Heights of women are normally distributed with a mean of 64 inches and a standard deviation of 3.5 inches. Find the minimum height needed to be in the top 10 percent of women. O 72.5 inches 59.5 inches 68.5 inches 47.5 inches

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**Problem Statement:**

Heights of women are normally distributed with a mean of 64 inches and a standard deviation of 3.5 inches. Find the minimum height needed to be in the top 10 percent of women.

**Options:**

- ○ 72.5 inches
- ○ 59.5 inches
- ○ 68.5 inches
- ○ 47.5 inches

**Solution Explanation (for Educational Website):**

To solve this problem, we need to determine the z-score that corresponds to the top 10 percent of a normal distribution. This is typically done by looking up the cumulative distribution function (CDF) for a standard normal distribution.

1. **Find the Z-Score for the Top 10%:**
   - The top 10% corresponds to the 90th percentile.
   - From standard normal distribution tables (or using a calculator), the z-score for 0.90 (90th percentile) is approximately 1.28.

2. **Use the Z-Score Formula:**
   \[
   z = \frac{X - \mu}{\sigma}
   \]
   Where:
   - \( z \) = Z-score
   - \( X \) = Value in the distribution
   - \( \mu \) = Mean of the distribution (64 inches)
   - \( \sigma \) = Standard deviation of the distribution (3.5 inches)

3. **Calculate the Height:**
   \[
   1.28 = \frac{X - 64}{3.5}
   \]
   \[
   X - 64 = 1.28 \times 3.5
   \]
   \[
   X = 1.28 \times 3.5 + 64
   \]
   \[
   X = 4.48 + 64
   \]
   \[
   X = 68.48
   \]

   Therefore, the minimum height needed to be in the top 10 percent of women is approximately 68.5 inches.

**Correct Answer:**

- ○ 68.5 inches
Transcribed Image Text:**Problem Statement:** Heights of women are normally distributed with a mean of 64 inches and a standard deviation of 3.5 inches. Find the minimum height needed to be in the top 10 percent of women. **Options:** - ○ 72.5 inches - ○ 59.5 inches - ○ 68.5 inches - ○ 47.5 inches **Solution Explanation (for Educational Website):** To solve this problem, we need to determine the z-score that corresponds to the top 10 percent of a normal distribution. This is typically done by looking up the cumulative distribution function (CDF) for a standard normal distribution. 1. **Find the Z-Score for the Top 10%:** - The top 10% corresponds to the 90th percentile. - From standard normal distribution tables (or using a calculator), the z-score for 0.90 (90th percentile) is approximately 1.28. 2. **Use the Z-Score Formula:** \[ z = \frac{X - \mu}{\sigma} \] Where: - \( z \) = Z-score - \( X \) = Value in the distribution - \( \mu \) = Mean of the distribution (64 inches) - \( \sigma \) = Standard deviation of the distribution (3.5 inches) 3. **Calculate the Height:** \[ 1.28 = \frac{X - 64}{3.5} \] \[ X - 64 = 1.28 \times 3.5 \] \[ X = 1.28 \times 3.5 + 64 \] \[ X = 4.48 + 64 \] \[ X = 68.48 \] Therefore, the minimum height needed to be in the top 10 percent of women is approximately 68.5 inches. **Correct Answer:** - ○ 68.5 inches
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