/*! This file is auto-generated */ .wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none} Q 4RP. Relative to the population mean,... [FREE SOLUTION] | 91Ó°ÊÓ

91Ó°ÊÓ

Relative to the population mean, what happens to the possible sample means for samples of the same size as the sample size increases? Explain the relevance of this property in estimating a population means by a sample mean.

Short Answer

Expert verified

When the population is estimated using a sample mean with a larger sample size, one should expect a good estimate.

Step by step solution

01

Explanation

The possible sample means cluster increasingly closely around the population mean as the sample size grows. That is, sample means for a higher sample size are less deviated from the population mean than sample means for a smaller sample size. As a result, as the sample size grows, the standard deviation of the sample means reduces, because the standard deviation of a set of observations is actually the root mean square departure of the observations from the mean value.

02

Explanation

We calculate the population mean using the sample mean. i.e., we pick a sample at random from all feasible samples of a given size and use the sample mean to estimate the population mean. So, if sample means are close to the population mean for a particular sample size (i.e., the S.D. of sample means is small), we are more likely to achieve a decent estimate of the population mean, i.e., we estimate the population mean with less sampling error. As a result, when the population is estimated using a sample mean with a larger sample size, one should expect a good estimate.

Unlock Step-by-Step Solutions & Ace Your Exams!

  • Full Textbook Solutions

    Get detailed explanations and key concepts

  • Unlimited Al creation

    Al flashcards, explanations, exams and more...

  • Ads-free access

    To over 500 millions flashcards

  • Money-back guarantee

    We refund you if you fail your exam.

Over 30 million students worldwide already upgrade their learning with 91Ó°ÊÓ!

One App. One Place for Learning.

All the tools & learning materials you need for study success - in one app.

Get started for free

Most popular questions from this chapter

What is another name for the standard deviation of the variable x ? What is the reason for that name?

A variable of a population is normally distributed with mean μand standard deviation σ. For samples of size n, fill in the blanks. Justify your answers.

a. Approximately 68%of all possible samples have means that lie within of the population mean, μ

b. Approximately 95%of all possible samples have means that lie within of the population mean, μ

c. Approximately 99.7%of all possible samples have means that lie within of the population mean, μ

d. 100(1-α)%of all possible samples have means that lie within _of the population mean, μ(Hint: Draw a graph for the distribution of x, and determine the z-scores dividing the area under the normal curve into a middle 1-αarea and two outside areas ofα/2

Refer to Exercise 7.10on page 295.

a. Use your answers from Exercise 7.10(b)to determine the mean, μi, of the variable x^for each of the possible sample sizes.

b. For each of the possible sample sizes, determine the mean, μi+of the variable x^, using only your answer from Exercise 7.10(a)

Does the sample size have an effect on the standard deviation of all possible sample means? Explain your answer.

7.49 Mobile Homes. According to the U.S. Census Bureau publication Manufactured Housing Statistics, the mean price of new mobile homes is \(65,100. Assume a standard deviation of \)7200. Let x~ denote the mean price of a sample of new mobile homes.
a. For samples of size 50, find the mean and standard deviation of x¯. Interpret your results in words.
b. Repeat part (a) with n=100.

See all solutions

Recommended explanations on Math Textbooks

View all explanations

What do you think about this solution?

We value your feedback to improve our textbook solutions.

Study anywhere. Anytime. Across all devices.