During December 2024, Maduranma focused on improving the reliability of cheating detection metrics within the GulfOfMexico repository. Addressing a bug in the end-of-test skip count, Maduranma updated the analytics to accurately reflect changes in test results, ensuring that the metric now aligns with current data. The work involved careful documentation and validation through targeted tests, integrating the fix into the existing metrics pipeline. Using Markdown for documentation and collaborating within the established analytics framework, Maduranma’s efforts enhanced the accuracy and integrity of reporting. The depth of the work lay in refining a critical metric rather than introducing new features.