During October 2024, contributed to the SPM587FA24/SCM587FA24 repository by delivering the Phase 2 artifact and addressing a critical data integrity issue. Developed and submitted the Phase2_Report_TFA24SCM43B.pdf, ensuring the project met its Phase 2 requirements. Focused on improving data quality by identifying and correcting missing last name information in a key record, which resolved Issue #656 and enhanced the reliability of downstream analytics. Utilized Java for both feature development and bug fixing, demonstrating attention to detail in data validation and report generation. The work emphasized accuracy and completeness, supporting robust analytics and project readiness for subsequent phases.