Worked on the DSACMS/iv-cbv-payroll repository to enhance analytics reliability by addressing a critical bug affecting event tracking. Focused on backend development using Ruby, the work involved refining the polling mechanism to prevent duplicate page view events during data collection, ensuring that only the initial page load was tracked. This approach improved the accuracy of analytics dashboards and supported better business decision-making by delivering cleaner, more trustworthy metrics. No new features were introduced during this period, as the primary emphasis was on maintaining data integrity and reliability within the payroll analytics system through targeted bug resolution and robust API development practices.