Tweak the data, boost the model

As a decision scientist at a retail analytics company, you're working to enhance sales prediction models. One of the best ways to improve both model performance and interpretability is through thoughtful feature transformations. These help manage extreme values, align feature scales, and capture patterns in customer behavior that might otherwise be missed.

In this exercise, your task is to match each transformation to the scenario where it is most effective.