Question

In: Statistics and Probability

For 5 students, scores on a math test (X) and statistics (Y) are given as follows:...

For 5 students, scores on a math test (X) and statistics (Y) are given as follows:

X: 95 85 80 70 55

Y: 85 75 70 75 65

a) Fit the regression line

b) Test the model

c) Find the 90% Confidence Interval?

d) For a student who has a math score 75, estimate her/his statistics grade?

Solutions

Expert Solution

Regression Analysis
0.724
r   0.851
Std. Error   4.495
n   5
k   1
Dep. Var. y
ANOVA table
Source SS   df   MS F p-value
Regression 159.3817 1   159.3817 7.89 .0674
Residual 60.6183 3   20.2061
Total 220.0000 4  
Regression output confidence interval
variables coefficients std. error    t (df=3) p-value 90% lower 90% upper
Intercept 42.1237 11.53 3.65 0.04 15.00 69.25
x 0.4140 0.1474 2.809 .0674 0.0671 0.7609
Predicted values for: y
90% Confidence Interval 90% Prediction Interval
x Predicted lower upper lower upper Leverage
75 73.172 68.391 77.954 61.563 84.781 0.204

a) Fit the regression line

y= 42.1237+0.4140x

b) Test the model

Since P value=0.0674>alpha(0.10) . We fail to reject the null hypothesis.

c) Find the 90% Confidence Interval?

(0.0671,0.7609)

d) For a student who has a math score 75, estimate her/his statistics grade?

73.172


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