In: Statistics and Probability
An experiment has 5 treatments; 6 replicates were obtained for each of the treatments. Use the treatments below to solve
Treatment A | Treatment B | Treatment C | Treatment D | Treatment E |
0.58 | -0.01 | -0.64 | 0.14 | -0.56 |
0.92 | -0.04 | 0.22 | 0.3 | 0.29 |
0.43 | -0.73 | -0.55 | 0.36 | -0.37 |
-0.1 | 0.07 | -0.91 | 0.68 | -0.32 |
0.57 | -0.16 | 0.56 | -0.5 | -0.34 |
-0.63 | -0.17 | -0.25 | -0.06 | 0.29 |
A) Do the ANOVA computations on this data; what is the P-value?
B) On the basis of this P-value, do you reject the hypothesis that the means of the 5 treatments are the same at an α = 0.05confidence level?
A) The null and alternative hypotheses are:
H0: Means of the 5 treatments are the same.
Ha: Atleast one treatment group has different mean.
By using excel, the mean and standard deviation of these groups are:
Groups | Count | Average | Standard deviation |
Treatment A | 6 | 0.295 | 0.562 |
Treatment B | 6 | -0.173 | 0.288 |
Treatment C | 6 | -0.262 | 0.557 |
Treatment D | 6 | 0.153 | 0.404 |
Treatment E | 6 | -0.168 | 0.365 |
There are groups and total sample size is .
The grand mean is:
By using excel function =FDIST(1.735,4,25), the p-value = 0.174.
The complete ANOVA table is shown below:
ANOVA | |||||
Source of Variation | SS | df | MS | F | P-value |
Between Groups | 1.395 | 4 | 0.349 | 1.735 | 0.174 |
Within Groups | 5.026 | 25 | 0.201 | ||
Total | 6.421 | 29 |
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B) Since p-value = 0.174 is greater than 0.05, fail to reject null hypothesis. So, answer should be:
No, we do not reject null hypothesis.