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Consider the following data for a dependent variable yand two independent variables,
x1
and
x2.
x1 | x2 | y |
---|
30 | 12 | 93 |
47 | 10 | 108 |
25 | 17 | 112 |
51 | 16 | 178 |
40 | 5 | 94 |
51 | 19 | 175 |
74 | 7 | 170 |
36 | 12 | 117 |
59 | 13 | 142 |
76 | 16 | 210 |
The estimated regression equation for these data is
ŷ = −18.21 + 2.01x1 +4.72x2.
Here, SST = 15,134.9, SSR = 13,994.6,
sb1 =0.2482,
and
sb2 =0.9524.
(a)
Test for a significant relationship among
x1,x2, and y.
Use α = 0.05.
State the null and alternative hypotheses.
H0: β1 >β2
Ha: β1 ≤β2H0:β1 = β2 = 0
Ha: One or more of the parameters is not equalto zero.     H0:β1 ≠0 and β2 ≠0
Ha: One or more of the parameters is equal tozero.H0: β1 ≠0 andβ2 = 0
Ha: β1 = 0 andβ2 ≠0H0:β1 < β2
Ha: β1 ≥β2
Find the value of the test statistic. (Round your answer to twodecimal places.)
Find the p-value. (Round your answer to three decimalplaces.)
p-value =
State your conclusion.
Reject H0. There is sufficient evidence toconclude that there is a significant relationship among thevariables.Do not reject H0. There isinsufficient evidence to conclude that there is a significantrelationship among the variables.     Donot reject H0. There is sufficient evidence toconclude that there is a significant relationship among thevariables.Reject H0. There is insufficientevidence to conclude that there is a significant relationship amongthe variables.
(b)
Is
β1
significant? Use α = 0.05.
State the null and alternative hypotheses.
H0: β1 = 0
Ha: β1 ≠0H0: β1 < 0
Ha: β1 ≥0     H0:β1 > 0
Ha: β1 ≤0H0: β1 = 0
Ha: β1 >0H0: β1 ≠0
Ha: β1 = 0
Find the value of the test statistic. (Round your answer to twodecimal places.)
Find the p-value. (Round your answer to three decimalplaces.)
p-value =
State your conclusion.
Reject H0. There is sufficient evidence toconclude that β1 is significant.RejectH0. There is insufficient evidence to concludethat β1 issignificant.     Do not rejectH0. There is sufficient evidence to concludethat β1 is significant.Do not rejectH0. There is insufficient evidence to concludethat β1 is significant.
(c)
Is
β2
significant? Use α = 0.05.
State the null and alternative hypotheses.
H0: β2 < 0
Ha: β2 ≥0H0: β2 > 0
Ha: β2 ≤0     H0:β2 ≠0
Ha: β2 =0H0: β2 = 0
Ha: β2 ≠0H0: β2 = 0
Ha: β2 > 0
Find the value of the test statistic. (Round your answer to twodecimal places.)
Find the p-value. (Round your answer to three decimalplaces.)
p-value =
State your conclusion.
Reject H0. There is sufficient evidence toconclude that β2 is significant.Do not rejectH0. There is sufficient evidence to concludethat β2 issignificant.     Do not rejectH0. There is insufficient evidence to concludethat β2 is significant.RejectH0. There is insufficient evidence to concludethat β2 is significant.