Question

In: Statistics and Probability

A random sample of n = 100 observations is drawn from a population with mean 10...

A random sample of n = 100 observations is drawn from a population with mean 10 and variance 400.

(a) Describe the shape of the sampling distribution of ¯x. Does your answer depend on the sample size? (

b) Give the mean and standard deviation of the sampling distribution of ¯x.

(c) Find the probability that ¯x is less than 8.

(d) Find the probability that ¯x is greater than 9.5.

(e) Find the probability that ¯x is between 8 and 9.5.

Solutions

Expert Solution

Solution :

(a)

The shape of the sampling distribution of is approximately normal .

Yes

(b)

The sampling distribution of mean is ,

= 10

The sampling distribution of standard deviation is ,  

= / n = 20 / 100 = 2

(c)

P( < 8) = P(( - ) / < (8 - 10) / 2)

= P(z < -1)

= 0.0228

(d)

P( > 9.5) = 1 - P( < 9.5)

= 1 - P[( - ) / < (9.5 - 10) / 2]

= 1 - P(z < -0.25)

= 0.5987

(e)

P(8 < x bar < 9.5) = 0.4013 - 0.0228 = 0.3785


Related Solutions

A random sample of n=64 observations is drawn from a population with a mean equal to...
A random sample of n=64 observations is drawn from a population with a mean equal to 51 and a standard deviation equal to 32. a. Find the probability that overbar x is less than 43. b. Find the probability that overbar x is greater than 57. c. Find the probability that x over bar x falls between 43 and 59. ​(Round to three decimal places as​ needed.)
A random sample of 81 observations is drawn from a population with a mean of 104...
A random sample of 81 observations is drawn from a population with a mean of 104 and a variance of 156.25. a) State the distribution of the sample mean, ?̅. (Show any conditions that you have checked.) b) Calculate the probability that the sample mean is at most 102.5. c) Calculate the probability that the sample mean is between 103.5 and 105.8.
A simple random sample of size n=40 is drawn from a population. The sample mean is...
A simple random sample of size n=40 is drawn from a population. The sample mean is found to be x=121.7 and the sample standard deviation is found to be s=13.3. Construct a​ 99% confidence interval for the population mean. The lower bound is ​ (Round to two decimal places as​ needed.)
A simple random sample of size n= 40 is drawn from a population. The sample mean...
A simple random sample of size n= 40 is drawn from a population. The sample mean is found to be x= 120.6 and the sample standard deviation is found to be s 13.3 Construct a​ 99% confidence interval for the population mean.
A random sample of 10 observations was drawn from a large normally distributed population. The data...
A random sample of 10 observations was drawn from a large normally distributed population. The data is below. 21, 22, 19, 25, 19, 19, 21, 26, 21, 23    Test to determine if we can infer at the 3% significance level that the population mean is not equal to 22, filling in the requested information below. A. The value of the standardized test statistic: Note: For the next part, your answer should use interval notation. An answer of the form...
A random sample of 10 observations was drawn from a large normally distributed population. The data...
A random sample of 10 observations was drawn from a large normally distributed population. The data is below. 20232221241926191923 Test to determine if we can infer at the 7% significance level that the population mean is not equal to 22, filling in the requested information below. A. The value of the standardized test statistic: Note: For the next part, your answer should use interval notation. An answer of the form (−∞,a) is expressed (-infty, a), an answer of the form...
A random sample of 10 observations was drawn from a large normally distributed population. The data...
A random sample of 10 observations was drawn from a large normally distributed population. The data is below. 2019242326232524262620192423262325242626 Test to determine if we can infer at the 7% significance level that the population mean is not equal to 22, filling in the requested information below. A. The value of the standardized test statistic: Note: For the next part, your answer should use interval notation. An answer of the form (−∞,?)(−∞,a) is expressed (-infty, a), an answer of the form...
A random sample of 10 observations was drawn from a large normally distributed population. The data...
A random sample of 10 observations was drawn from a large normally distributed population. The data is below. 21 26 27 21 19 28 25 25 20 20 Test to determine if we can infer at the 7% significance level that the population mean is not equal to 23, filling in the requested information below. The p-value is = Your decision for the hypothesis test: A. Reject ?0. B. Reject ?1. C. Do Not Reject ?1. D. Do Not Reject...
A random sample with replacement of size 100 is drawn from a population with mean 3.5...
A random sample with replacement of size 100 is drawn from a population with mean 3.5 and standard deviation 3. Use the normal approximation to calculate the probability that the sample average is between 3 and 4. Round your answer to three decimal places.
A random sample of 100 observations from a quantitative population produced a sample mean of 29.8...
A random sample of 100 observations from a quantitative population produced a sample mean of 29.8 and a sample standard deviation of 7.2. Use the p-value approach to determine whether the population mean is different from 31. Explain your conclusions. (Use α = 0.05.) State the null and alternative hypotheses. (Choose Correct Letter) (a) H0: μ = 31 versus Ha: μ < 31 (b) H0: μ ≠ 31 versus Ha: μ = 31     (c) H0: μ < 31 versus Ha:...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT