A distribution has a standard deviation of o=10. Find the z-score for each of the following locations in the distribution.

a. Above the mean by 5 points.

b. Above the mean by 2 points.

c. Below th mean by 20 points.

d. Below the mean by 15 points.

Respuesta :

Answer:

a) Using the z score formula we got:

[tex] z = \frac{\mu +5 -\mu}{\sigma}= \frac{5}{10}= 0.5[/tex]

b) Using the z score formula we got:

[tex] z = \frac{\mu +2 -\mu}{\sigma}= \frac{2}{10}= 0.2[/tex]

c) Using the z score formula we got:

[tex] z = \frac{\mu -20 -\mu}{\sigma}= -\frac{20}{10}= -2[/tex]

d) Using the z score formula we got:

[tex] z = \frac{\mu -15 -\mu}{\sigma}= -\frac{15}{10}= -1.5[/tex]

Step-by-step explanation:

Previous concepts

Normal distribution, is a "probability distribution that is symmetric about the mean, showing that data near the mean are more frequent in occurrence than data far from the mean".

The Z-score is "a numerical measurement used in statistics of a value's relationship to the mean (average) of a group of values, measured in terms of standard deviations from the mean".  

Solution to the problem

Let X the random variable that represent the variable os interest of a population, and for this case we know the distribution for X is given by:

[tex]X \sim N(\mu,10)[/tex]  

Where [tex]\mu[/tex] and [tex]\sigma=10[/tex]

The best way to solve this problem is using the normal standard distribution and the z score given by:

[tex]z=\frac{x-\mu}{\sigma}[/tex]

Part a

[tex] X = \mu +5[/tex]

Using the z score formula we got:

[tex] z = \frac{\mu +5 -\mu}{\sigma}= \frac{5}{10}= 0.5[/tex]

Part b

[tex] X = \mu +2[/tex]

Using the z score formula we got:

[tex] z = \frac{\mu +2 -\mu}{\sigma}= \frac{2}{10}= 0.2[/tex]

Part c

[tex] X = \mu -20[/tex]

Using the z score formula we got:

[tex] z = \frac{\mu -20 -\mu}{\sigma}= -\frac{20}{10}= -2[/tex]

Part d

[tex] X = \mu -15[/tex]

Using the z score formula we got:

[tex] z = \frac{\mu -15 -\mu}{\sigma}= -\frac{15}{10}= -1.5[/tex]

a. The value of z-score above the mean by 5 points is 0.5.

b. The value of z-score above the mean by 5 points is 0.2.

c. The value of z-score  below the mean by 20 points is -2.

d. The value of z-score  below the mean by 15 points is -1.5.

z-score:

The normal standard distribution and the z score given by:

                  [tex]z=\frac{X-\mu}{\sigma}[/tex]

Where [tex]X[/tex] is random variable, [tex]\mu[/tex] is mean and [tex]\sigma[/tex] is standard deviation.

Given that,  [tex]\sigma=10[/tex]

The value of z-score above the mean by 5 points.

Substitute [tex]X=\mu+5[/tex] in above equation.

       [tex]z=\frac{\mu+5-\mu}{10}=0.5[/tex]

The value of z-score above the mean by 2 points.

        [tex]z=\frac{\mu+2-\mu}{10}=0.2[/tex]

The value of z-score  below the mean by 20 points.

       [tex]z=\frac{\mu-20-\mu}{10}=-2[/tex]

The value of z-score  below the mean by 15 points.

        [tex]z=\frac{\mu-15-\mu}{10}=-1.5[/tex]

Learn more about the z-score here:

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