A distribution of values is normal with a mean of 187.9 and a standard deviation of 71.2. Find P80, which is the score separating the bottom 80% from the top 20%. P80 = Enter your answer as a number accurate to 4 decimal places.

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### Understanding Percentiles in a Normal Distribution

In this exercise, we consider a normally distributed set of values characterized by a mean (average) of 187.9 and a standard deviation of 71.2.

To solve the question, we are asked to identify **P₈₀**, which is the value below which 80% of the observations fall (also known as the 80th percentile). This score will effectively separate the bottom 80% of the data from the top 20%.

Given:
- Mean (μ) = 187.9
- Standard Deviation (σ) = 71.2

To find **P₈₀**, follow these steps:

1. **Determine the Z-score for the 80th percentile**: The Z-score indicates how many standard deviations a value is from the mean. For the 80th percentile (P₈₀), the Z-score can be found in a Z-table or using statistical software or a calculator. The Z-score for the 80th percentile is approximately **0.8416**.

2. **Convert the Z-score to the actual value**: Use the formula for converting a Z-score to an X value:
   \[
   X = μ + (Z * σ)
   \]
   where:
   - \( μ \) is the mean
   - \( Z \) is the Z-score
   - \( σ \) is the standard deviation

   Plugging in the values:
   \[
   P₈₀ = 187.9 + (0.8416 * 71.2)
   \]

3. **Calculate**:
   \[
   P₈₀ = 187.9 + 59.87 ≈ 247.7700
   \]

### Answer
Hence, **P₈₀** ≈ 247.7700

Enter this value accurate to 4 decimal places.

---

This example illustrates the process of finding a specific percentile in a normally distributed dataset. It's a key concept in the study of statistics, particularly useful for understanding data distribution and probability.
Transcribed Image Text:### Understanding Percentiles in a Normal Distribution In this exercise, we consider a normally distributed set of values characterized by a mean (average) of 187.9 and a standard deviation of 71.2. To solve the question, we are asked to identify **P₈₀**, which is the value below which 80% of the observations fall (also known as the 80th percentile). This score will effectively separate the bottom 80% of the data from the top 20%. Given: - Mean (μ) = 187.9 - Standard Deviation (σ) = 71.2 To find **P₈₀**, follow these steps: 1. **Determine the Z-score for the 80th percentile**: The Z-score indicates how many standard deviations a value is from the mean. For the 80th percentile (P₈₀), the Z-score can be found in a Z-table or using statistical software or a calculator. The Z-score for the 80th percentile is approximately **0.8416**. 2. **Convert the Z-score to the actual value**: Use the formula for converting a Z-score to an X value: \[ X = μ + (Z * σ) \] where: - \( μ \) is the mean - \( Z \) is the Z-score - \( σ \) is the standard deviation Plugging in the values: \[ P₈₀ = 187.9 + (0.8416 * 71.2) \] 3. **Calculate**: \[ P₈₀ = 187.9 + 59.87 ≈ 247.7700 \] ### Answer Hence, **P₈₀** ≈ 247.7700 Enter this value accurate to 4 decimal places. --- This example illustrates the process of finding a specific percentile in a normally distributed dataset. It's a key concept in the study of statistics, particularly useful for understanding data distribution and probability.
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