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3. The following sample data stem from two-factor factorial study. a) b) c) Give the ANOVA model for the study. Prepare an es
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Answer #1

solution:

Given data:

3.

a)

The ANOVA model is:

Data = 8.833 - 0.333 Factor A_1 + 0.333 Factor A_2 - 0.833 Factor B_1 + 0.833 Factor B_2

b)

The plots are:

Interaction Plot by Factor 1 Cell Mean Factor A2 Factor A 1 o-Factor B1 * Factor B 2

Interaction Plot by Factor 2 Cell Mean Factor B 2 Factor B 1 -Factor A1 * Factor A 2

Yes, the factors interact.

c)

The ANOVA table is:

Source SS    df MS F    p-value
Factor 1 1.33 1 1.333 1.60 .2415
Factor 2 8.33 1 8.333 10.00 .0133
Interaction 85.33 1 85.333 102.40 7.77E-06
Error 6.67 8 0.833
Total 101.67 11

The hypothesis being tested is:

H0: There is no main effect of Factor A

Ha: There is a main effect of Factor A

The p-value is 0.2415.

Since the p-value (0.2415) is greater than the significance level (0.01), we cannot reject the null hypothesis.

Therefore, we cannot conclude that there is a main effect of Factor A.

The hypothesis being tested is:

H0: There is no main effect of Factor B

Ha: There is a main effect of Factor B

The p-value is 0.0133.

Since the p-value (0.0133) is greater than the significance level (0.01), we cannot reject the null hypothesis.

Therefore, we cannot conclude that there is a main effect of Factor B.

The hypothesis being tested is:

H0: There is no interaction effect

Ha: There is an interaction effect

The p-value is 0.0000.

Since the p-value (0.0000) is less than the significance level (0.01), we can reject the null hypothesis.

Therefore, we can conclude that there is an interaction effect.

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