Suppose data on advertising expenditures and revenue (both in thousands of dollars) for a certain restaurant follow. Advertising Expenditures Revenue 1 18 32 4 43 41 10 52 14 53 20 55 (a) Let x equal advertising expenditures (in thousands of dollars) and y equal revenue (in thousands of dollars). Use the method of least squares to develop a straight line approximation of the relationship between the two variables. (Round your numerical values to two decimal places.) ŷ = (b) Test whether revenue and advertising expenditures (both in thousands of dollars) are related at a 0.05 level of significance. (Use the F test.) State the and hypotheses. Ho: B z 0 Hg: B < 0 Ho: B = 0 Hoi Bo # 0 Hg: Bo = 0 Ho: Bq # 0 Hg: Bq = 0 Ho: Bo = 0 H: Bo # 0

Linear Algebra: A Modern Introduction
4th Edition
ISBN:9781285463247
Author:David Poole
Publisher:David Poole
Chapter7: Distance And Approximation
Section7.3: Least Squares Approximation
Problem 57EQ
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Suppose data on advertising expenditures and revenue (both in thousands of dollars) for a certain restaurant follow.
Advertising
Expenditures
Revenue
1
18
2
32
4
43
6.
41
10
52
14
53
55
(a) Let x equal advertising expenditures (in thousands of dollars) and y equal revenue (in thousands of dollars). Use the method of least squares to develop a straight line approximation of the
relationship between the two variables. (Round your numerical values to two decimal places.)
(b) Test whether revenue and advertising expenditures (both in thousands of dollars) are related at a 0.05 level of significance. (Use the F test.)
State the null and alternative hypotheses.
Ho: B, 2 0
Ha: P1 <0
O Hoi B1
= 0
Ha: B1
+ 0
Ho: Po # 0
= 0
Ho: B1 + 0
Ha: B1
O Hoi Po
Ha: Po + 0
= 0
20
Transcribed Image Text:Suppose data on advertising expenditures and revenue (both in thousands of dollars) for a certain restaurant follow. Advertising Expenditures Revenue 1 18 2 32 4 43 6. 41 10 52 14 53 55 (a) Let x equal advertising expenditures (in thousands of dollars) and y equal revenue (in thousands of dollars). Use the method of least squares to develop a straight line approximation of the relationship between the two variables. (Round your numerical values to two decimal places.) (b) Test whether revenue and advertising expenditures (both in thousands of dollars) are related at a 0.05 level of significance. (Use the F test.) State the null and alternative hypotheses. Ho: B, 2 0 Ha: P1 <0 O Hoi B1 = 0 Ha: B1 + 0 Ho: Po # 0 = 0 Ho: B1 + 0 Ha: B1 O Hoi Po Ha: Po + 0 = 0 20
Find the value of the test statistic. (Round your answer to two decimal places.)
Find the p-value. (Round your answer to three decimal places.)
p-value
State your conclusion.
Reject Ho. We cannot conclude that the relationship between advertising expenditures and revenue (both in thousands of dollars) is significant.
Do not reject Ho. We conclude that the relationship between advertising expenditures and revenue (both in thousands of dollars) is significant.
Reject Ho. We conclude that the relationship between advertising expenditures and revenue (both in thousands of dollars) is significant.
Do not reject Ho: We cannot conclude that the relationship between advertising expenditures and revenue (both in thousands of dollars) is significant.
0.
Transcribed Image Text:Find the value of the test statistic. (Round your answer to two decimal places.) Find the p-value. (Round your answer to three decimal places.) p-value State your conclusion. Reject Ho. We cannot conclude that the relationship between advertising expenditures and revenue (both in thousands of dollars) is significant. Do not reject Ho. We conclude that the relationship between advertising expenditures and revenue (both in thousands of dollars) is significant. Reject Ho. We conclude that the relationship between advertising expenditures and revenue (both in thousands of dollars) is significant. Do not reject Ho: We cannot conclude that the relationship between advertising expenditures and revenue (both in thousands of dollars) is significant. 0.
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