Question

The following three independent random samples are obtained from three normally distributed populations with equal variance.

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Answer #1

The Summary Statistics are given in the table below

Group 1 Group 2 Group 3
Total 95.5 83 89.25
n 7 7 7
Mean 13.64 11.86 12.75
Sum Of Squares 13.7322 18.3572 5.0000
Variance 2.2887 3.0595 0.8333
SD 1.5128 1.7491 0.9129

Mean

Group 1 = 13.64, Group 2 = 11.86 and Group 3 = 12.75

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Conducting the test at \alpha = 0.02

The Hypothesis:

H0: There is no difference between the means of the 3 groups \mu_1 =\mu_2 =\mu_3

Ha: The mean of at least one group is different from the others. \mu_i \neq \mu_j

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The ANOVA table is as below.

Source SS DF Mean Square F Fcv p
Between 11.16 2 5.58 2.74 4.90 0.0918
Within/Error 36.73 18 2.041
Total 47.89 20

The p value is calculated for F = 2.74 for df1 = 2 and df2 = 18

The F critical is calculated at \alpha = 0.02 for df1 = 2 and df2 = 18

  The Decision Rule:

If F test is > F critical, Then Reject H0.

Also if p-value is < \alpha , Then reject H0.

The Decision:

Since F test (2.74) is < F critical (4.9), We Fail to Reject H0.

Also since p-value (0.0918) is < \alpha (0.02), We Fail to Reject H0.

The Conclusion: There isn't sufficient evidence at the 98% level of significance to conclude that the mean of at least one group is different from the others.

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Calculations For the ANOVA Table:

Overall Mean : Since n is equal , the overall mean = mean of means

Overall Mean = (13.64 + 11.86 + 12.75) / 3 = 12.75

SS treatment = SUM [n* ( Individual Mean - overall mean)2] = 7 * (13.64 - 12.75)2 + 7 * (11.86 - 12.75)2 + 7 * (12.75 - 12.75)2 = 11.16

df1 = k - 1 = 3 - 1 = 2

MSTR = SS treatment / df1 = 11.16 / 2 = 5.58

SS error = SUM (Sum of Squares) = 13.7322 + 18.3572 + 5 = 37.09

df2 = N - k = 21 - 3 = 18

Therefore MS error = SS error / df2 = 37.09 / 18 = 2.041

F = MSTR / MSE = 5.58 / 2.041 = 2.74

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