Pregunta
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A population of values has a normal distribution with and . You intend to draw a
random sample of size .
Find the probability that a single randomly selected value is less than 142.7 .

Find the probability that a sample of size is randomly selected with a mean less than 142.7.

Enter your answers as numbers accurate to 4 decimal places. Answers obtained using exact -scores or -
scores rounded to 3 decimal places are accepted.

Ask by Love Reid. in the United States
Mar 27,2025

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Solución

We begin by noting that the population is normally distributed with mean
and standard deviation

1. Probability that a single value is less than 142.7

For a single value from the distribution, we standardize using the -score:
First, compute the numerator:
Then,
The probability that is less than 142.7 is then:
Looking up (or using a calculator for) the standard normal cumulative distribution for gives approximately:

2. Probability that a sample of size has a mean less than 142.7

For a sample of size , the sampling distribution of the mean is normally distributed with mean
and standard error (SE)
Calculate the standard error:
Standardize the sample mean :
Again, the numerator is:
so
The probability that the sample mean is less than 142.7 is:
Using the standard normal distribution, a -score of approximately 3.206 gives a probability very near 1, specifically:

Final Answers

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Beyond the Answer

To find for a single randomly selected value from the distribution, we first calculate the z-score:
Using a z-table or calculator, we find the probability corresponding to :
Now, for the probability that a sample mean from a sample of size is less than 142.7, we adjust our calculation to account for the standard error of the mean:
Calculating the z-score for the sample mean:
From the z-table, the probability is:
So the final probabilities are:
Final Answers:

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