
Null Hypothesis: There is no relationship/link between the two categorical variables.
Alternative Hypothesis: There is a relationship/link between the two categorical variables.
If the P-value of Pearson's Chi2 is less than 0.05, we reject the null hypothesis. In that case, we have sufficient evidence that there is a relationship/link between two categorical variables.