The following equation is the sample regression line and numbers in the parentheses are the standard errors for coefficients.
?̂ = 5.40 + 3.74 ∗ X ,? 2 = 0.26, ??? = 6.2
(3.1) (2.0)
(a) Interpret the meaning of ?0 and ?1.
(b)Construct the Z statistics to calculate the P-value to test the ?0: ?1 = 1 vs. ?1 ≠ 1 at the 5% level? Can we reject the null hypothesis?
(c) Construct a 90% confidence interval for ?1.
a)
o tells us that for x=0 ; expected value of Y is 5.40
1 indicate that for 1 unit increase in value of x ; expected increase in value of Y is 3.74
b)
z statistic =(b1-1)/sb1 =(3.74-1)/2 =1.37
for above test statistic ; p value =0.1706
as p value is greater than 0.05 level we can not reject the null hypothesis
c)
for 90% CI ; critical z =1.645
therefore 90% confidence interval =3.74 -/+1.645*2 = 0.45 to 7.03
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