A developmental psychologist is examining the development of language skills from age 2 to age 4. Three different groups of children are obtained, one for each age, with n = 18 children in each group. This data can be analyzed using a One Way ANOVA. Each child is given a language-skills assessment test. Answer the following questions

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A developmental psychologist is examining the development of language skills from age 2 to age 4. Three different groups of children are obtained, one for each age, with n = 18 children in each group. This data can be analyzed using a One Way ANOVA. Each child is given a language-skills assessment test. Answer the following questions:

1) Identify the independent and dependent variable for the study.

2) Discuss why you should not use a Two Sample T-Test to answer this complex research problem.

Expert Solution
Step 1

The Hypothesis:

H0: There is no difference between the means of the three treatments.

Ha: There is a difference between the means of at least 2 of the treatments.

ANOVA Calculations

Total number of groups k = 3

Total children = 18 * 3 = 54

df between = k -1 = 3 - 1 = 2

df within = N - k = 54 - 3 = 51

SS between = 48 (given)

MS between = SS between / df betwween = 48/2 = 24

SS within = SS total - SS between = 252 - 48 = 204

MS within = SS within / df within = 204 / 51 = 4

F test = MS between / MS within = 24/4 = 6

Step 2

The ANOVA Table is as below:

Source Sums of Squares DF Mean Squares F
Between 48 2 24 6
Within 204 51 4  
Total 252 53    

The F critical: at \alpha = 0.01, df between = 2, df within = 51; Fcritical = 5.047

The Decision: Since F test is > F critical, we Reject H0.

The Conclusion: There is sufficient evidence at the \alpha = 0.01 to conclude that there is a significant difference between at least 2 of the treatments.

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