During December 2024, Khan Sh worked on the Public-Health-Scotland/list-localities-profiles repository, focusing on improving the reliability of R Markdown summary tables used in stakeholder reports and dashboards. Addressing a data binding issue, Khan replaced bind_rows with rbind in the summary table generation process and implemented a row-count guard to ensure other_loc_values matched the number of indicators across demographics, housing, health, and emergency admissions. This fix, delivered using R, R Markdown, and Git, enhanced data integrity and reduced manual validation. The work demonstrated careful attention to data wrangling and reproducibility, resulting in more stable and accurate monthly reporting outputs.