Homework to be checked and reviewed for correctness.
The following data was collected for linear regression analysis. Becky wants to use shoe size to predict a person's GPA.
Shoe Size | 6 | 11 | 5 | 10 | 8 | 9 | 12 | 6.5 | 7.5 |
GPA | 2.1 | 2.9 | 4 | 3 | 1.5 | 2.4 | 3.5 | 1.98 | 3.88 |
A. Find r, using your calculator.
B) Do a hypothesis test on whether there is significant linear correlation? a = 0.01 When you find the test statistic, find it by hand using the appropriate t formula.
C) Let GPA be the dependent variable; Using your calculator, give the regression equation.
D) Predict the GPA of a person with a shoe size of 7. Is this prediction valid according to the results of the hypothesis test in part b? EXPLAIN.
Ans:
a)
Correlation coefficient,r=0.095
b)n=9
Test statistic:
t=0.095*sqrt((9-2)/(1-0.095^2))
t=0.252
df=9-2=7
p-value=tdist(0.252,7,2)=0.8083
As,p-value>0.01,we fail to reject H0 and conclude that there is not significant linear correlation.
c)
Regression equation:
y'=0.0353 x+2.5127
d)
when shoe size=7
predicted GPA=0.0353*7+2.5127=2.7598
It is not a valid prediction,as linear correlation is not significant in part b.
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