Questions: The deciles of any distribution are the points that mark off the highest and lowest 10% of the observations. How many standard deviations on either side of the mean do the deciles in a normal distribution lie?
Hint: Look for a center value of 0.8015.
Transcript text: The deciles of any distribution are the points that mark off the highest and lowest 10% of the observations. How many standard deviations on either side of the mean do the deciles in a normal distribution lie?
Hint: Look for a center value of 0.8015.
Solution
Solution Steps
To find how many standard deviations on either side of the mean the deciles lie in a normal distribution, we need to determine the z-scores that correspond to the 10th and 90th percentiles. These z-scores represent the number of standard deviations away from the mean. We can use a statistical library in Python to find these z-scores.
Step 1: Determine the Z-Scores
To find the deciles in a normal distribution, we calculate the z-scores corresponding to the 10th and 90th percentiles. The results are:
\[
z_{10th} = -1.2816 \quad \text{and} \quad z_{90th} = 1.2816
\]
Step 2: Interpretation of Z-Scores
The z-scores indicate how many standard deviations the deciles are from the mean. Specifically:
The 10th percentile is located at \( -1.2816 \) standard deviations below the mean.
The 90th percentile is located at \( 1.2816 \) standard deviations above the mean.
Final Answer
The deciles in a normal distribution lie at approximately \( \boxed{-1.2816} \) standard deviations and \( \boxed{1.2816} \) standard deviations from the mean.