In: Statistics and Probability
The process of interference is assumed to be responsible for much of forgetting in human memory. New information going into memory interferes with the information that already is there. One demonstration of interference examines the process of forgetting while people are asleep versus while they are awake. Because there should be less interference during sleep, there also should be less forgetting. The following data are the results from an experiment examining four groups of subjects. All subjects were given a list of words to remember. Then half of the subjects went to sleep, and the others stayed awake. Within both the asleep and awake groups, half of the subjects were tested after 2 hours and the rest were tested after 8 hours. The dependent variable is the number of words correctly recalled. Using alpha = .05, test to see if either the main effects or the interaction is significant. If the interaction is significant, graph it and interpret it.
|
Awake |
Asleep |
2 hours |
22 27 18 25 24 19 21 26 19 23 |
26 39 31 25 29 28 35 32 33 31 |
8 hours |
12 4 8 6 9 3 11 7 5 13 |
24 22 16 14 19 22 18 21 25 17 |
Levels of Factor 1 = 2 (Asleep and
Awake)
Levels of Factor 2 = 2 (testing after 2 hours and 8
hours)
Replications per sample =
10
The null and alternative hypotheses are
Ho : Asleep or Awake is not a significant factor for process of
forgetting
Ha : Asleep or Awake is a significant factor for process of
forgetting
Ho : Interval of time for testing is not a significant factor for
process of forgetting
Ha : Interval of time for testing is a significant factor for
process of forgetting
Ho : There is no interaction effect between the two
factors
Ha : There is an interaction effect between the two
factors
Using Excel Data Analysis tool for ANOVA 2 factor with replication,
we get the following ANOVA
table
Source of Variation | SS | df | MS | F | P-value | F crit |
Factor 1 (Duration for test) | 1651.225 | 1 | 1651.2250 | 126.8818 | 0.0000 | 4.1132 |
Factor 2 (Asleep or Awake) | 1050.625 | 1 | 1050.6250 | 80.7311 | 0.0000 | 4.1132 |
Interaction | 30.625 | 1 | 30.625 | 2.3533 | 0.1338 | 4.1132 |
Within | 468.5 | 36 | 13.0139 | |||
Total | 3200.975 | 39 |
α = 0.05 Level of
significance
p-value for Factor 1 =
0.0000
0.0000 < 0.05 (Do not Reject
Ho)
Hence there is a main effect of Factor 1 (Testing after 2
hours and 8 hours
duration)
p-value for Factor 2 =
0.0000
0.0000 < 0.05 (Do not Reject
Ho)
Hence there is a main effect of Factor 2 (Asleep or
Awake)
p-value for Interaction =
0.1338
0.1338 > 0.05 (Reject Ho)
There is no interaction effect between the two
factors