Stem and leaf plots provide a concise way to represent and compare numerical data. They organize values into "stems" and "leaves" with the stems forming groups and the leaves providing the actual values within each group. The document provides examples of stem and leaf plots showing Babe Ruth's home runs by year and the ages of US presidents at their first inauguration.