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The Results of a Multiple Regression Model to Predict the Job

Question 34

Multiple Choice

The results of a multiple regression model to predict the job performance of new hires based on age, GPA and gender (female = 1 and male = 0 are shown below. At α =.05 we can conclude that The regression equation is
Job\mathrm { Job } Performance =60.8+4.80Age+1.44GPA+9.06= - 60.8 + 4.80 \mathrm { Age } + 1.44 \mathrm { GPA } + 9.06 Gender
 Predictor  Coef  SE Coef  T  P  Constant 60.7622.492.700.012 Age 4.8021.1774.080.000 GPA 1.4432.3790.610.549 Gender 9.0602.3143.920.001S=5.56691RSq=77.7%\begin{array} { l r r r r } \text { Predictor } & \text { Coef } & \text { SE Coef } & \text { T } & \text { P } \\ \text { Constant } & - 60.76 & 22.49 & - 2.70 & 0.012 \\ \text { Age } & 4.802 & 1.177 & 4.08 & 0.000 \\ \text { GPA } & 1.443 & 2.379 & 0.61 & 0.549 \\ \text { Gender } & 9.060 & 2.314 & 3.92 & 0.001 \\ \mathbf { S } = 5.56691 & \mathbf { R } - \mathrm { Sq } = & 77.7 \% \end{array}


A) Age is not a significant variable in predicting job performance.
B) GPA is a significant variable in predicting job performance.
C) The regression coefficient associated with GPA is significantly different fromZero.
D) Gender is a significant variable in predicting job performance.
E) The regression coefficient associated with Age is not significantly different fromZero.

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