Question

In: Statistics and Probability

A researcher hypothesizes that short term memory predicts vocabulary knowledge. A random sample of Army recruits...

A researcher hypothesizes that short term memory predicts vocabulary knowledge. A random sample of Army recruits is selected and given the digit span (a short term memory test) and vocabulary subtests of the Wechsler Adult Intelligence Scale (WAIS). The data are below. What can be concluded with an α of 0.05?

digit span vocabulary
9
6
12
7
10
5
9
10
8
8
11
9
8
12
8
11
7
11
7
9
10
9
8
10


a) What is the appropriate statistic?
---Select--- na Correlation Slope Chi-Square
Compute the statistic selected above:  

b) Compute the appropriate test statistic(s) to make a decision about H0.
(Hint: Make sure to write down the null and alternative hypotheses to help solve the problem.)
p-value =  ; Decision:  ---Select--- Reject H0 Fail to reject H0

c) Using the SPSS results, compute the corresponding effect size(s) and indicate magnitude(s).
If not appropriate, input and/or select "na" below.
Effect size =  ;   ---Select--- na trivial effect small effect medium effect large effect

d) Make an interpretation based on the results.

Better short term memory significantly predicts more vocabulary.Better short term memory significantly predicts less vocabulary.    Short term memory does not significantly predict vocabulary.

Solutions

Expert Solution

Coefficientsa
Model Unstandardized Coefficients Standardized Coefficients t Sig.
B Std. Error Beta
1 (Constant) 14.664 1.437 10.207 .000
digit_span -.634 .162 -.778 -3.920 .003

a) What is the appropriate statistic?
-Ans:  Slope


The corresponding test statistic selected above from the above table is -3.920.  

b) Compute the appropriate test statistic(s) to make a decision about H0.

Hypothesis:

Null Hypothesis: Slope=0

Alternative Hypothesis: Slope does not equal to zero.

p-value = 0.003 ; Decision: Reject H0 .

c) Using the SPSS results, compute the corresponding effect size(s) and indicate magnitude(s).
If not appropriate, input and/or select "na" below.

ANOVAb
Model Sum of Squares df Mean Square F Sig.
1 Regression 17.973 1 17.973 15.369 .003a
Residual 11.694 10 1.169
Total 29.667 11

Effect size = 17.973/29.667=0.6058 ; large effect

d) Make an interpretation based on the results.

Ans: Better short term memory significantly predicts more vocabulary.


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