Question 3 | ||||||||||
Using the data set below, determine if there is a difference in the method of advertisement strategies employed via sample products in (1) all color, (2) all black-and-white, and (3) a combination of both. Utilize the appropriate statistical test to examine if the three formats differ in attactiveness, and explain the results you achieve as to whether or not this is the case. | ||||||||||
Color | B & W | Combo | ||||||||
10 | 4 | 9 | ||||||||
8 | 5 | 8 | ||||||||
7 | 4 | 8 | ||||||||
8 | 3 | 9 | ||||||||
9 | 3 | 8 | ||||||||
6 | 4 | 7 | ||||||||
7 | 5 | 8 | ||||||||
6 | 6 | 9 | ||||||||
6 | 5 | 9 | ||||||||
7 | 7 | 10 | ||||||||
8 | 6 | 10 | ||||||||
7 | 5 | 9 | ||||||||
6 | 4 | 8 | ||||||||
5 | 5 | 9 | ||||||||
6 | 4 | 10 | ||||||||
7 | 4 | 10 | ||||||||
7 | 3 | 8 |
Anova one way is used as there is one factor having more than 2 levels
Anova: Single Factor | ||||||
SUMMARY | ||||||
Groups | Count | Sum | Average | Variance | ||
Color | 17 | 120 | 7.058824 | 1.558824 | ||
B & W | 17 | 77 | 4.529412 | 1.264706 | ||
Combo | 17 | 149 | 8.764706 | 0.816176 | ||
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Between Groups | 154.3922 | 2 | 77.19608 | 63.62828 | 3.17E-14 | 3.190727 |
Within Groups | 58.23529 | 48 | 1.213235 | |||
Total | 212.6275 | 50 |
p-value = 0.0000 < alpha
hence reject the null hypothesis
we conclude that there is evidence that there is difference in means for different levels
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