A multiple regression model has the form y^=b0+b1x1+b2x2 The coefficient b1 is interpreted as the: A. change in y per unit change in x1, holding x2 constant B. change in the average value of y per unit change in x1, holding x2 constant C. change in y per unit change in x1, when x1 and x2 values are correlated D. change in y per unit change in x1

Glencoe Algebra 1, Student Edition, 9780079039897, 0079039898, 2018
18th Edition
ISBN:9780079039897
Author:Carter
Publisher:Carter
Chapter4: Equations Of Linear Functions
Section4.5: Correlation And Causation
Problem 2AGP
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A multiple regression model has the form

y^=b0+b1x1+b2x2

The coefficient b1 is interpreted as the:
A. change in y per unit change in x1, holding x2 constant
B. change in the average value of y per unit change in x1, holding x2 constant
C. change in y per unit change in x1, when x1 and x2 values are correlated
D. change in y per unit change in x1

If multicollinearity exists among the independent variables included in a multiple regression model, the:
A. multiple coefficient of determination will assume a value close to zero
B. standard errors of the regression coefficients for the correlated independent variables will increase
C. regression coefficients will be difficult to interpret
D. regression coefficients will be difficult to interpret and the standard errors of the regression coefficients for the correlated independent variables will increase

please explain which answer is correct and why

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