A simple random sample of size n = 36 is obtained from a population with μ = 72 and a = 18. (a) Describe the sampling distribution of x. (b) What is P (x>77.4)? (c) What is P (x≤64.65) ? (d) What is P (68.4 77.4)= (Round to four decimal places as needed.) www
A simple random sample of size n = 36 is obtained from a population with μ = 72 and a = 18. (a) Describe the sampling distribution of x. (b) What is P (x>77.4)? (c) What is P (x≤64.65) ? (d) What is P (68.4 77.4)= (Round to four decimal places as needed.) www
MATLAB: An Introduction with Applications
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![**Educational Website Content**
## Understanding Sampling Distribution
A simple random sample of size \( n = 36 \) is obtained from a population with \( \mu = 72 \) and \( \sigma = 18 \).
### Questions and Solutions:
---
#### (a) Describe the sampling distribution of \( \bar{x} \).
- **Answer Choices:**
- \( \quad \) B. The distribution is skewed right.
- \( \quad \) C. The distribution is uniform.
- \( \checkmark \) D. The distribution is approximately normal.
- \( \quad \) E. The shape of the distribution is unknown.
Explanation: When the sample size is sufficiently large, the sampling distribution of the sample mean \( \bar{x} \) is approximately normal due to the Central Limit Theorem. Hence, the correct answer is D.
---
#### Find the mean and standard deviation of the sampling distribution of \( \bar{x} \).
\[
\mu_{\bar{x}} = 72
\]
\[
\sigma_{\bar{x}} = \frac{\sigma}{\sqrt{n}} = \frac{18}{\sqrt{36}} = 3
\]
---
#### (b) What is \( P(\bar{x} > 77.4) \)?
Calculate the probability, rounding to four decimal places as needed.
\[\text{P}(\bar{x} > 77.4) = \]
*To be calculated.*
---
#### (c) What is \( P(\bar{x} \leq 64.65) \)?
*This would also need to be calculated using the same methods.*
---
#### (d) What is \( P(68.4 < \bar{x} < 77.7) \)?
*This probability calculation would require the use of Z-scores and referencing standard normal distribution tables or a computational tool.*
---
### Explanation of Graphs and Diagrams:
*There are no graphs or diagrams present in the image provided. The content primarily consists of textual information and calculations related to the sampling distribution of the sample mean.*
---
*Note: For parts (b), (c), and (d), to find the specific probabilities, one would typically convert the sample mean values into Z-scores using the formula:*
\[
Z = \frac{\bar{x} - \mu_{\bar{x}}}{\sigma_{\bar{x}}}
\](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2F9915ac65-dbee-4978-ab2b-245d47847728%2F339c0250-ceed-48a5-9a00-20b915ad2ec1%2Ft2g6tjq_processed.jpeg&w=3840&q=75)
Transcribed Image Text:**Educational Website Content**
## Understanding Sampling Distribution
A simple random sample of size \( n = 36 \) is obtained from a population with \( \mu = 72 \) and \( \sigma = 18 \).
### Questions and Solutions:
---
#### (a) Describe the sampling distribution of \( \bar{x} \).
- **Answer Choices:**
- \( \quad \) B. The distribution is skewed right.
- \( \quad \) C. The distribution is uniform.
- \( \checkmark \) D. The distribution is approximately normal.
- \( \quad \) E. The shape of the distribution is unknown.
Explanation: When the sample size is sufficiently large, the sampling distribution of the sample mean \( \bar{x} \) is approximately normal due to the Central Limit Theorem. Hence, the correct answer is D.
---
#### Find the mean and standard deviation of the sampling distribution of \( \bar{x} \).
\[
\mu_{\bar{x}} = 72
\]
\[
\sigma_{\bar{x}} = \frac{\sigma}{\sqrt{n}} = \frac{18}{\sqrt{36}} = 3
\]
---
#### (b) What is \( P(\bar{x} > 77.4) \)?
Calculate the probability, rounding to four decimal places as needed.
\[\text{P}(\bar{x} > 77.4) = \]
*To be calculated.*
---
#### (c) What is \( P(\bar{x} \leq 64.65) \)?
*This would also need to be calculated using the same methods.*
---
#### (d) What is \( P(68.4 < \bar{x} < 77.7) \)?
*This probability calculation would require the use of Z-scores and referencing standard normal distribution tables or a computational tool.*
---
### Explanation of Graphs and Diagrams:
*There are no graphs or diagrams present in the image provided. The content primarily consists of textual information and calculations related to the sampling distribution of the sample mean.*
---
*Note: For parts (b), (c), and (d), to find the specific probabilities, one would typically convert the sample mean values into Z-scores using the formula:*
\[
Z = \frac{\bar{x} - \mu_{\bar{x}}}{\sigma_{\bar{x}}}
\
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