January 2026 (UTDallasEPICS/Teambuilder) - Focus: data integrity and real-data reliability improvements through removal of synthetic data dependencies. Key achievements: - Real Data Handling Improvement implemented in UTDallasEPICS/Teambuilder by removing and commenting out the faker library, shifting to real data handling to improve data integrity and reliability. Commit aa97ebb3fac3e1fb16485226c775337ada57d3bc. - Reduced test data brittleness by eliminating faker-based data generation, paving the way for production-like data workflows. - Refactored data handling paths to support real data sources, improving maintainability and future adaptability. - Strengthened data validation context to align with production data characteristics, enabling more accurate user workflows. Overall impact and accomplishments: - Enhanced data integrity and reliability across the Teambuilder module, reducing dependency on synthetic data in testing and development. - Improved confidence in data-driven features and metrics, supporting more robust releases. Technologies/skills demonstrated: - Data handling real data, data validation, and dependency management. - Code refactoring and maintainability improvements. - Version control discipline and precise commit history.