Questions: Assume the random variable X is normally distributed, with mean μ=52 and standard deviation σ=5. Find the 10th percentile.
The 10th percentile is
(Round to two decimal places as needed.)
Transcript text: Assume the random variable $X$ is normally distributed, with mean $\mu=52$ and standard deviation $\sigma=5$. Find the 10th percentile.
The 10th percentile is $\square$
(Round to two decimal places as needed.)
Solution
Solution Steps
Step 1: Identify the Distribution Parameters
The random variable \( X \) is normally distributed with the following parameters:
Mean \( \mu = 52 \)
Standard deviation \( \sigma = 5 \)
Step 2: Determine the Z-Score for the 10th Percentile
To find the 10th percentile, we need the z-score that corresponds to \( P(X \leq x) = 0.10 \). From standard normal distribution tables, the z-score for the 10th percentile is approximately:
\[
z \approx -1.2816
\]
Step 3: Calculate the 10th Percentile Value
Using the z-score, we can convert it back to the original scale using the formula:
\[
x = \mu + z \cdot \sigma
\]
Substituting the known values:
\[
x = 52 + (-1.2816) \cdot 5
\]
Calculating this gives:
\[
x = 52 - 6.408 = 45.592
\]
Rounding to two decimal places, we find:
\[
x \approx 45.59
\]
Final Answer
The 10th percentile is given by:
\[
\boxed{45.59}
\]