Question

In: Statistics and Probability

Monica has performed another study on the amount of remorse experienced following a relational transgression (i.e.,...

Monica has performed another study on the amount of remorse experienced following a relational transgression (i.e., rule violation). This time she thinks that participants will experience more remorse following a transgression in a serious dating relationship than either a casual dating relationship or a friends with benefits relationship. The latter two groups are not expected to differ from one another.

a. Below are the descriptive statistics (mean, variance, and sample size for each group). On the next page is an ANOVA table for this study. Some of the cells already completed in this table (i.e., the SS and df). In that table, complete all the blank cells (i.e., a cell where there either is no number or X already in it). In other words, given the information provided, complete the ANOVA table (i.e., compute MSB, MSW, F, p, and η2). SHOW ALL YOUR WORK (on an extra sheet if necessary). NOTE: You do not have to compute anything in a cell that already has an ‘X’ in it or where a number is already provided

Serious Dating

Casual Dating

Friends With Benefits

Mean =

18.50

12.00

11.50

Variance =

75.00

80.00

85.00

n =

50

50

50

Source                             SS                        df               MS                 F                       p                 η2

Between Groups

1825

2

Within Groups

12,000

147

X

X

X

Total

13, 825

149

X

X

X

X

b. What are Monica’s degrees of freedom (df) for this F-test?

c. Assuming α is .05, what is the critical value for her F-test?

d. Assuming α is .05, is the amount of variation among the means statistically significant? How do you know? What do you conclude about the null hypothesis? What if her α is .01?

e. Compute η2 for this result. What does this number mean?

f. Are her results consistent with what Monica expected? How do you know?

Solutions

Expert Solution

Part (a)

Source

SS

df

MS

F

p

η2

Between Groups

1825

2

612. 5

7.5031

0.000789

0.1320

Within Groups

12,000

147

81.6327

X

X

X

Total

13, 825

149

X

X

X

X

Explanations:

MS = SS/df

F = MSB/MSW

p = P(F2, 147 > 7.5031) [obtained using Excel Function: FDIST(x, Deg_freedom1, Deg_freedom2)]

η2 = SSB/SST

DONE

Part (b)

Degrees of freedom (df) for this F-test = (2, 147) ANSWER

[i.e., df of numerator (Between Groups), df of denominator (Within Groups) of F-ststistic.]

Part (c)

Assuming α is 0.05, critical value for the F-test = F2, 147, 0.05 = 3.0576 ANSWER

[obtained using Excel Function: FINV(Probability, Deg_freedom1, Deg_freedom2)]

Part (d)

Assuming α is .05, the amount of variation among the means is statistically significant. ANSWER 1

The above conclusion is derived by the condition that F (7.5031) > Fcrit (3.0576).

This can also be derived by the condition that p-value < α. ANSWER 2

The null hypothesis is rejected. ANSWER 3

If α is 0.01, null hypothesis is still stand rejected because p-value < α. ANSWER 4

Part (e)

η2 = 0.1320 ANSWER 1

This means that only 13.2% of the total variation is accounted by the treatment. ANSWER 2

Part (f)

Yes ANSWER

Because, rejection of the null hypothesis implies that the means for the three groups are not the same. This, coupled with the empirical evidence that mean for ‘Serious Dating’ group is significantly higher affirms the expectation.

DONE


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