Cleaned and standardized a real-world global layoffs dataset using MySQL. Applied data cleaning techniques including removing duplicates using ROW_NUMBER() and CTEs, standardizing text fields and date formats, handling NULL and blank values, and dropping unnecessary columns to produce an analysis-ready dataset.