Question

In: Statistics and Probability

An experiment has 5 treatments; 6 replicates were obtained for each of the treatments. Use the...

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?

Solutions

Expert Solution

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

-----------------------------------------------------------------------------------------------

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.


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