In: Statistics and Probability
The following data on price ($) and the overall score for 6
stereo headphones that were tested by Consumer Reports
were as follows.
a. Does the t test indicate a significant relationship between price and the overall score? The test t-Conclusion at = .05 t = (to 2 decimal places.) p-value is - Select your answer -less than .01between .01 and .025between .025 and .05between .05 and .1greater than .1Item 2 What is your conclusion? Use = .05. b. Test for a significant relationship using
the F test. What is your conclusion? Use = .05. Because p-value is - Select your answer -greater than or equal to less than or equal to equal to Item 5 .05, we - Select your answer -accept reject Item 6 H 0: β 1 is - Select your answer -greater than or equal to zero less than or equal to zero equal to zero Item 7 . c. Show the ANOVA table for these data. Round your answers to three decimal places, if necessary.
|
x | y | (x-x̅)² | (y-ȳ)² | (x-x̅)(y-ȳ) |
186 | 78 | 6724.00 | 441.00 | 1722.00 |
162 | 78 | 3364.00 | 441.00 | 1218.00 |
90 | 60 | 196.00 | 9.00 | -42.00 |
78 | 54 | 676.00 | 9.00 | 78.00 |
72 | 42 | 1024.00 | 225.00 | 480.00 |
36 | 30 | 4624.00 | 729.00 | 1836.00 |
ΣX | ΣY | Σ(x-x̅)² | Σ(y-ȳ)² | Σ(x-x̅)(y-ȳ) | |
total sum | 624 | 342 | 16608 | 1854.000 | 5292.000 |
mean | 104.000 | 57.000 | SSxx | SSyy | SSxy |
sample size , n = 6
here, x̅ = Σx / n= 104.00 ,
ȳ = Σy/n = 57.00
SSxx = Σ(x-x̅)² = 16608.0000
SSxy= Σ(x-x̅)(y-ȳ) = 5292.0
estimated slope , ß1 = SSxy/SSxx = 5292.0
/ 16608.000 = 0.31864
intercept, ß0 = y̅-ß1* x̄ =
23.86127
so, regression line is Ŷ =
23.86 + 0.3186 *x
SSE= (SSxx * SSyy - SS²xy)/SSxx =
167.7486
std error ,Se = √(SSE/(n-2)) =
6.4759
---------------
a)
Ho: ß1= 0
H1: ß1╪ 0
n= 6
alpha = 0.05
estimated std error of slope =Se(ß1) = Se/√Sxx =
6.476 /√ 16608.00 =
0.0503
t stat = estimated slope/std error =ß1 /Se(ß1) =
0.3186 / 0.0503
= 6.34
p-value is-less than .01
There is a significant relationship between price and overall score
b)
p-value is-less than .01
we -reject H 0: β 1 is greater than or equal to zero
c)
Anova table | |||||
variation | SS | df | MS | F-stat | p-value |
regression | 1686.251 | 1 | 1686.251 | 40.209 | less than 0.01 |
error, | 167.749 | 4 | 41.937 | ||
total | 1854.000 | 5 |