Worked on the GulfOfMexico repository to enhance the reliability of assessment analytics by correcting the calculation of cheating statistics in test results. Focused on improving data integrity, the developer updated Markdown-based documentation to clearly reflect these changes and ensured traceability by linking updates directly to issue #904. The technical approach centered on refining how user behavior was reported, specifically addressing inflated metrics caused by users skipping to the end of tests. By prioritizing documentation and data quality over new feature development, the work supported reproducibility and auditability, leveraging skills in documentation and version control to strengthen the project’s maintainability.