In: Statistics and Probability
Seventy-eight people participated in a study of weight loss with a specified diet. The following table lists the amount of weight loss for randomly selected participants when they followed the diet, catagorized by age group.
Age Group |
16 - 25 |
26 - 35 |
36 - 45 |
46 - 55 |
Data |
4.2 7.0 5.4 3.4 2.4 |
8.5 1.9 5.3 3.3 1.1 2.7 0.9 |
1.7 4.5 9.2 0 3.5 -2.1 |
3.0 0.6 3.6 5.8 0.7 |
Is there evidence that different age groups have different amounts of weight loss?
Provide answers to the following question.
a. State the null and the alternative hypothesis for the test at the α=0.01 level.
b. Name the test, list the test statistic and the p-value for the test.
c. State the conclusion of the test in context of the problem.
a)
Ho: µ1=µ2=µ3
H1: not all means are equal
b)
One Way ANOVA
count, ni = | 5 | 7 | 6 | 5 | ||
mean , x̅ i = | 4.480 | 3.39 | 2.80 | 2.74 | ||
std. dev., si = | 1.787 | 2.705 | 3.934 | 2.17 | ||
sample variances, si^2 = | 3.192 | 7.318 | 15.480 | 4.728 | ||
total sum | 22.4 | 23.7 | 16.8 | 13.7 | 76.6 | (grand sum) |
grand mean , x̅̅ = | Σni*x̅i/Σni = | 3.33 |
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² | 1.322 | 0.003 | 0.281 | 0.349 | |
TOTAL | |||||
SS(between)= SSB = Σn( x̅ - x̅̅)² = | 6.608 | 0.021 | 1.688 | 1.743 | 10.06012 |
SS(within ) = SSW = Σ(n-1)s² = | 12.768 | 43.909 | 77.400 | 18.912 | 152.9886 |
no. of treatment , k = 4
df between = k-1 = 3
N = Σn = 23
df within = N-k = 19
mean square between groups , MSB = SSB/k-1 =
3.3534
mean square within groups , MSW = SSW/N-k =
8.0520
F-stat = MSB/MSW = 0.4165
P value = 0.7432
SS | df | MS | F | p-value | ||
Between: | 10.06 | 3 | 3.35 | 0.42 | 0.7432 | |
Within: | 152.99 | 19 | 8.05 | |||
Total: | 163.05 | 22 | ||||
α = | 0.01 | |||||
conclusion : | p-value>α , do not reject null hypothesis |
c)
There is not sufficient evidence that means weight loss are different for age groups
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