Question

In: Statistics and Probability

The following data gives the number of hours 10 students spent studying and their corresponding grades...

The following data gives the number of hours 10 students spent studying and their corresponding grades on their midterm exams.

Hours Spent Studying 0 0.5 1 2 2.5 3 4 4.5 5 5.5
Midterm Grades 60 63 75 81 84 87 90 93 96 99

Determine if r is statistically significant at the 0.01 level.

Solutions

Expert Solution

Solution:

n = 10

X Y XY X^2 Y^2
0 60 0 0 3600
0.5 63 31.5 0.25 3969
1 75 75 1 5625
2 81 162 4 6561
2.5 84 210 6.25 7056
3 87 261 9 7569
4 90 360 16 8100
4.5 93 418.5 20.25 8649
5 96 480 25 9216
5.5 99 544.5 30.25 9801
Sum 28 828 2542.50 112 70146

Putting values , we get

r = 0.9703

Now , we have to test the significance of correlation coefficient.

Use = 0.01

n = 10

df = n - 2 = 10 - 2 = 8

Using the critical value table for Pearson correlation coefficient, (two tailed )

Critical value are  0.765

r = 0.9703

| r | = | 0.9703| = 0.9703

r >  0.765

reject H0

significance correlation.

YES , there is sufficient evidence to conclude that there is significant  linear correlation between the two​ variables.


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