In: Statistics and Probability
Fifteen people were randomly selected from the population and randomly assigned to 1 of 3 experimental groups. Group 3 was included as the control group and did not receive any treatment. Use the following data set to answer the questions.
Group 1 |
Group 2 |
Group 3 |
21 |
25 |
32 |
53 |
54 |
41 |
44 |
26 |
86 |
72 |
32 |
75 |
Is there a significant difference (α=0.05) between at least two groups?
A. |
Yes |
|
B. |
No |
|
C. |
Not possible to determine |
|
D. |
Alpha level is incorrect |
Answer:
B. No
Explanation:
Hypothesis:Here to check significant difference , we use one way
ANOVA .
H0: All the groups are same
H1: There a significant difference between at least two groups.
To find ANOVA we use Excel:
First enter the data into excel
Group1 | Group2 | Group3 |
21 | 25 | 32 |
53 | 54 | 41 |
44 | 26 | 86 |
72 | 32 | 75 |
Go to Data> data analysis > ANOVA single factor > Give input range of all data > give output range > OK
The excel output is :
Anova: Single Factor | ||||||
SUMMARY | ||||||
Groups | Count | Sum | Average | Variance | ||
Group1 | 4 | 190 | 47.5 | 448.3333 | ||
Group2 | 4 | 137 | 34.25 | 182.9167 | ||
Group3 | 4 | 234 | 58.5 | 679 | ||
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Between Groups | 1179.5 | 2 | 589.75 | 1.350315 | 0.307008 | 4.256495 |
Within Groups | 3930.75 | 9 | 436.75 | |||
Total | 5110.25 | 11 |
Decision :
We reject H0 if the p-value is less than significant difference (α=0.05) . But here P-value = 0.307008 > α=0.05, hence we can not reject H0. Therefore we conclude that All the groups are same. That means there 'no' significant difference (α=0.05) between at least two groups.