Question

In: Statistics and Probability

College students were asked how important a goal it is to them to have a family...

  1. College students were asked how important a goal it is to them to have a family and about how important a goal it is for them to be highly successful in their work. Each variable was measured on a scale from 1 “not at all important goal” to 10 “very important goal”. The results were as follows:
Student Family Goal Work Goal
1 7 5
2 6 4
3 8 2
4 3 9
5 4 1
6 10 3
7 5 4
8 7 3
9 2 7
10 6 9
  1. State the null and research hypothesis.
  2. Calculate the r value by hand.
  3. What is the interpretation of the critical value compared to the observed value at .05 and .01 levels of significance?
  4. What is the conclusion for α = .05? Write up the results at p = .05 in APA format.
  5. What is the value of r2 and what does that number tell us?

Solutions

Expert Solution

Independent variable (X) : Family Goal

Dependent variable (Y): Work Goal

Following table shows the calculations:

X Y X^2 Y^2 XY
7 5 49 25 35
6 4 36 16 24
8 2 64 4 16
3 9 9 81 27
4 1 16 1 4
10 3 100 9 30
5 4 25 16 20
7 3 49 9 21
2 7 4 49 14
6 9 36 81 54
Total 58 47 388 291 245

Sample size: n=10

Now,

The coefficient of correlation is :

Test statistics:

Degree of freedom: df=n-1=8

Critical value using excel function "=TINV(0.05,8)" are: +/- 2.306

Critical value using excel function "=TINV(0.01,8)" are: +/- 3.355

Since test statistics lies between critical values for both level of significance so we fail to reject the null hypothesis at both levels .05 and .01 .

-----------------

The p-value using excel function "=TDIST(1.461,8,2)" is 0.1821

Since p-value is greater than 0.05 so we fail to reject the null hypothesis.

The results in APA format is

t(8) = -1.461, p > 0.05

--------------------------

The r^2 is

It shows that 21.06% of variation in dependent variable is explained by independent variable.


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