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Multiple linear regression model is used to predict annual income (Y) using numb

ID: 3384749 • Letter: M

Question

Multiple linear regression model is used to predict annual income (Y) using number of years of education (X1) and number of years employed in current job (X2) using a 5% level of significance. Regarding coefficient of determination:

Select one:

a. It is possible that coefficient of determination is equal to 0.30 in a simple linear regression model using only X1, and equal to 0.26 in a multiple linear regression using both X1 and X2.   

b. It is impossible that coefficient of determination is equal to 0.30 in a simple linear regression model using only X1, and equal to 0.26 in a multiple linear regression using both X1 and X2.

Explanation / Answer

The correct option is (b)

It is impossible that coefficient of determination is equal to 0.30 in a simple linear regression model using only X1, and equal to 0.26 in a multiple linear regression using both X1 and X2.