In: Statistics and Probability
A sociologist believes that there is a relationship between number of friends an elderly person has and their perceived level of stress.
Participant | # of Friends (Y) | Stress Level (X) |
A | 10 | 1 |
B | 3 | 7 |
C | 12 | 2 |
D | 11 | 3 |
E | 6 | 5 |
F | 8 | 4 |
G | 14 | 1 |
H | 9 | 2 |
I | 10 | 3 |
J | 2 | 10 |
*higher scores of the measure of stress (from 1 to 10) indicate more stress.
Use this information to answer questions 3 and 7.
Question 3
What is the correlation coefficient?
Question 4
Use Table R to find the critical value for the correlation coefficient.
Question 5
The correlation coefficient is significantly different from zero, meaning there is a significant linear relationship (correlation) between x and y.
Group of answer choices
True
False
Question 6
What is the relationship?
Group of answer choices
negative; moderate
negative; strong
positive; moderate
positive; weak
Question 7
Compute the coefficient of determination.
3.
X | Y |
1 | 10 |
7 | 3 |
2 | 12 |
3 | 11 |
5 | 6 |
4 | 8 |
1 | 14 |
2 | 9 |
3 | 10 |
10 | 2 |
Also, the following calculations are needed to compute the correlation coefficient:
X | Y | X*Y | X2 | Y2 | |
1 | 10 | 10 | 1 | 100 | |
7 | 3 | 21 | 49 | 9 | |
2 | 12 | 24 | 4 | 144 | |
3 | 11 | 33 | 9 | 121 | |
5 | 6 | 30 | 25 | 36 | |
4 | 8 | 32 | 16 | 64 | |
1 | 14 | 14 | 1 | 196 | |
2 | 9 | 18 | 4 | 81 | |
3 | 10 | 30 | 9 | 100 | |
10 | 2 | 20 | 100 | 4 | |
Sum = | 38 | 85 | 232 | 218 | 855 |
The correlation coefficient r is computed using the following expression:
where
In this case, we get that
Therefore, the sample correlation coefficient is computed as follows
4.
The critical value for the correlation coefficient is 0.632.
The sample size is n = 10, so then the number of degrees of freedom is df = n-2 = 10 - 2 = 8
The corresponding critical correlation value rc for a significance level of α=0.05, for a two-tailed test is:
rc = 0.632
5.
The following needs to be tested:
H0 : ρ = 0
HA : ρ 0
The corresponding critical correlation value rc for a significance level of α=0.05, for a two-tailed test is:
rc = 0.632
Observe that in this case, the null hypothesis H0:ρ=0 is rejected if ∣r∣>rc=0.632.
We have that ∣r∣=0.921>rc=0.632, from which is concluded that the null hypothesis is rejected.
True, the correlation coefficient is significantly different from zero, meaning there is a significant linear relationship (correlation) between x and y.
6.
The relationship is negative, strong.
7.
Coefficient of determination =