Ersan Baran contributed to the MARS-Group-HAW/model-soh repository by developing foundational analytics infrastructure and project scaffolding to support data-driven decision-making. He built the MarketAnalyticsAgent in C# using .NET, enabling centralized aggregation and export of market metrics for enhanced data analytics. Additionally, he established the SOHAnomalyBox application’s project structure with a new csproj-based setup, facilitating reproducible build and run workflows for future anomaly detection features. His work also included improvements to repository hygiene by refining .gitignore handling, ensuring clean commits. Over the month, Ersan focused on backend development and project management, delivering two features with a strong emphasis on maintainability.