In: Statistics and Probability
A PEW Research Center survey concentrated on the issue of weight loss. It investigates how many pounds heavier the respondents were than their perceived ideal weight. It investigated whether these perceptions differed among regions of the country and gender of the respondants. The following data (pounds) reflect the survey results.
Region
Gender West Midwest South Northeast
Men 14 18 15 16
13 16 15 14
Women 16 20 17 17
13 18 17 13
Anova: Two-Factor With Replication | ||||||
SUMMARY | West | Midwest | South | Northeast | Total | |
Men | ||||||
Count | 2 | 2 | 2 | 2 | 8 | |
Sum | 27 | 34 | 30 | 30 | 121 | |
Average | 13.5 | 17 | 15 | 15 | 15.125 | |
Variance | 0.5 | 2 | 0 | 2 | 2.410714 | |
Women | ||||||
Count | 2 | 2 | 2 | 2 | 8 | |
Sum | 29 | 38 | 34 | 30 | 131 | |
Average | 14.5 | 19 | 17 | 15 | 16.375 | |
Variance | 4.5 | 2 | 0 | 8 | 5.696429 | |
Total | ||||||
Count | 4 | 4 | 4 | 4 | ||
Sum | 56 | 72 | 64 | 60 | ||
Average | 14 | 18 | 16 | 15 | ||
Variance | 2 | 2.666667 | 1.333333 | 3.333333 | ||
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Gender | 6.25 | 1 | 6.25 | 2.631579 | 0.143415 | 5.317655 |
Region | 35 | 3 | 11.66667 | 4.912281 | 0.031947 | 4.066181 |
Interaction | 2.75 | 3 | 0.916667 | 0.385965 | 0.766242 | 4.066181 |
Within | 19 | 8 | 2.375 | |||
Total | 63 | 15 |
a. Since P-value corresponding interaction between Region and Gender=0.766242>0.05 so there is no significant interaction between Region and Gender.
b. Since P-value corresponding region=0.031947<0.05 so there exists significant differences among the discrepancy between the average existing and desired weights in the regions.
c. Since P-value corresponding Gender=0.143415>0.05 so gender factor is insignificant.