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Answer :
To find the z-score for a value of 36.3 miles per gallon, let's go through the steps to calculate it. A z-score tells us how many standard deviations an element is from the mean. Here's a simple breakdown of the process:
1. Determine the Mean ([tex]\(\mu\)[/tex]) of the Data:
- For z-score calculations, the mean is central to locating the data point in comparison to the rest. Here, it's given as 37.5.
2. Determine the Standard Deviation ([tex]\(\sigma\)[/tex]):
- The standard deviation measures the amount of variation or dispersion in a set of values. Here, it's given as 1.5.
3. Identify the Value ([tex]\(X\)[/tex]) for Which You Want the Z-Score:
- We need to find the z-score for 36.3 miles per gallon.
4. Use the Z-Score Formula:
[tex]\[
z = \frac{X - \mu}{\sigma}
\][/tex]
Plug the values into the formula:
[tex]\[
z = \frac{36.3 - 37.5}{1.5}
\][/tex]
5. Calculate:
[tex]\[
z = \frac{-1.2}{1.5} \approx -0.8
\][/tex]
So, the z-score for a mileage of 36.3 miles per gallon is approximately [tex]\(-0.8\)[/tex]. This means that 36.3 mpg is 0.8 standard deviations below the mean.
1. Determine the Mean ([tex]\(\mu\)[/tex]) of the Data:
- For z-score calculations, the mean is central to locating the data point in comparison to the rest. Here, it's given as 37.5.
2. Determine the Standard Deviation ([tex]\(\sigma\)[/tex]):
- The standard deviation measures the amount of variation or dispersion in a set of values. Here, it's given as 1.5.
3. Identify the Value ([tex]\(X\)[/tex]) for Which You Want the Z-Score:
- We need to find the z-score for 36.3 miles per gallon.
4. Use the Z-Score Formula:
[tex]\[
z = \frac{X - \mu}{\sigma}
\][/tex]
Plug the values into the formula:
[tex]\[
z = \frac{36.3 - 37.5}{1.5}
\][/tex]
5. Calculate:
[tex]\[
z = \frac{-1.2}{1.5} \approx -0.8
\][/tex]
So, the z-score for a mileage of 36.3 miles per gallon is approximately [tex]\(-0.8\)[/tex]. This means that 36.3 mpg is 0.8 standard deviations below the mean.
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