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Sagot :
Using the normal distribution, it is found that:
a. X ~ N(26000, 12300).
b. 0.1913 = 19.13% probability that the college graduate has between $24,900 and $30,950 in student loan debt.
c. Low: $22,888, High: $29,112.
Normal Probability Distribution
In a normal distribution with mean [tex]\mu[/tex] and standard deviation [tex]\sigma[/tex], the z-score of a measure X is given by:
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
- It measures how many standard deviations the measure is from the mean.
- After finding the z-score, we look at the z-score table and find the p-value associated with this z-score, which is the percentile of X.
Item a:
- The mean is of $26,000, hence [tex]\mu = 26000[/tex].
- The standard deviation is of $12,300, hence [tex]\sigma = 12300[/tex].
Then, the distribution is:
X ~ N(26000, 12300).
Item b:
The probability is the p-value of Z when X = 30950 subtracted by the p-value of Z when X = 24900, hence:
X = 30950:
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
[tex]Z = \frac{30950 - 26000}{12300}[/tex]
[tex]Z = 0.4[/tex]
[tex]Z = 0.4[/tex] has a p-value of 0.6554.
X = 24900:
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
[tex]Z = \frac{24900 - 26000}{12300}[/tex]
[tex]Z = -0.09[/tex]
[tex]Z = -0.09[/tex] has a p-value of 0.4641.
0.6554 - 0.4641 = 0.1913
0.1913 = 19.13% probability that the college graduate has between $24,900 and $30,950 in student loan debt.
Item c:
- Between the 40th percentile(low) and the 60th percentile(high).
- The 40th percentile is X when Z has a p-value of 0.4, so X when Z = -0.253.
- The 60th percentile is X when Z has a p-value of 0.6, so X when Z = 0.253.
Then, the 40th percentile is found as follows.
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
[tex]-0.253 = \frac{X - 26000}{12300}[/tex]
[tex]X - 26000 = -0.253(12300)[/tex]
[tex]X = 22888[/tex]
For the 60th percentile:
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
[tex]0.253 = \frac{X - 26000}{12300}[/tex]
[tex]X - 26000 = 0.253(12300)[/tex]
[tex]X = 29112[/tex]
Hence:
Low: $22,888, High: $29,112.
You can learn more about the normal distribution at https://brainly.com/question/24663213
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