A log transform compresses large values more than small ones. That makes right-skewed data easier to inspect and sometimes easier to model.

In multiplicative data, equal steps on the log scale correspond to equal ratios in the original scale.

This is useful when raw values span several orders of magnitude, such as population counts, concentrations, or signal strengths.