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; strong
positive; moderate
positive; weak
negative; moderate
Question 7
Compute the coefficient of determination.
Q3)
We know that correlation between X and Y is given by:
So correlation between x and y is -0.9214983
Q4)
Here we need to find the critical value of t distribution.
here it will be t distribution will follow t distribution with n-2 = 10-2 = 8 df
so critical value of t distribution with 8 df and is given by:
tcritical, 0.05/2 = 2.306004 (Calculated in R)
Code of R is attached herewith
Q5)
Steps to do correlation analysis:
Step 1
where is the population correlation coefficent.
Here the criteria for the decision is that if calculated |t| is more than tabulated t then we have enough evidence to reject the null hypothesis.
So if |t| > tcritical, 0.05/2 = 2.306004
Then we have enough evidence to reject H0
Step 4:
So the test statistic is given by:
where rxy is sample correlation.
t = -6.7109
And here
|t| > tcritical
which implies that we do have enough evidence to reject H0
i.e., correlation between x and Y is there.
So Answer is True.
Q6)
Since we can see that correlation between both of them is -0.9214983 which implies that their is strong negative correlation between Friends and stress level.
So option negative; strong is correct.
Q7)
As we know that coefficient of determination is given by the square of correlation coefficient.
So
So Coefficient of determination is 0.8491591
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