In interpreting the multiple regression equation,it can be a mistake to conclude that one independent variable is more important than another just because its partial regression coefficient happens to be large.

Question

Quizplus · Accepted Answer

A large partial regression coefficient indicates a strong relationship between that independent variable and the dependent variable, but it does not necessarily mean that it is more important than other independent variables. The importance of each independent variable should be evaluated based on a combination of statistical significance, theoretical relevance, and practical implications.

In Interpreting the Multiple Regression Equation,it Can Be a Mistake