<< Chapter < Page Chapter >> Page >
Central Limit Theorem: Using the Central Limit Theorem is part of the collection col10555 written by Barbara Illowsky and Susan Dean. It covers how and when to use the Central Limit Theorem and has contributions from Roberta Bloom.

It is important for you to understand when to use the CLT . If you are being asked to find the probability of the mean, use the CLT for the mean. If youare being asked to find the probability of a sum or total, use the CLT for sums. This also applies to percentiles for means and sums.

If you are being asked to find the probability of an individual value, do not use the CLT. Use the distribution of its random variable.

Examples of the central limit theorem

Law of Large Numbers

The Law of Large Numbers says that if you take samples of larger and larger size from any population, then the mean x of the sample tends to get closer and closer to μ . From the Central Limit Theorem, we know that as n gets larger and larger, the sample means follow a normal distribution. The larger n gets, the smaller thestandard deviation gets. (Remember that the standard deviation for X is σ n .) This means that the sample mean x must be close to the population mean μ . We can say that μ is the value that the sample means approach as n gets larger. The Central Limit Theorem illustrates the Law of Large Numbers.

Central Limit Theorem for the Mean and Sum Examples

A study involving stress is done on a college campus among the students. The stress scores follow a uniform distribution with the lowest stress score equal to 1 and the highest equal to 5. Using a sample of 50 students, find:

  1. The probability that the mean stress score for the 50 students is less than 2.65.
  2. The probability that the total of the 50 stress scores is more than 175.

Let X = one stress score.

Problems 1. asks you to find a probability for a mean . Problems 2. asks you to find a probability for a total or sum . The sample size, n , is equal to 50.

Since the individual stress scores follow a uniform distribution, X ~ U ( 1 , 5 ) where a = 1 and b = 5 (See Continuous Random Variables for the uniform).

μ X = a + b 2 = 1 + 5 2 = 3

σ X = ( b - a ) 2 12 = ( 5 - 1 ) 2 12 = 1.15

For problems 1., let X = the mean stress score for the 50 students. Then,

X ~ N ( 3 , 1.15 50 ) where n = 50 .

Find P ( x 2.65 ) . Draw the graph.

P ( x 2.65 ) = 0.0158

The probability that the mean stress score is lessthan 2.65 is about 1.6%.

Normal distribution curve for the average with values of 2 and 3 on the x-axis. A vertical upward line extends from point 2 up to the curve. The probability area occurs from the beginning of the curve to point 2.

The smallest stress score is 1. Therefore, the smallest mean for 50 stress scores is 1.

This problem is also worked out in a Two Column Model Step by Step Example. This model is in the next section of this chapter. This is the model that we will use in class, for homework, and for the statistics project.

For problem 2., let ΣX = the sum of the 50 stress scores. Then, ΣX ~ N [ ( 50 ) ( 3 ) , 50 1.15 ]

Find P ( Σx > 175 ) . Draw the graph.

The mean of the sum of 50 stress scores is 50 3 = 150

The standard deviation of thesum of 50 stress scores is 50 1.15 = 8.1317

P ( Σx 175 ) = 0.0011

Normal distribution curve of the sum x with values of 200 and 225 on the x-axis. A vertical upward line extends from point 200 to the curve. The probability area begins from the beginning of the curve to point 200.

The probability that the total of 50 scores is greater than 175 is about 0.

The smallest total of 50 stress scores is 50 since the smallest single score is 1.

Questions & Answers

how to create a software using Android phone
Wiseman Reply
how
basra
what is the difference between C and C++.
Yan Reply
what is software
Sami Reply
software is a instructions like programs
Shambhu
what is the difference between C and C++.
Yan
yes, how?
Hayder
what is software engineering
Ahmad
software engineering is a the branch of computer science deals with the design,development, testing and maintenance of software applications.
Hayder
who is best bw software engineering and cyber security
Ahmad
Both software engineering and cybersecurity offer exciting career prospects, but your choice ultimately depends on your interests and skills. If you enjoy problem-solving, programming, and designing software syste
Hayder
what's software processes
Ntege Reply
I haven't started reading yet. by device (hardware) or for improving design Lol? Here. Requirement, Design, Implementation, Verification, Maintenance.
Vernon
I can give you a more valid answer by 5:00 By the way gm.
Vernon
it is all about designing,developing, testing, implementing and maintaining of software systems.
Ehenew
hello assalamualaikum
Sami
My name M Sami I m 2nd year student
Sami
what is the specific IDE for flutter programs?
Mwami Reply
jegudgdtgd my Name my Name is M and I have been talking about iey my papa john's university of washington post I tagged I will be in
Mwaqas Reply
yes
usman
how disign photo
atul Reply
hlo
Navya
hi
Michael
yes
Subhan
Show the necessary steps with description in resource monitoring process (CPU,memory,disk and network)
samuel Reply
What is software engineering
Tafadzwa Reply
Software engineering is a branch of computer science directed to writing programs to develop Softwares that can drive or enable the functionality of some hardwares like phone , automobile and others
kelvin
if any requirement engineer is gathering requirements from client and after getting he/she Analyze them this process is called
Alqa Reply
The following text is encoded in base 64. Ik5ldmVyIHRydXN0IGEgY29tcHV0ZXIgeW91IGNhbid0IHRocm93IG91dCBhIHdpbmRvdyIgLSBTdGV2ZSBXb3puaWFr Decode it, and paste the decoded text here
Julian Reply
what to do you mean
Vincent
hello
ALI
how are you ?
ALI
What is the command to list the contents of a directory in Unix and Unix-like operating systems
George Reply
how can i make my own software free of cost
Faizan Reply
like how
usman
hi
Hayder
The name of the author of our software engineering book is Ian Sommerville.
Doha Reply
what is software
Sampson Reply
the set of intruction given to the computer to perform a task
Noor
Got questions? Join the online conversation and get instant answers!
Jobilize.com Reply
Practice Key Terms 5

Get Jobilize Job Search Mobile App in your pocket Now!

Get it on Google Play Download on the App Store Now




Source:  OpenStax, Collaborative statistics using spreadsheets. OpenStax CNX. Jan 05, 2016 Download for free at http://legacy.cnx.org/content/col11521/1.23
Google Play and the Google Play logo are trademarks of Google Inc.

Notification Switch

Would you like to follow the 'Collaborative statistics using spreadsheets' conversation and receive update notifications?

Ask