Question

In: Statistics and Probability

Q4. Researchers were interested in determining whether gender and/or the number of tours soldiers served affected...

Q4. Researchers were interested in determining whether gender and/or the number of tours soldiers served affected the incidence of PTSD. The PTSD impact instrument was used and scores were recorded upon discharge.

  1. State the null and alternate hypotheses. Include both interaction and main effect hypotheses (should be 3 null and 3 alternate hypotheses).
  2. What is the total sample size?
  3. Identify the independent and dependent variables
  4. List the test statistic and p value for the all your hypotheses? (Hint, there should be 3)
  5. What is your conclusion (assume α = .05)?
  6. What are the effect sizes?

Gender

Number_tours

Mean

Std. Deviation

N

1

1

4.04

1.989

249

2

4.80

1.367

249

Total

4.42

1.747

498

2

1

4.39

2.061

249

2

4.97

1.467

249

Total

4.68

1.810

498

Total

1

4.21

2.031

498

2

4.89

1.419

498

Total

4.55

1.783

996

Tests of Between-Subjects Effects

Source

Type III Sum of Squares

df

Mean Square

F

Sig.

Partial eta squared

Corrected Model

131.285a

3

43.762

14.322

.000

.042

Intercept

20621.510

1

20621.510

6748.649

.000

.872

Gender

16.968

1

16.968

5.553

.019

.006

Number_tours

112.004

1

112.004

36.655

.000

.036

Gender * Number_tours

2.313

1

2.313

.757

.384

.001

Error

3031.205

992

3.056

Total

23784.000

996

Corrected Total

3162.490

995

Solutions

Expert Solution

a) For Gender:

Null Hypothesis H0:

Alternative Hypothesis Ha:

For Number of tour:

Null Hypothesis H0:

Alternative Hypothesis Ha:

For Interaction:

Null Hypothesis H0: There is no interaction effect.

Alternative Hypothesis Ha: There is an interaction effect.

b) Total sample size N= 996

c) Independent variable: Gender and number of tours

Dependent variable: Incidence of PTSD

d) Test statisic for Gender F= 5.553 and P value= 0.019

Test Statistic for Number tours F= 36.655 and P value= 0.000

Test Statistic for Interaction F= 0.757 and P value= 0.384

e) For Gender P value smaller than the level of Significance 0.05 therefore SIGNIFICANT. REJECT NULL HYPOTHESIS HO. WE CAN CONCLUDE THAT THERE IS DIFFERENCE IN MEANS.

For Number of tour P value SMALLER THAN THE LEVEL OF SIGNIFICANCE. REJECT NULL HYPOTHESIS H0. WE CAN CONCLUDE THAT THERE IS DIFFERENCE IN MEANS.

FOR INTERACTION EFFECT P VALUE 0.757 GREATER THAN THE LEVEL OF SIGNIFICANCE. DO NOT REJECT NULL HYPOTHESIS H0. WE DON'T HAVE SUFFICIENT EVIDENCE TO SHOW THAT THERE IS AN INTERACTION BETWEEN TWO VARIABLES.

f) EFFECT SIZE FOR GENDER IS 0.006 SMALL

EFFECT SIZE FOR NUMBER OF TOUR IS 0.036 SMALL.

Effect size for INTERACTION is 0.001 SMALL


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