At Westonci.ca, we connect you with the best answers from a community of experienced and knowledgeable individuals. Join our Q&A platform and connect with professionals ready to provide precise answers to your questions in various areas. Experience the convenience of finding accurate answers to your questions from knowledgeable experts on our platform.

Use the given degree of confidence and sample data to construct a confidence interval for the population mean [tex]\mu[/tex]. Assume that the population has a normal distribution.

A laboratory tested twelve chicken eggs and found that the mean amount of cholesterol was 185 milligrams with [tex]s=17.6[/tex] milligrams. A confidence interval of [tex]173.8 \, \text{mg} \ \textless \ \mu \ \textless \ 196.2 \, \text{mg}[/tex] is constructed for the true mean cholesterol content of all such eggs. It was assumed that the population has a normal distribution.

What confidence level does this interval represent?

A. [tex]99\%[/tex]
B. [tex]80\%[/tex]
C. [tex]95\%[/tex]
D. [tex]98\%[/tex]


Sagot :

To determine the confidence level represented by the given confidence interval for the population mean \(\mu\), follow these steps:

1. Understand the given data:
- Sample size (\(n\)): 12
- Sample mean (\(\bar{x}\)): 185 milligrams
- Sample standard deviation (\(s\)): 17.6 milligrams
- Confidence interval: \(173.8 \text{ mg} < \mu < 196.2 \text{ mg}\)

2. Calculate the margin of error (E):
[tex]\[ E = \text{sample mean} - \text{lower bound of the interval} \][/tex]
Substituting the values:
[tex]\[ E = 185 - 173.8 = 11.2 \text{ mg} \][/tex]

3. Calculate the t-score corresponding to the margin of error:
The formula for the t-score is:
[tex]\[ t = \frac{E}{s / \sqrt{n}} \][/tex]
Substituting the values:
[tex]\[ t = \frac{11.2}{17.6 / \sqrt{12}} \approx 2.204 \][/tex]

4. Determine the degrees of freedom (df):
[tex]\[ \text{df} = n - 1 = 12 - 1 = 11 \][/tex]

5. Find the p-value associated with the t-score for the degrees of freedom:
Using the t-distribution table, or a statistical software or calculator, find the p-value corresponding to \(t = 2.204\) with 11 degrees of freedom. For a one-tailed test, the p-value for \(t = 2.204\) and 11 degrees of freedom is approximately 0.025.

6. Convert the p-value to the confidence level:
Since the confidence interval is two-tailed, double the p-value obtained:
[tex]\[ \text{Confidence Level} = 1 - (2 \times 0.025) = 0.95 = 95\% \][/tex]

Thus, the confidence interval \(173.8 \text{ mg} < \mu < 196.2 \text{ mg}\) represents a 95\% confidence level. Therefore, the correct answer is:

[tex]\[ \boxed{95\%} \][/tex]
Thanks for using our platform. We're always here to provide accurate and up-to-date answers to all your queries. We appreciate your time. Please come back anytime for the latest information and answers to your questions. We're here to help at Westonci.ca. Keep visiting for the best answers to your questions.