Question

In: Statistics and Probability

​Seventy-eight people participated in a study of weight loss with a specified diet. The following table...

​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.

Solutions

Expert Solution

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

THANKS

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