What is the primary purpose of the Chi Square Test for Independence?

• A. To assess the goodness of fit of a model.
• B. To predict the value of a dependent variable based on an independent variable.
• C. To compare the means of two independent groups.
• D. To determine if there is a significant association between two categorical variables.

Answer: (D)