As the analysis folder will involve multiple processes, it would be beneficial to implement a logging mechanism. Generating a log file will help keep track of all operations performed on the data, including key steps, transformations, and any potential issues. This will enhance reproducibility, improve debugging, and provide a clear record of the data processing workflow.