The following data on price ($) and the overall score for 6
stereo headphones that were tested by Consumer Reports were as
follows.
Brand | Price | Score |
Bose | 180 | 76 |
Scullcandy | 160 | 77 |
Koss | 95 | 63 |
Phillips/O'Neill | 70 | 56 |
Denon | 80 | 50 |
JVC | 35 | 26 |
a. Does the t test indicate a significant relationship between price and the overall score?
The test t-Conclusion at α = .05
t = (to 2 decimal places.)
p-value is - Select your answer -less than .02between .02
and .05between .05 and .1between .1 and .2greater than .2Item 2
What is your conclusion? Use α = .05.
- Select your answer -There is a significant relationship between
price and overall scoreThere is no significant relationship between
price and overall scoreItem 3 .
b. Test for a significant relationship using
the F test.
p-value is - Select your answer -less than .01between .01
and .025between .025 and .05between .05 and .1greater than .1Item
4
What is your conclusion? Use α = .05.
Because p-value is - Select your answer -greater than or equal toless than or equal toequal toItem 5 .05, we - Select your answer -acceptrejectItem 6 H0: β1 is - Select your answer -greater than or equal to zeroless than or equal to zeroequal to zeroItem 7 .
c. Show the ANOVA table for these data. Round your answers to three decimal places, if necessary.
Source of Variation |
Sum of Squares |
Degrees of Freedom |
Mean Square |
F |
p-value |
Regression | - Select your answer -less than .01between .01 and .025between .025 and .05between .05 and .1greater than .1Item 12 | ||||
Error | |||||
Total |
Applying regression on above data:
df | SS | MS | F | Significance F | |
Regression | 1 | 1522.3482 | 1522.3482 | 21.7749 | 0.0095 |
Residual | 4 | 279.6518 | 69.9129 | ||
Total | 5 | 1802.0000 | |||
Coefficients | Standard Error | t Stat | P-value | ||
Intercept | 25.5985 | 7.7373 | 3.3084 | 0.0297 | |
Price | 0.3136 | 0.0672 | 4.6664 | 0.0095 |
a)
test statistic t =4.67
p-value is -less than 0.02
-There is a significant relationship between price and overall score
b)
p-value is less than .01
Because p-value is less than or equal to 0.05 , reject Ho, β1 is equal to zero
7)
c)
SS | df | MS | F | Significance F | |
Regression | 1522.348 | 1 | 1522.348 | 21.775 | less than 0.01 |
Residual | 279.652 | 4 | 69.913 | ||
Total | 1802.000 | 5 |
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