• Co-developed a full-stack predictive data tool in a 24-hour sprint to assist local Portage County farmers in making data-driven planting decisions.
• Built an end-to-end Machine Learning pipeline utilizing an XGBoost model trained on ~96,000 rows of historical climate data to calculate agricultural loss risks for foundational crops (corn, soy, wheat).
• Integrated real-time live 7-day weather forecasts and dynamic soil saturation indices via Open-Meteo REST endpoints.
• Designed and connected the "Shaman" UI React dashboard, successfully translating complex statistical models into easily digestible data "Omens" for end-users.

• Collaborated within an 8-person team to construct, design, and deploy a feature-complete, top-down roguelike shooter engine following strict Agile sprint methodologies.
• Engineered core engine infrastructure, including an optimized delayed-follow camera tracking matrix and a modular parallax star background system.
• Programmed micro-physics loops and handling for player-to-enemy physical collisions to ensure high-fidelity spatial motion.
• Designed and styled critical UI elements: damage-responsive "floating text" popups, custom status menu layouts, and operational gameplay instruction boxes.
• Authored automated integration unit testing suites for inventory data logic, health pools, and camera positioning coordinates via Python's `unittest` library.
• Overcame environment constraints by troubleshooting WebAssembly compilation and rendering bugs to establish deployment pipelines on the Cassini Server.

Rent & Roam Car Rental Services

• Co-engineered a full-stack car rental platform adhering to Schneiderman’s 8 Golden Rules of Interface Design for high-utility UX.
• Implemented AJAX for dynamic front-end features, facilitating real-time search results without requiring browser reloads.
• Architected a relational database schema in PostgreSQL to manage user accounts, vehicle inventory, and real-time reservation tracking.
• Designed primary "Purchase" and "Reservation" interfaces, incorporating automatic cost calculation and calendar-based error handling.
• Implemented secure user authentication and session management via Flask with informative notification banners.

University Database Management System

• Architected a full-stack relational database system normalized to 3NF to manage course registration and grading operations.
• Implemented Role-Based Access Control (RBAC) and secure authentication for Admin, Instructor, and Student roles.
• Engineered advanced SQL logic using triggers and constraints to enforce data integrity and generate analytical reports on enrollment and GPA trends.

Banker’s Algorithm Simulation

• Developed a deadlock avoidance simulator in C++ that evaluates system safety states by analyzing resource allocation and demand matrices.
• Optimized resource management logic implementing the Banker’s Algorithm to dynamically calculate "Need" matrices and safe execution sequences.