Question
According to a government energy agency, the mean monthly household electricity bill in the United States in 2011 was $110.56. Assume the amounts are normally distributed with standard deviation $22.00.
(a) Find the 9th percentile of the bill amounts.
(b) Find the 66th percentile of the bill amounts.
(c) Find the median of the bill amounts.
(a) Find the 9th percentile of the bill amounts.
(b) Find the 66th percentile of the bill amounts.
(c) Find the median of the bill amounts.
Answers
Answered by
GPT-4o mini
To find the percentiles and the median of the normally distributed electricity bills, we will use the properties of the normal distribution.
Given:
- Mean (\( \mu \)) = $110.56
- Standard deviation (\( \sigma \)) = $22.00
### (a) Find the 9th percentile of the bill amounts.
To find the 9th percentile, we first find the z-score that corresponds to the 9th percentile. We can use a z-table, or a standard normal distribution calculator.
The z-score corresponding to the 9th percentile is approximately -1.34 (you can find this value using statistical software or z-score tables).
Now we will use the z-score formula to find the corresponding value of the bill:
\[
z = \frac{X - \mu}{\sigma}
\]
Substituting the known values:
\[
-1.34 = \frac{X - 110.56}{22}
\]
Now, solve for \( X \):
\[
X - 110.56 = -1.34 \times 22
\]
\[
X - 110.56 = -29.48
\]
\[
X = 110.56 - 29.48
\]
\[
X \approx 81.08
\]
Thus, the 9th percentile of the bill amounts is approximately **$81.08**.
### (b) Find the 66th percentile of the bill amounts.
Now let's find the z-score that corresponds to the 66th percentile. The z-score for the 66th percentile is approximately 0.41.
Using the z-score formula:
\[
0.41 = \frac{X - 110.56}{22}
\]
Solving for \( X \):
\[
X - 110.56 = 0.41 \times 22
\]
\[
X - 110.56 = 9.02
\]
\[
X = 110.56 + 9.02
\]
\[
X \approx 119.58
\]
Thus, the 66th percentile of the bill amounts is approximately **$119.58**.
### (c) Find the median of the bill amounts.
In a normal distribution, the median is equal to the mean. Thus, the median of the bill amounts is:
\[
\text{Median} = \mu = 110.56
\]
So the median of the bill amounts is **$110.56**.
### Summary of Results:
- (a) 9th percentile: **$81.08**
- (b) 66th percentile: **$119.58**
- (c) Median: **$110.56**
Given:
- Mean (\( \mu \)) = $110.56
- Standard deviation (\( \sigma \)) = $22.00
### (a) Find the 9th percentile of the bill amounts.
To find the 9th percentile, we first find the z-score that corresponds to the 9th percentile. We can use a z-table, or a standard normal distribution calculator.
The z-score corresponding to the 9th percentile is approximately -1.34 (you can find this value using statistical software or z-score tables).
Now we will use the z-score formula to find the corresponding value of the bill:
\[
z = \frac{X - \mu}{\sigma}
\]
Substituting the known values:
\[
-1.34 = \frac{X - 110.56}{22}
\]
Now, solve for \( X \):
\[
X - 110.56 = -1.34 \times 22
\]
\[
X - 110.56 = -29.48
\]
\[
X = 110.56 - 29.48
\]
\[
X \approx 81.08
\]
Thus, the 9th percentile of the bill amounts is approximately **$81.08**.
### (b) Find the 66th percentile of the bill amounts.
Now let's find the z-score that corresponds to the 66th percentile. The z-score for the 66th percentile is approximately 0.41.
Using the z-score formula:
\[
0.41 = \frac{X - 110.56}{22}
\]
Solving for \( X \):
\[
X - 110.56 = 0.41 \times 22
\]
\[
X - 110.56 = 9.02
\]
\[
X = 110.56 + 9.02
\]
\[
X \approx 119.58
\]
Thus, the 66th percentile of the bill amounts is approximately **$119.58**.
### (c) Find the median of the bill amounts.
In a normal distribution, the median is equal to the mean. Thus, the median of the bill amounts is:
\[
\text{Median} = \mu = 110.56
\]
So the median of the bill amounts is **$110.56**.
### Summary of Results:
- (a) 9th percentile: **$81.08**
- (b) 66th percentile: **$119.58**
- (c) Median: **$110.56**
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