Question

In: Statistics and Probability

How does social isolation during a critical development period affect the behavior of hooded rats? Psychology...

How does social isolation during a critical development period affect the behavior of hooded rats? Psychology students assigned 24 young female rats at random to either isolated or group housing, then similarly assigned 24 young male rats. This is a randomized block design with the gender of the 48 rats as the blocking variable and housing type as the treatment. Later, the students observed the time that a rat spends in object play during an observation period. The file ??26‑30.??? records the time (in seconds) that each rat devoted to object play.

(a) Using the software of your choice, make a plot of the 4 group means by calculating the values for the table.

Gender
M F
Isolated ? ?
Group ? ?
Animal Sex Housing Time
1 M Isolated 29
2 M Isolated 34
3 M Isolated 35
4 M Isolated 20
5 M Isolated 34
6 M Isolated 24
7 M Isolated 26
8 M Isolated 36
9 M Isolated 74
10 M Isolated 9
11 M Isolated 49
12 M Isolated 57
13 F Isolated 37
14 F Isolated 8
15 F Isolated 30
16 F Isolated 49
17 F Isolated 15
18 F Isolated 69
19 F Isolated 36
20 F Isolated 36
21 F Isolated 38
22 F Isolated 44
23 F Isolated 51
24 F Isolated 59
25 M Group 123
26 M Group 121
27 M Group 109
28 M Group 126
29 M Group 38
30 M Group 55
31 M Group 3
32 M Group 78
33 M Group 73
34 M Group 70
35 M Group 39
36 M Group 113
37 F Group 94
38 F Group 10
39 F Group 149
40 F Group 54
41 F Group 78
42 F Group 72
43 F Group 80
44 F Group 101
45 F Group 69
46 F Group 46
47 F Group 13
48 F Group 26

Calculate the values ?‑? to fill in the table. (Enter your answer rounded to two decimal places for ? and ? .)

?=

?=

(Enter your answer rounded to one decimal place for ? and ? .)

?=

?=

Is there a large interaction between gender and housing type? Which main effect appears to be more important?

The means plot suggests a strong main effect for housing and a possible (weak) interaction.

The means plot suggests a weak main effect for housing and a possible (weak) interaction.

The means plot suggests a strong main effect for housing and a strong interaction.

The means plot suggests a strong main effect for isolated and a possible (weak) interaction.

(b) Verify that the conditions for ANOVA inference are satisfied.

The standard deviations vary from 17.08 to 40.1 , which gives a ratio slightly less than 2 . Dotplots show some outliers in the group housing distributions. We proceed with caution.

The standard deviations vary from 17.08 to 40.1 , which gives a ratio slightly greater than 2 . Dotplots show some outliers in the group housing distributions. We proceed with caution.

The standard deviations vary from 17.08 to 40.1 , which gives a ratio slightly less than 2 . Dotplots show some outliers in the isolated distributions. We proceed with caution.

The standard deviations vary from 17.08 to 40.1 , which gives a ratio much greater than 2 . Dotplots show some outliers in the group housing distributions. We proceed with confidence.

(c) Using the software of your choice find the complete two‑way ANOVA table. What are the ? statistics and ?‑values for interaction and the two main effects?

Find the ?‑values for housing, sex, and interaction. (Enter your answer rounded to four decimal places.)

?ℎ??????=

????=

????????????=

Find the ? statistics for housing. (Enter your answers rounded to two decimal places.)

?ℎ??????=

Find the ? statistics for sex, and interaction. (Enter your answers rounded to three decimal places.)

????=

????????????=

Select the best explanation as to why the test results confirm the tentative conclusions you drew from the plot of means.

The ANOVA table shows a significant effect of housing and sex. Interaction is not significant. This is consistent with the conclusions from the means plot.

The ANOVA table shows a significant effect of housing. Sex and interaction are not significant. This is consistent with the conclusions from the means plot.

The ANOVA table shows a significant effect of housing. Sex and interaction are not significant. This is not consistent with the conclusions from the means plot.

The ANOVA table shows a significant effect of Sex. Housing and interaction are not significant. This is consistent with the conclusions from the means plot.

Solutions

Expert Solution

Using Minitab

ByVar1   ByVar2   Mean1
F    Group    66.0000
F    Isolated    39.3333
M    Group    79.0000
M    Isolated    35.5833

means for each pair are above

Housing is significant , Sex and interaction are not significant


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