PostRAG
by Ryan Jeon
PostRAG
The ACES Portal is a single, centralized tool for managing key distribution and space access. Replacing outdated paper methods, it integrates AngularJS, Node.js, and MariaDB to enable quick requests, real-time tracking, and automated approvals—all within a user-friendly digital workflow.
We built a robust, automated data pipeline using Python to collect and clean fragmented student data from across the university’s systems and web platforms.
Using Random Forest and XGBoost, we developed interpretable models to predict student retention risk based on academic, behavioral, and engagement patterns.
We translated predictions into intuitive Power BI dashboards that empowered advisors to act early and support students with data-informed conversations.