The Purpose of Data Cleaning and Preparation

A defensible R workflow answers several questions: What was the raw input? What script was run? What rules were applied? Which records were flagged? Which outputs were produced? Which values were changed, derived, or recoded? Which decisions required human review? These questions connect directly to Good Clinical Practice, data integrity expectations, and clinical data management good practice.