I conducted this case study to demonstrate how I can transform a messy dataset into actionable insights. I chose the Red Wine Quality dataset, which originally contained issues such as inconsistent column names, missing values, and unscaled variables. My goal was to walk through the full data science workflow, from cleaning to modeling to interpretation.