Question

If x follows a distribution not known to be normal, then to assume that the distribution...

If x follows a distribution not known to be normal, then to assume that the distribution of the sample mean is normal, what must be true about the sample size n ?

Homework Answers

Answer #1

The central limit theorem states that if you have a population with mean μ and standard deviation σ and take sufficiently large random samples from the population with replacement, then the distribution of the sample means will be approximately normally distributed. This will hold true regardless of whether the source population is normal or skewed, provided the sample size is sufficiently large (usually n >=30).

If x follows a distribution not known to be normal, then to assume that the distribution of the sample mean is normal,n > 30 must be true for sample size

Know the answer?
Your Answer:

Post as a guest

Your Name:

What's your source?

Earn Coins

Coins can be redeemed for fabulous gifts.

Not the answer you're looking for?
Ask your own homework help question
Similar Questions
If the random variable X follows a distribution that is known not to be normal, how...
If the random variable X follows a distribution that is known not to be normal, how many observations must be included in a sample for us to be able to safely assume that the sample mean follows a normal distribution?
A) Suppose that X follows a normal distribution with a mean of 850 and a standard...
A) Suppose that X follows a normal distribution with a mean of 850 and a standard deviation of 100. Find P(X>700). B) Suppose that X follows a normal distribution with a mean of 500 and a standard deviation of 100. For what sample size would you expect a sample mean of 489 to be at the 33rd percentile?
The sampling distribution of X   must be a normal distribution The sampling distribution of X   must...
The sampling distribution of X   must be a normal distribution The sampling distribution of X   must be a normal distribution. T /F The standard deviation of the sampling distribution of the sample mean increases as the sample size increases. T/F
3. If a population distribution is known to be normal, then it follows that: A. The...
3. If a population distribution is known to be normal, then it follows that: A. The sample mean must equal the population mean B. The sample mean must equal the population mean for large samples C. The sample standard deviation must equal the population standard deviation D. All of the above E. None of the above 4. The internal auditing staff of a local manufacturing company performs a sample audit each quarter to estimate the proportion of accounts that are...
(a) If we have a distribution of x values that is more or less mound-shaped and...
(a) If we have a distribution of x values that is more or less mound-shaped and somewhat symmetric, what is the sample size n needed to claim that the distribution of sample means x from random samples of that size is approximately normal? n ≥   (b) If the original distribution of x values is known to be normal, do we need to make any restriction about sample size in order to claim that the distribution of sample means x taken...
In which of the following scenarios can we assume a Normal distribution for the sample mean?...
In which of the following scenarios can we assume a Normal distribution for the sample mean? a. Sample of size 2 comes from a population with normal distribution (known variance) b. Sample of size 10 comes from a population with normal distribution (unknown variance) c. Sample of size 300 comes from a population with some unknown distribution d. Sample of size 15 comes from a population with some unknown distribution
A random variable X follows a normal distribution with mean 135 and standard deviation 12. If...
A random variable X follows a normal distribution with mean 135 and standard deviation 12. If a sample of size 10 is taken, find P (x̅ < 137). (4 decimal places) Find the answer using StatCrunch.
The amount of time fathers spend with their child(ren) follows a normal distribution with mean 7...
The amount of time fathers spend with their child(ren) follows a normal distribution with mean 7 hours and standard deviation 0.5 hours. Determine the sampling distribution of the sample mean for samples of size n = 4. Indicate the mean (round to two decimal places), standard deviation (round to two decimal places), and shape (normal or not normal). The mean of the sample mean is ______ hours; the standard deviation of the sample mean is _______ hours; and the shape...
suppose a random sample of 25 is taken from a population that follows a normal distribution...
suppose a random sample of 25 is taken from a population that follows a normal distribution with unknown mean and a known variance of 144. Provide the null and alternative hypothesis necessary to determine if there is evidence that the mean of the population is greater than 100. Using the sample mean ybar as the test statistic and a rejection region of the form {ybar>k} find the value of k so that alpha=.15 Using the sample mean ybar as the...
Suppose x has a distribution with μ = 75 and σ = 8. (a) If random...
Suppose x has a distribution with μ = 75 and σ = 8. (a) If random samples of size n = 16 are selected, can we say anything about the x distribution of sample means? No, the sample size is too small.Yes, the x distribution is normal with mean μx = 75 and σx = 0.5.    Yes, the x distribution is normal with mean μx = 75 and σx = 2.Yes, the x distribution is normal with mean μx = 75...
ADVERTISEMENT
Need Online Homework Help?

Get Answers For Free
Most questions answered within 1 hours.

Ask a Question
ADVERTISEMENT