Institutional Data Management: Course Data Collection and Analysis (Backend Foundation) Comment by Dickey, Samantha: I like the use of titles - we should add those to the performance requirements above for improved vendor clarity of how the pieces and requirements work together. The Solution must have the ability to capture and manage structured metadata for academic programs and courses, including, but not limited to: Course Title Course Number Credit Hours Course Outcomes (if available) The Solution must provide support for secure document uploads (e.g., course syllabi) with appropriate file size limitations and accepted formats (PDF, DOCX). The Solution must store data in a structured and queryable format to support future reporting and analysis. The Solution must offer export functionality for collected data in standard formats (CSV, JSON, XML). The Solution’s design must support future AI/ML tool integration for program and course similarity analysis. Application and data storage must be hosted in a U.S.-based secure cloud environment compliant with data privacy regulations. The Solution must provide a role-based access control (RBAC) to restrict data visibility based on user roles. The Solution shall include an intuitive user interface for data entry and document uploads by institutional representatives. The Solution must be scalable to expand from pilot institutions to all 27 public institutions of higher education in Missouri. The Solution must utilize modular design to allow for additional data fields and functionality without major rework. Student-Facing AI-Powered Transcript Evaluation Portal The Solution shall provide the following Core Functionalities: Secure transcript uploads (PDF, DOCX, JPG, PNG) Automated transcript analysis using OCR and NLP AI calculates program completion percentage and remaining courses Recommendations for optimal transfer pathways The Solution shall meet the following AI/ML Processing Requirements: Explainable AI models with transparency in recommendations Support for GPT-8 or equivalent U.S.-based LLM integration Customizable models for Missouri-specific program data The Solution shall meet the following Student Portal UI/UX Requirements: Mobile-friendly, intuitive web interface Dashboard for program completion percentage and remaining requirements Exportable summary reports for students The Solution must meet the following Security and Privacy requirements: FERPA and state compliance End-to-end encryption for uploads and processed data Role-based access controls The Solution shall meet the following Integration and Extensibility requirements: Modular design with seamless backend integration Scalable AI infrastructure to support concurrent analysis requests