In: Statistics and Probability
In order to test the equality of variances in the yield per plant of two varieties, two independent random samples, one for each variety of plants were selected leading to the following summary results: Variaty Number of Plants Total Yield Sum of Squares of Yield 1 10 240 5823 2 12 276 6403 Is the claim of equality of variances supported by the data? Use α = 0.05. Assume the two populations to be normally distributed. [5 Marks
Solution:
Here, we have to use F test for equality of two population variances. The null and alternative hypotheses for this test are given as below:
Null hypothesis: H0: Two population variances are same.
Alternative hypothesis: Ha: Two population variances are not same.
H0: σ1^2 = σ2^2 versus Ha: σ1^2 ≠ σ2^2
This is two tailed test.
We are given
Level of significance = α = 0.05
We have
S^2 = SS/(n – 1)
We are given
SS for yield 1 = 5823
n1 = 10
S1^2 = 5823/(10 – 1) = 5823/9 = 647
SS for yield 2 = 6403
n2 = 12
S2^2 = 6403/(10 – 1) = 6403/9 = 711.4444
Test statistic is given as below:
F = S2^2/S1^2 = 711.4444/647 = 1.09960495
Test statistic = F = 1.0996
df1 = n1 – 1 = 12 – 1 = 11
df2 = n2 – 1 = 10 – 1 = 9
Critical value = 3.9121
(by using F-table)
P-value = 0.9014
(by using F-table)
P-value > α = 0.05
So, we do not reject the null hypothesis
There is sufficient evidence to conclude that two population variances are same.