During December 2024, Shiza Shakir updated the documentation for TheDataMine/the-examples-book repository to prepare for the Spring 2025 term. She focused on content management and documentation, using adoc to revise navigation structures and ensure syllabus information accurately reflected the upcoming academic period. Her work included reorganizing professional development links to streamline the onboarding process and improve user accessibility. By applying targeted commits, Shiza aligned the documentation with institutional needs, addressing both navigation and content accuracy. The scope of her contributions was focused and incremental, emphasizing clarity and usability rather than broad architectural changes, and did not involve bug fixes or feature expansion.