Contributed documentation enhancements to the earthlab-education/Earth-Analytics-AY24 repository, focusing on improving reproducibility and knowledge transfer for analytical workflows. Developed two Markdown-based analysis posts that document redlining and habitat suitability studies, each providing direct links to corresponding Jupyter notebooks and live Markdown versions. Emphasized accessibility by ensuring that collaborators and future users can easily navigate between documentation and code artifacts. All updates were tracked through versioned commits, supporting robust traceability. Leveraged skills in documentation and Markdown to streamline onboarding and facilitate project understanding, with a technical approach centered on clear, accessible communication of analytical methods and results for the Earth Analytics AY24 project.