Worked on enhancing report presentation and statistical analysis for the MarieEtienne/2024_MODE_OCR repository, focusing on improving the clarity and usability of analytics outputs. Leveraged R programming and statistical modeling to add a global conclusion, number figures, and refine the layout for more consistent report rendering. Addressed layout quirks and ensured that all figures were properly referenced, supporting clearer communication of results. Emphasized data analysis best practices and improved documentation to streamline quality assurance and stakeholder validation. The work delivered a more robust and maintainable reporting workflow, reducing the potential for downstream rework and aligning outputs with evolving business requirements.