K dogs, each of size n=15, are randomly collected and the sample means are found. Is it correct to conclude that the sample means cannot be treated as being from a normal distribution because the sample size is too small? Explain. Choose the correct answer below. OA. Yes: the sample size must be over 30 for the sample means to be normally distributed. OB. No; as long as more than 30 samples are collected, the sample means will be normally distributed. OC. No: the samples are collected randomly, so the sample means will be normally distributed for any sample size. OD. No: the original population is normally distributed, so the sample means will be normally distributed for any sample size.
K dogs, each of size n=15, are randomly collected and the sample means are found. Is it correct to conclude that the sample means cannot be treated as being from a normal distribution because the sample size is too small? Explain. Choose the correct answer below. OA. Yes: the sample size must be over 30 for the sample means to be normally distributed. OB. No; as long as more than 30 samples are collected, the sample means will be normally distributed. OC. No: the samples are collected randomly, so the sample means will be normally distributed for any sample size. OD. No: the original population is normally distributed, so the sample means will be normally distributed for any sample size.
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
Related questions
Question
![K
Weights of golden retriever dogs are normally distributed. Samples of weights of golden retriever dogs, each of size n= 15, are randomly collected and the sample means are found. Is it correct to
conclude that the sample means cannot be treated as being from a normal distribution because the sample size is too small? Explain.
Choose the correct answer below.
OA. Yes; the sample size must be over 30 for the sample means to be normally distributed.
OB. No; as long as more than 30 samples are collected, the sample means will be normally distributed.
OC. No; the samples are collected randomly, so the sample means will be normally distributed for any sample size.
OD. No; the original population is normally distributed, so the sample means will be normally distributed for any sample size.](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Fa76bd0b7-2089-4daa-981f-503abd4ebc73%2F6d2f0825-42e6-445d-be67-d58d475c6825%2Fy0ulfwr_processed.jpeg&w=3840&q=75)
Transcribed Image Text:K
Weights of golden retriever dogs are normally distributed. Samples of weights of golden retriever dogs, each of size n= 15, are randomly collected and the sample means are found. Is it correct to
conclude that the sample means cannot be treated as being from a normal distribution because the sample size is too small? Explain.
Choose the correct answer below.
OA. Yes; the sample size must be over 30 for the sample means to be normally distributed.
OB. No; as long as more than 30 samples are collected, the sample means will be normally distributed.
OC. No; the samples are collected randomly, so the sample means will be normally distributed for any sample size.
OD. No; the original population is normally distributed, so the sample means will be normally distributed for any sample size.
Expert Solution
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Step 1
Central limit theorem:
If the size of the samples taken from the population are sufficiently large (>30) then the mean of all the samples taken would be approximately same as the population mean.
The sampling distribution of the sample mean is approximated to normal if,
- The population is normal
- The sample size is large which is greater than 30.
- If the original population doesn’t’ follows normality, for the large n, the sample mean also follows normality.
- The formula of the standard deviation of sampling distribution is σ/√n if n is large even though population does not follows normality.
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