Worked on the MarieEtienne/2024_MODE_OCR repository to enhance the R Markdown report generation pipeline, focusing on delivering a robust HTML output path for analysis-ready reports. Improved the rendering of R Markdown chunks for better readability and introduced configuration options for data loading and processing, streamlining the preparation phase for OCR modeling workflows. Addressed YAML configuration issues to ensure reproducible builds and reduce manual intervention during report generation. Leveraged R, R Markdown, and Markdown to standardize outputs and accelerate delivery. The work emphasized data analysis, data visualization, and documentation, resulting in a more efficient and reliable reporting process for the project.