In: Statistics and Probability
A genetic experiment involving peas yielded one sample of offspring consisting of 412 green peas and 151 yellow peas. Use a 0.01 significance level to test the claim that under the samecircumstances, 27% of offspring peas will be yellow. Identify the null hypothesis, alternative hypothesis, test statistic, P-value, conclusion about the null hypothesis, and final conclusion that addresses the original claim. Use the P-value method and the normal distribution as an approximation to the binomial distribution.
What is the test statistic?
What is the P- value?
What is the conclusion about the null hypotheses? Fail to reject or reject and why?
What is the final conclusion?
Let n = number of offspring = 412 + 151 = 563
X : Number of offspring consisting Yellow peas = 151
p = propertion of offspring consisting yellow peas = X / n = 151 / 563 = 0.2682
Let P be the Population propertion of offspring consisting yellow peas.
X ~ B ( n, P)
E(X) =nP and V(X) = nPQ where Q =1-P
For large n binomial distribution tends to Normal distribution
Sample propertion is an unbiased estimator for population propertion.
E(p) = P and V(p) = PQ /n.
Since X and p is asymptotically normal for large n. The normal test for the propertion of success becomes
We have to testing the hypothesis that
whether or not propertion of offspring consisting yellow peas is 27%
i.e. Null Hypothesis : Ho : P =0.27
against
Alternative Hypothesis : H1 : P # 0.27 ( Two-tailed test)
we use one sample Z-test for population propertion.
Under Ho the value of test statistic is
E(p) = P = 0.27 and V(p) = PQ /n = 0.27 *0.73 /663 = 0.0003500 S.D.(p) = 0.01871
Value of test statistic Z = -0.0962
Since the test is two-tailed, p-value is obtained by
p-value = 2 * P ( Z > 0.0962)
= 2 * 0.4617
= 0.9234
p-value= 0.9234
alpha = level of significance = 0.01
Decision : Since p-value > level of significance , the test is not significant. We fail to reject the null hypothesis.
Conclusion : There is no significant evidence to reject the claim that 27% offspring will be Yellow.