Consider the following data on price ($) and the overall score for six stereo headphones tested by a certain magazine. The overall score is based on sound quality and effectiveness of ambient noise reduction. Scores range from 0 (lowest) to 100 (highest). Brand Price ($) Score A 180 78 B 150 73 C 95 63 D 70 58 E 70 40 F 35 24
Consider the following data on price ($) and the overall score for six stereo headphones tested by a certain magazine. The overall score is based on sound quality and effectiveness of ambient noise reduction. Scores range from 0 (lowest) to 100 (highest). Brand Price ($) Score A 180 78 B 150 73 C 95 63 D 70 58 E 70 40 F 35 24
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
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Question
Consider the following data on price ($) and the overall score for six stereo headphones tested by a certain magazine. The overall score is based on sound quality and effectiveness of ambient noise reduction. Scores range from 0 (lowest) to 100 (highest).
Brand | Price ($) | Score |
---|---|---|
A | 180 | 78 |
B | 150 | 73 |
C | 95 | 63 |
D | 70 | 58 |
E | 70 | 40 |
F | 35 | 24 |
(a) The estimated regression equation for this data is
ŷ = 22.054 + 0.339x,
where x = price ($) and y = overall score. Does the t test indicate a significant relationship between price and the overall score? Use ? = 0.05.State the null and alternative hypotheses.??
-H0: ?0 = 0
Ha: ?0 ≠ 0
Ha: ?0 ≠ 0
-H0: ?1 = 0
Ha: ?1 ≠ 0
Ha: ?1 ≠ 0
-H0: ?0 ≠ 0
Ha: ?0 = 0
Ha: ?0 = 0
-H0: ?1 ≠ 0
Ha: ?1 = 0
Ha: ?1 = 0
-H0: ?1 ≥ 0
Ha: ?1 < 0
Ha: ?1 < 0
Find the value of the test statistic. (Round your answer to three decimal places.)
test statistic=??
Find the p-value. (Round your answer to four decimal places.)
p-value = ??
What is your conclusion?
-Do not reject H0. We conclude that the relationship between price ($) and overall score is significant.
-Reject H0. We conclude that the relationship between price ($) and overall score is significant.
- Reject H0. We cannot conclude that the relationship between price ($) and overall score is significant.
-Do not reject H0. We cannot conclude that the relationship between price ($) and overall score is significant.
(b)
Test for a significant relationship using the F test. Use ? = 0.05.
State the null and alternative hypotheses.
-H0: ?1 ≠ 0
Ha: ?1 = 0
Ha: ?1 = 0
-H0: ?0 ≠ 0
Ha: ?0 = 0
Ha: ?0 = 0
- H0: ?0 = 0
Ha: ?0 ≠ 0
Ha: ?0 ≠ 0
-H0: ?1 = 0
Ha: ?1 ≠ 0
Ha: ?1 ≠ 0
-H0: ?1 ≥ 0
Ha: ?1 < 0
Ha: ?1 < 0
Find the value of the test statistic. (Round your answer to two decimal places.)
Test statistic=??
Find the p-value. (Round your answer to three decimal places.)
p-value = ??
What is your conclusion?
-Do not reject H0. We conclude that the relationship between price ($) and overall score is significant.
-Do not reject H0. We cannot conclude that the relationship between price ($) and overall score is significant.
- Reject H0. We cannot conclude that the relationship between price ($) and overall score is significant.
-Reject H0. We conclude that the relationship between price ($) and overall score is significant.
(c)
Show the ANOVA table for these data. (Round your p-value to three decimal places and all other values to two decimal places.)
Source of Variation |
Sum of Squares |
Degrees of Freedom |
Mean Square |
F | p-value |
---|---|---|---|---|---|
Regression | ? | ? | ? | ? | ? |
Error | ? | ? | ? | ||
Total | ? | ? |
Expert Solution
Step 1
applying regression:
a)
null hypothesis:Ho: | β1 | = | 0 | |
Alternate Hypothesis: Ha: | β1 | ≠ | 0 |
test stat t = | β1/se(β1)= | = | 4.586 |
p value =0.010
reject Ho, we conclude.........
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