Respuesta :
Answer:
About 1.16% of all samples have mean heights of at least 63.42 inches.
Step-by-step explanation:
To solve this question, we need to understand the normal probability distribution and the central limit theorem.
Normal probability distribution:
Problems of normally distributed samples are solved using the z-score formula.
In a set with mean [tex]\mu[/tex] and standard deviation [tex]\sigma[/tex], the zscore of a measure X is given by:
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
The Z-score 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. This p-value is the probability that the value of the measure is smaller than X, that is, the percentile of X. Subtracting 1 by the pvalue, we get the probability that the value of the measure is greater than X.
Central limit theorem:
The Central Limit Theorem estabilishes that, for a normally distributed random variable X, with mean [tex]\mu[/tex] and standard deviation [tex]\sigma[/tex], the sample means with size n can be approximated to a normal distribution with mean [tex]\mu[/tex] and standard deviation [tex]s = \frac{\sigma}{\sqrt{n}}[/tex]
In this problem, we have that:
[tex]\mu = 62.1, \sigma = 2.85, n = 24, s = \frac{2.85}{\sqrt{24}} = 0.58175[/tex]
What percentage of all samples of 24 of today's women in their 20s have mean heights of at least 63.42 inches?
This is 1 subtracted by the pvalue of Z when X = 63.42. So
[tex]Z = \frac{X - \mu}{\sigma}[/tex]
By the Central Limit Theorem
[tex]Z = \frac{X - \mu}{s}[/tex]
[tex]Z = \frac{63.42 - 62.1}{0.58175}[/tex]
[tex]Z = 2.27[/tex]
[tex]Z = 2.27[/tex] has a pvalue of 0.9884
1 - 0.9884 = 0.0116
About 1.16% of all samples have mean heights of at least 63.42 inches.
The percentage of all samples of 24 of today's women in their 20s that have mean heights of at least 63.42 inches is 1.2%.
Percentage of sample mean
Standard deviation=2.85/√24
Standard deviation=0.58175
z=x-mean/standard deviation
z=63.42-62.1/0.58175
z=1.32/0.58175
z=2.269
z=2.27(Approximately)
Since 2.27 has pvalue of 0.9884 using standard normal distribution table
Hence:
Percentage=1-pvalue
Percentage=1-0.9884
Percentage=0.0116×100
Percentage=1.2% (Approximately)
Inconclusion the percentage of all samples of 24 of today's women in their 20s that have mean heights of at least 63.42 inches is 1.2%.
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