In: Statistics and Probability
Suppose that there are three different populations we want to compare, say P1, P2 and P3. Each of these populations are 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 Excel 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 Excel 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, 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 the data from the first problem above, use the formulas given in the textbook to calculate F using the MSG and MSE.
Mean(P2)= 3.8 Var(P2)=10.2
Mean(P3)= 7.6 Var(P3)=10.3
10 |
12 |
9 |
15 |
13 |
6 |
8 |
3 |
0 |
2 |
5 |
9 |
12 |
8 |
4 |
Then Grand mean =7.7333 (by using Excel)
c) The graph is as follows:
Anova: Single Factor |
||||||
SUMMARY |
||||||
Groups |
Count |
Sum |
Average |
Variance |
||
P1 |
5 |
59 |
11.8 |
5.7 |
||
P2 |
5 |
19 |
3.8 |
10.2 |
||
P3 |
5 |
38 |
7.6 |
10.3 |
||
ANOVA |
||||||
Source of Variation |
SS |
df |
MS |
F |
P-value |
F crit |
Between Groups |
160.1333 |
2 |
80.06667 |
9.167939 |
0.003831 |
3.885294 |
Within Groups |
104.8 |
12 |
8.733333 |
|||
Total |
264.9333 |
14 |
Here p- value is 0.003831 is less than 0.05. Thus we reject H0 as There is no significant effect of three samples.