In: Statistics and Probability
Suppose that there are three different populations we want to compare, say P1, P2, and P3. Each of these populations is normal. A random sample from each population is taken, and the results are given below.
P1 | P2 | P3 |
10 | 6 | 5 |
12 | 8 | 9 |
9 | 3 | 12 |
15 | 0 | 8 |
13 | 2 | 4 |
a) Find the sample means and sample variance for each sample.
Use Statistical Software and record the results in your Word
document.
b) Combine all samples and find the mean of the data set with 15
data points. Call this the grand mean.
c) Use Statistical Software to create a graph that illustrates the
sample means and the grand mean. Copy and paste your graph into
your Word document.
d) Based on parts a, b, and c do the sample means appear to be
approximately equal?
Using the data from this problem, use software to calculate F using the MSG and MSE.
Using the data from this problem, perform a one-way ANOVA test. Be sure to give the hypotheses, the value of F, the p-value, and the conclusion. Copy and paste the software output into your Word document.
using excel>data>data ananlysis>one way ANOVA
we have
ANOVA: Single Factor | |||||||
SUMMARY | |||||||
Groups | Count | Sum | Average | Variance | |||
P1 | 5 | 59 | 11.8 | 5.7000 | |||
P2 | 5 | 19 | 3.8 | 10.2000 | |||
P3 | 5 | 38 | 7.6 | 10.3000 | |||
grand mean = | 7.733333 | ||||||
ANOVA | |||||||
Source of Variation | SS | df | MS | F | P-value | F crit | |
Between Groups | 160.1333 | 2 | 80.0667 | 9.1679 | 0.0038 | 3.8853 | |
Within Groups | 104.8000 | 12 | 8.7333 | ||||
Total | 264.9333 | 14 |
a) the sample means and sample variance for each sample
Groups | Count | Sum | Average | Variance |
P1 | 5 | 59 | 11.8 | 5.7000 |
P2 | 5 | 19 | 3.8 | 10.2000 |
P3 | 5 | 38 | 7.6 | 10.3000 |
b) Combine all samples and find the mean of the data set with 15
data points. the grand mean. is 7.73333
c)
dNO , sample means do not appear to be approximately equal
MSG = 80.0667 and MSE. = 8.7333
Ho : all means are equal
Ha: at least two means are different
t
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Groups | 160.1333 | 2 | 80.0667 | 9.1679 | 0.0038 | 3.8853 |
Error | 104.8000 | 12 | 8.7333 | |||
Total | 264.9333 | 14 |
the value of F = 9.1679
, the p-value = 0.0038
the conclusion: since p value is less than 0.05 so we reject Ho and conclude thatat least two means are different