Respuesta :
Using the normal distribution, it is found that the IQ scores identified with the desired percentages are:
- a) 130.81.
- b) 80.8
- c) 96.2
- d) [70.6, 129.4]
- e) [61.37, 138.63]
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.
In this problem:
- The mean is 100, hence [tex]\mu = 100[/tex].
- The standard deviation is 15, hence [tex]\sigma = 15[/tex].
Item a:
This is the 98th percentile, which is X when Z has a p-value of 0.98, so X when Z = 2.054.
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
[tex]2.054 = \frac{X - 100}{15}[/tex]
[tex]X - 100 = 2.054(15)[/tex]
[tex]X = 130.81[/tex]
Item b:
This is the 10th percentile, which is X when Z has a p-value of 0.1, so X when Z = -1.28.
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
[tex]-1.28 = \frac{X - 100}{15}[/tex]
[tex]X - 100 = -1.28(15)[/tex]
[tex]X = 80.8[/tex]
Item c:
This is the 100 - 60 = 40th percentile, which is X when Z has a p-value of 0.4, so X when Z = -0.253.
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
[tex]-0.253 = \frac{X - 100}{15}[/tex]
[tex]X - 100 = -0.253(15)[/tex]
[tex]X = 96.2[/tex]
Item d:
This is between the 2.5th percentile(X when Z = -1.96) and the 97.5th percentile(X when Z = 1.96), hence:
Z = -1.96:
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
[tex]-1.96 = \frac{X - 100}{15}[/tex]
[tex]X - 100 = -1.96(15)[/tex]
[tex]X = 70.6[/tex]
Z = 1.96:
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
[tex]1.96 = \frac{X - 100}{15}[/tex]
[tex]X - 100 = 1.96(15)[/tex]
[tex]X = 129.4[/tex]
Item e:
This is between the 0.5th percentile(X when Z = -2.575) and the 99.5th percentile(X when Z = 2.575), hence:
Z = -2.575:
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
[tex]-2.575 = \frac{X - 100}{15}[/tex]
[tex]X - 100 = -2.575(15)[/tex]
[tex]X = 61.37[/tex]
Z = 2.575:
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
[tex]2.575 = \frac{X - 100}{15}[/tex]
[tex]X - 100 = 2.575(15)[/tex]
[tex]X = 138.63[/tex]
You can learn more about the normal distribution at https://brainly.com/question/24663213