Assume the standard deviation of the heights of all five-year-old boys is 3.5 inches. How many five-year-old boys need to be sampled if we want to be 90% sure that the population mean height is estimated correctly to within 0.5 inches? 102 325 133 81 189

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**Statistical Sampling Example Problem**

**Problem Statement:**

Assume the standard deviation of the heights of all five-year-old boys is 3.5 inches. How many five-year-old boys need to be sampled if we want to be 90% sure that the population mean height is estimated correctly to within 0.5 inches?

**Options:**
1. 102
2. 325
3. 133
4. 81
5. 189

**Explanation:**

The problem involves determining the required sample size to estimate a population mean with a certain level of confidence and margin of error. This type of question is typical in inferential statistics where a sample size helps make estimates about a population parameter.

To calculate this, you can use the formula for the sample size for estimating a population mean:

\[ n = \left( \frac{Z \cdot \sigma}{E} \right)^2 \]

Where:
- \( n \) is the sample size
- \( Z \) is the z-value corresponding to the desired confidence level
- \( \sigma \) is the population standard deviation
- \( E \) is the margin of error

For a 90% confidence level, the z-value is approximately 1.645. The given standard deviation (\( \sigma \)) is 3.5 inches, and the desired margin of error (\( E \)) is 0.5 inches.

Plugging in these values:

\[ n = \left( \frac{1.645 \cdot 3.5}{0.5} \right)^2 \]

\[ n = \left( \frac{5.7575}{0.5} \right)^2 \]

\[ n = (11.515)^2 \]

\[ n = 132.551 \]

Since the sample size needs to be a whole number, you would round up to ensure the margin of error is met, so \( n = 133 \).

Therefore, the correct answer is:
- 133
Transcribed Image Text:**Statistical Sampling Example Problem** **Problem Statement:** Assume the standard deviation of the heights of all five-year-old boys is 3.5 inches. How many five-year-old boys need to be sampled if we want to be 90% sure that the population mean height is estimated correctly to within 0.5 inches? **Options:** 1. 102 2. 325 3. 133 4. 81 5. 189 **Explanation:** The problem involves determining the required sample size to estimate a population mean with a certain level of confidence and margin of error. This type of question is typical in inferential statistics where a sample size helps make estimates about a population parameter. To calculate this, you can use the formula for the sample size for estimating a population mean: \[ n = \left( \frac{Z \cdot \sigma}{E} \right)^2 \] Where: - \( n \) is the sample size - \( Z \) is the z-value corresponding to the desired confidence level - \( \sigma \) is the population standard deviation - \( E \) is the margin of error For a 90% confidence level, the z-value is approximately 1.645. The given standard deviation (\( \sigma \)) is 3.5 inches, and the desired margin of error (\( E \)) is 0.5 inches. Plugging in these values: \[ n = \left( \frac{1.645 \cdot 3.5}{0.5} \right)^2 \] \[ n = \left( \frac{5.7575}{0.5} \right)^2 \] \[ n = (11.515)^2 \] \[ n = 132.551 \] Since the sample size needs to be a whole number, you would round up to ensure the margin of error is met, so \( n = 133 \). Therefore, the correct answer is: - 133
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