In: Statistics and Probability
A botanist wanted to test if the mean amount of poison in a
certain poisonous mushroom exceeds 178 mg.
A sample of 81 mushrooms gave a sample mean of 184.03 grams and a
sample standard deviation of 40.5 grams.
At significance level 0.08, can the botanist conclude that the mean
amount really exceeds 178 grams?
Test statistic =
Conclusion by critical value: Since, , ,
we H0,
i.e., we conclude that the mean amount exceeds 178
grams.
P-value =
Conclusion by P-value: Since , , ,
we H0
The conclusion is:
Solution :
Null and alternative hypotheses :
The null and alternative hypotheses would be as follows:
Test statistic :
To test the hypothesis the most appropriate test is one sample t-test. The test statistic is given as follows :
Where, x̅ is sample mean, μ is hypothesized value of population mean under H0, s is sample standard deviation and n is sample size.
We have, x̅ = 184.03 , μ = 178 , s = 40.5 and n = 81
The value of the test statistic is 1.34.
Conclusion by critical value :
Significance level = 0.05
Degrees of freedom = (n - 1) = (81 - 1) = 80
Since, our test is right-tailed test, therefore we shall obtain right-tailed critical t-value at 0.08 significance level and 80 degrees of freedom. The right-tailed critical t-value is given as follows :
Critical value = t(0.08, 80) = 1.418
Since, value of the test statistic is less than the critical t value (right-tailed), therefore we shall be fail to reject H0.
At 0.08 significance level, we don't have sufficient evidence to conclude that mean amount really exceeds 178 grams.
Conclusion by p-value :
Since, our test is right-tailed test, therefore we shall obtain right-tailed p-value for the test statistic. The right-tailed p-value is given as follows :
P-value = P(T > t)
P-value = P(T > 1.34)
P-value = 0.0920
The p-value is 0.0920.
Significance level = 0.08
(0.0920 > 0.08)
Since, p-value is greater than the significance level of 0.08, therefore we shall be fail to reject the null hypothesis (H0) at 0.08 significance level.
At 0.08 significance level, there is not sufficient evidence to conclude that mean amount really exceeds 178 grams.
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