The document discusses the chi square test and its use in hypothesis testing. The chi square test involves a null hypothesis, which states there is no statistical significance between two variables, and an alternative hypothesis, which states there is a statistically significant relationship between the variables. It also uses a contingency table to organize counts of observations according to different categories or classifications.