The owner of Eng Choo Farm claims that the eggs produced at his farm has an average cholesterol content of mg per egg. The Health Promotion Agency took a random sample of 16 eggs from the farm and measured the cholesterol content, mg, of each egg. The results are summarized as follows: and .
- (a)
Find the set of values of for which the owner's claim will not be rejected at the 5% significance level.
- (b)
A second random sample of 36 eggs from the farm is taken and the cholesterol content of each egg is measured. The sample mean and the sample variance are found to be 185 mg and 120 mg respectively.
Combining the two samples into a single sample, find unbiased estimates of the population mean mg and population variance mg of the cholesterol content of the eggs produced at the farm.
Using this combined sample, the null hypothesis is tested against the alternative hypothesis at 5% significance level. Find the -value of the test and explain the meaning of this -value in the context of the question.
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Worked solution
9(a)
1. Find the sample mean and unbiased estimate of variance
So the estimated standard deviation is and .
2. Set up the two-tail acceptance condition
The owner claims the mean is , so we test against (a 2-tail test) at the 5% level. Assuming the population is normal and using , the claim is not rejected when
3. Solve the inequality for μ₀
Hence the set of values is .
(more precisely ).
9(b)
1. Find the sum and sum of squares of $x$ for the second sample.
For the second sample, and .
Using the biased sample variance formula :
2. Calculate the combined unbiased estimates for the population mean and variance.
For the combined sample, .
Unbiased estimate of population mean, :
Unbiased estimate of population variance, :
3. State the hypotheses and find the $p$-value using a test statistic.
Under , since the sample size is large, by the Central Limit Theorem the sample mean is approximately normally distributed. The test statistic is:
Using a graphing calculator (Z-Test) with , , , and :
(to 3 s.f.)
4. Explain the meaning of the $p$-value in the context of the question.
The -value of is the probability of obtaining a sample mean cholesterol content of mg (approx. mg) or more, assuming that the true population mean cholesterol content of the eggs is mg.
Unbiased estimate of population mean mg; Unbiased estimate of population variance mg; -value . The -value is the probability of obtaining a sample mean cholesterol content of mg or more, assuming that the true population mean cholesterol content is mg.
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