In: Statistics and Probability
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.
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