# Chapter 7 | Question 5

Which of the measures shows the proportion of variation in the response variable that is due to variation in the explanatory variables, while penalizing the model for variables that do not make a substantial contribution and too few observations?

*R ^{2}
*

adjusted *R ^{2}
*

F-ratio

degrees of freedom