In this video, the teacher explains how to compare two data sets using comparative box plots. They discuss the elements of a box plot, such as the minimum, maximum, median, lower quartile, upper quartile, and interquartile range. The teacher then provides examples of comparative box plots, demonstrating how to analyze and compare the data sets.