[ ] Check for outliers and decide on a strategy (removal, capping, robust scaling). - [ ] Apply appropriate scaling (standard, min-max, or robust) based on the model type. - [ ] Consider log or power transforms for skewed distributions. - [ ] Create domain-relevant interaction and ratio features.