Question

In: Statistics and Probability

A linguist is interested in knowing how best to learn a foreign language. The linguist develops...

A linguist is interested in knowing how best to learn a foreign language. The linguist develops a new way to learn a foreign language called Aural-Oral and wants to compare it to the traditional translation method. In a research study, students from a sample are randomly assigned to one of the methods: Aural-Oral, translation, and combination of both. In addition, the linguist wants to know if IQ is related to learning a foreign language, so the students are split into having a high or average IQ. After a year of studying a foreign language, the students are asked to take a vocabulary test on the foreign language. What can the linguist conclude with an α of 0.01?

IQ
Method high average
aural-oral 31
24
20
25
32
19
37
28
translation 28
25
23
23
20
23
14
15
combined 17
28
21
18
26
27
32
27



a) What is the appropriate test statistic?
---Select--- na one-way ANOVA within-subjects ANOVA two-way ANOVA

b) Obtain/compute the appropriate values to make a decision about H0.
IQ: critical value =  ; test statistic =  
Decision:  ---Select--- Reject H0 Fail to reject H0

Method: critical value =  ; test statistic =  
Decision:  ---Select--- Reject H0 Fail to reject H0

Interaction: critical value =  ; test statistic =  
Decision:  ---Select--- Reject H0 Fail to reject H0


c) Compute the corresponding effect size(s) and indicate magnitude(s).
IQ: η2 =  ;  ---Select--- na trivial effect small effect medium effect large effect
Method: η2 =  ;  ---Select--- na trivial effect small effect medium effect large effect
Interaction: η2 =  ;  ---Select--- na trivial effect small effect medium effect large effect


d) Make an interpretation based on the results.

There is an IQ difference on vocabulary.There is no IQ difference on vocabulary.     

There is a method difference on vocabulary.There is no method difference on vocabulary.     

There is a method by IQ interaction on vocabulary.There is no method by IQ interaction on vocabulary.     

Solutions

Expert Solution

a) What is the appropriate test statistic?
two-way ANOVA

b) Obtain/compute the appropriate values to make a decision about H0.
IQ: critical value =  8.285; test statistic =  0.538
Decision:  Fail to reject H0

Method: critical value = 6.013 ; test statistic =  2.840
Decision:  Fail to reject H0

Interaction: critical value = 6.013 ; test statistic =  4.672
Decision:  Fail to reject H0


c) Compute the corresponding effect size(s) and indicate magnitude(s).
IQ: η2 = 0.016 ; trivial effect
Method: η2 = 0.169 ; small effect
Interaction: η2 = 0.278 ;  medium effect


d) Make an interpretation based on the results.

There is no IQ difference on vocabulary.     

There is no method difference on vocabulary.     

There is no method by IQ interaction on vocabulary.     

Source SS    df MS F    p-value F critical
Method 127.08 2 63.542 2.840 .0847 6.013 0.169
IQ 12.04 1 12.042 0.538 .4726 8.285 0.016
Interaction 209.08 2 104.542 4.672 .0232 6.013 0.278
Error 402.75 18 22.375
Total 750.96 23

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