Question

In: Statistics and Probability

Suppose we collected three groups of exam scores: each group has 10 persons, the exam average...

Suppose we collected three groups of exam scores: each group has 10 persons, the exam average score within each group is 15, 20, 25 respectively, and the sample standard deviation within each group is always 5. Using ANOVA and F-test, compute the p-value for testing H0 : miu1 = miu2 = miu3 for the three groups

Solutions

Expert Solution

Group 1 Group 2 Group 3 Total
Count, n 10 10 10 30
Average 15 20 25
Sum = n*average 150 200 250 600
Standard deviation, s 5 5 5

Number of treatment, k =        3
Total sample Size, N =       30
      
df(between) = k-1 =       2
df(within) = N-k =       27
df(total) = N-1 =       29
      
SS(between) = (Sum1)²/n1 + (Sum2)²/n2 + (Sum3)²/n3 - (Grand Sum)²/ N =       500
SS(within) = s12(n-1) + s22(n-1) + s32​​​​​​​(n-1) =        675
SS(total) = SS(between) + SS(within) =       1175
      
MS(between) = SS(between)/df(between) =       250
MS(within) = SS(within)/df(within) =       25
      
F = MS(between)/MS(within) =    10
p-value = F.DIST.RT(10, 2, 27 ) =  0.00056

Source of variation SS df MS F P-value
Between Groups 500 2 250 10 0.00056
Within Groups 675 27 25
Total 1175 29

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