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New York City 10-kmRun. As reported by Rumле's World magazine, the times of the finishers in the New York City 10-km run are normally distributed with a mean of 61 minutes and a standard deviation of 9minutes. Do the following for the variable "finishing time61min of finishers in the New York City 10-kmrun.

a. Find the sampling distribution of the sample mean for samples of size 4

b. Repeat part (a) for samples of size 9

C. Construct graphs similar to those shown in Fig.7.4on-page 304

d. Obtain the percentage of all samples of four finishers that have mean finishing times within 5minutes of the population mean finishing time of 61 minutes. Interpret your answer in terms of sampling error.

e. Repeat part (d) for samples of size 9

Short Answer

Expert verified

Part (a) Mean is 61minand a standard deviation is 4.5min

Part (b) Mean is 61minand a standard deviation is 3min

Part (d) 73.3001%of all feasible size 4samples will finish within 5minutes of the population mean finishing time of 61min

Part (e) 9051% of all conceivable samples of size 9 will complete within 5 minutes of the population's average finish time of 61min

Part (c) Graph is

Step by step solution

01

Part (a) Step 1: Given information

Times of the finishers are normally distributed with meanμ=61min&S.Dσ=9min

02

Part (a) Step 2: Concept

Formula used:population mean and standard deviation:μx¯=μandσx^=σ/n.

03

Part (a) Step 3: Calculation

The sample mean x¯of size 4samples will follow a normal distribution with mean

μx¯¯=μ&σx¯¯=σn,n=sample size

∴Mean of x¯=μx¯

=μ

=61min

&S.Dof x¯=σx¯

=σ4

=92min

=4.5min

∴The mean finishing time for a sample of size 4follows a normal distribution, with a mean of 61 and a standard deviation of 61&S.D4.5min

04

Part (b) Step 1: Calculation

Here sample ≤size n=49

∴μx¯=μ

=61minσX¯¯=σn=99=3min

As a result, the sample mean follows the typical distance, with a mean of 61min&s.d3min

05

Part (c) Step 1: Explanation

The figure is

06

Part (d) Step 1: Calculation

We have to find, P[μ-5≤X¯≤μ+5]

Where X¯=sample mean

n=sample size

=4

μx¯=μ=61min

σX¯=σn=4.5min

P[μ-5≤X¯≤μ+5]

=Pμ-5-μσX¯≤X¯-μσX¯≤μ+5-μσX¯[Subtracting μfrom every term in

The inequality &then dividing

By σx¯

=P-54.5≤z≤54.5

Where z=X¯-μσX¯&z~N(0,1)∵X¯~Nμ,σX¯=P[-1.11≤z≤1.11]=P[z≤1.11]-P[z≤-1.11]=Φ(1.11)-Φ(-1.11)=2Φ(1.11)-1=2×(0.8665005)-1=0.733001=73.3001%

As a result, 73.3001% of all feasible size 4 samples will finish within 5 minutes of the population mean finishing time of 61min

07

Part (e) Step 1: Calculation

Here the sample size n=9

We have to find, P[μ-5≤X¯≤μ+5]

Where μX¯=μ=61min&σX¯=σn=99=3min

P[μ-5≤X¯<μ+5]=P-5σX¯≤X¯-μσX¯≤5σX¯=P-53≤z≤53,z=X¯-μσX¯~N(0,1)=P[-1.67≤z≤1.67]=Φ(1.67)-Φ(-1.67)=2×Φ(1.67)-1=2×9525403-1=.9051=90.51%

As a result, 9051%of all conceivable samples of size 9will complete within 5minutes of the population's average finish time of61min

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Most popular questions from this chapter

A variable of a population has a mean of μ=100and a standard deviation ofσ=28.

a. Identify the sampling distribution of the sample mean for samples of size 49.

b.In answering part (a), what assumption did you make about the distribution of the variable?

c. Can you answer part (a) if the sample size is 16instead of 49?

Why or why not?

7.43 NBA Champs. Repeat parts (b) and (c) of Exercise 7.41 for samples of size 3. For part (b), use your answer to Exercise 7.13(b).

Population data: 1,2,3

Part (a): Find the mean, μ,of the variable.

Part (b): For each of the possible sample sizes, construct a table similar to Table 7.2on the page 293and draw a dotplot for the sampling for the sampling distribution of the sample mean similar to Fig 7.1on page 293.

Part (c): Construct a graph similar to Fig 7.3and interpret your results.

Part (d): For each of the possible sample sizes, find the probability that the sample mean will equal the population mean.

Part (e): For each of the possible sample sizes, find the probability that the sampling error made in estimating the population mean by the sample mean will be 0.5or less, that is, that the absolute value of the difference between the sample mean and the population mean is at most 0.5.

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.

Although, in general, you cannot know the sampling distribution of the sample mean exactly, by what distribution can you often approximate it?

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