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SCENARIO 13-8
It Is Believed That GPA (Grade Point Average

question 76

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SCENARIO 13-8
It is believed that GPA (grade point average, based on a four point scale) should have a positive linear
relationship with ACT scores. Given below is the Excel output for predicting GPA using ACT scores
based a data set of 8 randomly chosen students from a Big-Ten university. Regressing GPA on ACT
 Regression Statistics  Multiple R 0.7598 R Square 0.5774 Adjusted R Square 0.5069 Standard Error 0.2691 Observations 8\begin{array}{lr}\hline {\text { Regression Statistics }} \\\hline \text { Multiple R } & 0.7598 \\\text { R Square } & 0.5774 \\\text { Adjusted R Square } & 0.5069 \\\text { Standard Error } & 0.2691 \\\text { Observations } & 8\end{array}

ANOVA
df SS MSF Significance F Regression 10.59400.59408.19860.0286 Residual 60.43470.0724 Total 71.0287\begin{array}{lcccccr} & d f &{\text { SS }} & M S & F & \text { Significance } F \\\hline \text { Regression } & 1 & 0.5940 & 0.5940 & 8.1986 & 0.0286 \\\text { Residual } & 6 & 0.4347 & 0.0724 & & \\\text { Total } & 7 & 1.0287 & &\end{array}

 Coefficients  Standard Error t Stat  P-value  Lower 95%  Upper 95%  Intercept 0.56810.92840.61190.56301.70362.8398 ACT 0.10210.03562.86330.02860.01480.1895\begin{array}{lccccrr}\hline & \text { Coefficients } & \text { Standard Error } & t \text { Stat } & \text { P-value } & \text { Lower 95\% } & \text { Upper 95\% } \\\hline \text { Intercept } & 0.5681 & 0.9284 & 0.6119 & 0.5630 & -1.7036 & 2.8398 \\\text { ACT } & 0.1021 & 0.0356 & 2.8633 & 0.0286 & 0.0148 & 0.1895\end{array}

-Referring to Scenario 13-8, the value of the measured (observed) test statistic of the F-test for H0:β1=0 vs. H1:β10H _ { 0 } : \beta _ { 1 } = 0 \text { vs. } H _ { 1 } : \beta _ { 1 } \neq 0


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