Question

In: Statistics and Probability

Using the data below, perform a two-way ANOVA. Test the hypothesis of interaction at the 1%...

Using the data below, perform a two-way ANOVA. Test the hypothesis of interaction at the 1% level of significance. Also, use a 1% level of significance to test the null hypotheses of equal column and equal row means.

Factor

Level 1

Level 2

Level A

14

16

18

12

16

16

Level B

10

12

16

12

12

14

Solutions

Expert Solution

Step 1: Set the null and alternative hypothesis

Row effect:   H0: All the row means are equal

H1: All the row means are not equal

Column effect:   H0: All the column means are equal

H1: All the column means are not equal

Interaction effect: H0: Interaction effects are zero

H1: Interaction effect is not zero

Step2:  Determine the appropriate statistical test

F-test statistics in two-way ANOVA

Step3:  Set the level of significance

Let  

Step4:  Collect the sample data

Factor Level 1 Level 2
Level A 14 16 18 12 16 16
Level B 10 12 16 12 12 14
14.33 13.67

Step5:  Analyse the data

Let c be the number of column treatments, r be the number of row treatments, n the number of observations in each cell, N be total number of observations.

The ANOVA summary table is

Source SS df MS F P
Rows 21.33 1 21.33 4.27 0.0726
Columns 1.33 1 1.33 0.27 0.6174
Interaction 1.34 1 1.34 0.27 0.6174
Error 40 8 5
Total 64 11

Step6: Arrive at a statistical conclusion

As the p-value is greater than 0.01 for all rows, columns, interaction. Thus, reject all null hypothesis.


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