Question

In: Statistics and Probability

Instructions: Show all work, including every calculation and every formula, with proper symbols. Formulas must be...

Instructions:

  • Show all work, including every calculation and every formula, with proper symbols. Formulas must be those used in the required textbook for the course.
  • Use the t-table in your book to find the critical t value(s).
  • Calculators are fine; computer software of any kind is NOT. (You are welcome to use SPSS to check your work, but all values generated/reported below must come from hand calculations or the t table in your book.)

A therapist was interested in determining whether patients experiences reduced anxiety following diaphragmatic breathing exercises. She includes 9 participants in her brief study. Each patient provides a rating for current anxiety, on a scale of 1 (least anxiety) to 10 (extreme anxiety). She then instructs them on a 45-minute diaphragmatic breathing exercise. Following the exercise, each patient again rates his/her anxiety on the same 1-10 scale. (Note that this is a repeated measures study because each patient/participant is measured twice, once before the treatment and once after the treatment.)

Patient

Before treatment

After treatment

A

8

7

B

7

5

C

6

6

D

7

6

E

9

7

F

8

5

G

5

4

H

9

4

I

7

4

  1. Can the therapist conclude that there was a significant change in anxiety levels after treatment? Use a two-tailed test with α = .05. (Note that you will need to use – and clearly show – all 4 steps of hypothesis testing to answer this question.)

  1. Compute the value of r2 (percentage of variance accounted for) for these data.

  1. Write a sentence showing how the outcome of the hypothesis test and the measure of effect size would appear in a research report (i.e., in APA format). Note that you can find an example of APA format for a repeated measures t-test both in your book, in the “In the Literature” section of chapter 11, and in the example I provided in this week’s resources. APA format is slightly different depending on the type of test used, so be sure to look for an example of a repeated-measures t-test!

Solutions

Expert Solution

The null hypothesis would be as followed

Ho:D = 0

H1:D 0

The test-statistic would be as followed

Treatment 1 Treatment 2 Diff (T2 - T1) Dev (Diff - M) Sq . Dev
8 7 -1 1 1
7 5 -2 0 0

6

6 0 2 4
7 6 -1 1 1
9 7 -2 0 0
8 5 -3 -1 1
5 4 -1 1 1
9 4 -5 -3 9
7 4 -3 -1 1
M : -2 S : 18

Note:

Treatment1 - Before Treatment

Treatment2 - After Treatment

M - Sample mean

S - Standard deviation

Difference scores calculations:

Mean: -2

= 0

= = = 2.25

= = = 0.25

= = = 0.5

T-value Calcultion:

t = = =-4

T-value = -4

So, by using t-table p-value would be as follows

p-value = 0.00395

According to the decision theory, p-value < alpha-value (0.05)

So, we will reject the null hyporhesis as the results are significant.

(Coefficient of determination) = 0.095238

Which shows that 9.524% of variability is explained in the data.


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