During October 2024, Bastien Berrand enhanced the report presentation and statistical outputs for the MarieEtienne/2024_MODE_OCR repository. He focused on improving the clarity and consistency of analytics by adding a global conclusion, numbering figures, and refining the layout and statistical results presentation. Using R and leveraging his skills in data analysis and statistical modeling, Bastien ensured that figures were properly referenced and that the report rendering process was more robust. His work addressed business needs for clearer analytics outputs, reduced downstream rework, and improved quality assurance and documentation, supporting faster validation and more effective communication with project stakeholders.