For Question 1, we interpret the ( b_{1} ) coefficient as an estimate of the change in ( y ) corresponding to a one-unit change in ( x_{i} ) when all other independent variables are held constant. an estimate of the change in ( y ) corresponding to the change in the coefficient of determination. an estimate of the change in ( y ) corresponding to the particular coefficient change in each independent variable. an estimate of the change in ( y ) corresponding to a one-unit change in ( x_{i} ) when all other independent variables are negative.

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For Question 1, we interpret the b coefficient as an estimate of the change in y corresponding to a one-unit change in ; when all other independent variables are held constant. an estimate of the change in y corresponding to the change in the coefficient of determination. an estimate of the change in y corresponding to the particular coefficient change in each independent variable. an estimate of the change in y corresponding to a one-unit change in ; when all other independent variables are negative. For Question 1, we interpret the b coefficient as an estimate of the change in y corresponding to a one-unit change in ; when all other independent variables are held constant. an estimate of the change in y corresponding to the change in the coefficient of determination. an estimate of the change in y corresponding to the particular coefficient change in each independent variable. an estimate of the change in y corresponding to a one-unit change in ; when all other independent variables are negative.