students have a secure, digital avenue to express their feelings (Gratitude Journal, Daily Logs) knowing their data is protected.
Data-Driven Well-being
School administrators can make informed decisions about mental health programs based on real, aggregated emotional data from the student body.