Question

In: Statistics and Probability

A professor notices that more and more students are using their notebook computers in class, presumably...

A professor notices that more and more students are using their notebook computers in class, presumably to take notes. He wonders if this may actually improve academic success. To test this, the professor records the number of times each student uses his or her computer during a class for one semester and the final grade in the class (out of 100 points). If notebook computer use during class is related to improved academic success, then a positive correlation should be evident. Given the following data, test whether notebook computer use and grades are related at a .05 level of significance.

State the conclusions for this test using APA format. First, describe the correlation coefficient in words and give the value of r. Then give the value of R2 and describe (in words) the effect size using the coefficient of determination. Finally, is there a significant relationship?

Solutions

Expert Solution

The hypothesis being tested is:

H0: ρ = 0

Ha: ρ ≠ 0

Pearson's r is -0.140.

The critical r-value is 0.404.

Since 0.140 < 0.404, we cannot reject the null hypothesis.

Therefore, we cannot conclude that notebook computer use and grades are related.

Pearson's r is-0.140. It means that there is a weak negative relationship between notebook computer use and grades.

The coefficient of determination is 0.020. 2% of the variation in the model is explained.

The relationship is not significant.

Notebook Computer Use Final Grade for Course
30 86
23 88
6 94
0 56
24 78
36 72
10 80
0 90
0 82
8 60
12 84
18 74
0 78
32 66
36 54
12 98
8 81
18 74
22 70
38 90
5 85
29 93
26 67
10 80
0.020
r   -0.140
Std. Error   11.996
n   24
k   1
Dep. Var. Final Grade for Course
ANOVA table
Source SS   df   MS F p-value
Regression 63.6652 1   63.6652 0.44 .5129
Residual 3,165.668 22   143.8940
Total 3,229.333 23  
Regression output confidence interval
variables coefficients std. error    t (df=22) p-value 95% lower 95% upper
Intercept 80.5590
Notebook Computer Use -0.1325 0.1993 -0.665 .5129 -0.5458 0.2807

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