Question

In: Statistics and Probability

A (very large) population has a mean µ of 800 and a standard deviation σ of...

A (very large) population has a mean µ of 800 and a standard deviation σ of 25. What is the probability that a sample mean x will be within ± 5 units of the population mean for each of the following sample sizes?

a. n = 50

b. n = 75

c. n = 100

Solutions

Expert Solution

Solution :

Given that,

mean = = 800

standard deviation = = 25

a)

n = 50

= = 800

= / n = 25 / 50 = 3.5355

P(795 < < 805) = 1 - (P((795 - 800) /3.5355 <( - ) / < (805 - 800) / 3.5355)))

=1 - ( P(-1.41 < Z <1.41))

= 1 - (P(Z < 1.41) - P(Z < -1.41)) Using standard normal table,  

= 1 - (0.9207 - 0.0793)

= 1 - 0.8414

Probability = 0.1586

b)

n = 75

= = 800

= / n = 25 / 75 = 2.8868

P(795 < < 805) = 1 - (P((795 - 800) /2.8868 <( - ) / < (805 - 800) / 2.8868)))

=1 - ( P(-1.73 < Z <1.73))

= 1 - (P(Z < 1.73) - P(Z < -1.73)) Using standard normal table,  

= 1 - (0.9582 - 0.0418)

= 1 - 0.9164

Probability = 0.0836

c)

n = 100

= = 800

= / n = 25 / 100 = 2.5

P(795 < < 805) = 1 - (P((795 - 800) /2.5 <( - ) / < (805 - 800) / 2.5)))

=1 - ( P(-2 < Z < 2))

= 1 - (P(Z < 2) - P(Z < -2)) Using standard normal table,  

= 1 - (0.9772 - 0.0228)

= 1 - 0.8414

Probability = 0.9544


Related Solutions

A (very large) population has a mean µ of 800 and a standard deviation σ of...
A (very large) population has a mean µ of 800 and a standard deviation σ of 25. What is the probability that a sample mean x will be within ± 5 units of the population mean for each of the following sample sizes? a. n = 50 b. n = 75 c. n = 100
Consider a large population which has true mean µ and true standard deviation σ. We take...
Consider a large population which has true mean µ and true standard deviation σ. We take a sample of size 3 from this population, thinking of the sample as the RVs X1, X2, X3 where Xi can be considered iid (independent identically distributed). We are interested in estimating µ. (a) Consider the estimator ˆµ1 = X1 + X2 − X3. Is this estimator biased? Show your work (b) Find the variance of ˆµ1. (c) Consider the estimator ˆµ2 = X1+X2+X3...
A) If a normal distribution has a mean µ = 40 and a standard deviation σ...
A) If a normal distribution has a mean µ = 40 and a standard deviation σ = 2, what value of x would you expect to find 2 standard deviations below the mean B) If a normal distribution has a mean µ = 70 and a variance σ2 = 16, what value of x would you expect to find 2.5 standard deviations above the mean? C)If a sample yields a mean xmean = 44 and we know that the sum...
A population has a mean of 400 and a standard deviation of 800 . Suppose a...
A population has a mean of 400 and a standard deviation of 800 . Suppose a sample of size 100 is selected and is used to estimate . Use z-table. a. What is the probability that the sample mean will be within +-8 of the population mean (to 4 decimals)? .3830 b. What is the probability that the sample mean will be within +-16 of the population mean (to 4 decimals)?
A population has a mean of μ = 70 and a standard deviation of σ =...
A population has a mean of μ = 70 and a standard deviation of σ = 12 For the same population, find the score (X value) that corresponds to each of the following z-scores. z = 0.50: X=_____                        z = 1.50: X=_____      z = -2.50: X=_____ z = -0.25: X=_____                      z = -0.50: X=_____    z = 1.25: X=_____ A sample has a mean of M = 30 and a standard deviation of s = 7. Find the z-score...
A random variable, X, has a population mean, µ = 155, and a population standard deviation,...
A random variable, X, has a population mean, µ = 155, and a population standard deviation, σ = 10. What is the probability that X is more than 180? Answer PART II. A random variable, X, has a population mean, µ = 155, and a population standard deviation, σ = 10. To study the population, a random sample of 64 observations is collected and data is recorded. What is the probability that a sample mean will exceed 180? Answer Using...
A population has a mean of 800 and a standard deviation of 200. Suppose a sample...
A population has a mean of 800 and a standard deviation of 200. Suppose a sample of size 400 is selected and x is used to estimate μ. (Round your answers to four decimal places.) (a) What is the probability that the sample mean will be within ±5 of the population mean? (b) What is the probability that the sample mean will be within ±10 of the population mean? A simple random sample of 90 items resulted in a sample...
Suppose X has a Normal distribution with mean µ= 50 and standard deviation σ = 8....
Suppose X has a Normal distribution with mean µ= 50 and standard deviation σ = 8. What percent of X is between 42 and 58? What percent of X is greater than 66? What is the value of X for which 10% of the distribution is less? Determine the 35th percentile.
Suppose µ is the mean of a normally distributed population for which the standard deviation is...
Suppose µ is the mean of a normally distributed population for which the standard deviation is known to be 3.5. The hypotheses H0 : µ = 10 Ha : µ 6= 10 are to be tested using a random sample of size 25 from the population. The power of an 0.05 level test when µ = 12 is closest to
Let Z be a normal random variable with mean µ = 0 and standard deviation σ...
Let Z be a normal random variable with mean µ = 0 and standard deviation σ = 1, that is, Z ∼ N(0, 1). Find each of the following: (a) P(Z ≤ −1.13). (b) P(Z ≥ −2.18). (c) P(2.13 ≤ Z ≤ 2.57). (d) P(−2.3 ≤ Z ≤ −1.1). (e) P(0 ≤ Z ≤ 1.54). (f) P(−1.54 ≤ Z ≤ 1.54). (g) N(1.1243). (h) N(−1.1243).
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT