In this lesson, students learn how to identify the type of association between two variables in bivariate measurement data by constructing a line of best fit on a scatterplot. The video explains that an association can be positive or negative depending on whether both variables increase or decrease together. Real data examples are provided to help students understand how to interpret scatterplots and determine the type of association.