How To Create a
Completely Automated
ShapiroWilk Normality
Test in Excel in 8 Steps
The purpose of this blog article is to show how to create a completely automated ShapiroWilk test for normality in Excel. The test is completely automated because the user has only to enter the raw, unsorted data sample to be tested for normality along with the alpha level desired for the test. Upon insertion of the sample data and alpha, the entire test will be automatically run and the test’s output will be immediately returned.
As with any hypothesis test, the output states whether to reject or not reject the Null Hypothesis and the specified alpha level. In this case, the Null Hypothesis states that the data sample came from a normally distributed population. This Null Hypothesis is rejected only if Test Statistic W is less than the critical value of W for a given alpha level and sample size.
Overview of the ShapiroWilk Test For Normality
The ShapiroWilk Test is a hypothesis test that is widely used to determine whether a data sample is normally distributed. A test statistic W is calculated. If this test statistic is less than a critical value of W for a given level of significance (alpha) and sample size, the Null Hypothesis which states that the sample comes from a normally distributed population is rejected. Keep in mind that passing a hypothesis test for normality only allows one to state that no significant departure from normality was found.
The ShapiroWilk Test is a robust normality test and is widelyused because of its slightly superior performance against other normality tests, especially with small sample sizes. Superior performance means that it correctly rejects the Null Hypothesis that the data are not normally distributed a slightly higher percentage of times than most other normality tests, particularly at small sample sizes.
The ShapiroWilk normality test is generally regarded as being slightly more powerful than the AndersonDarling normality test, which in turn is regarded as being slightly more powerful than the KolmogorovSmirnov normality test. The ShapiroWilk normality test is affected by tied data values but less so than the AndersonDarling normality test.
An abbreviated description of the steps of the ShapiroWilk normality test is as follows:

Sort the raw data in an ascending sort

Arrange the sorted data into pairs of successive highest and lowest data values

Calculate the difference between the high and low value of each pair

Multiply each difference by an “a Value” from a lookup table

Calculate test statistic W

Compare test statistic W with a W Critical Value obtained from a lookup table

Reject the Null Hypothesis stating normality only if W is smaller than W Critical
The complete ShapiroWilk test of normality appears in Excel as follows:
(Click On Image To See a Larger Version)
Step 1 – Sort Data in an Ascending Sort
Enter the Raw Data and Alpha Level
First, paste in the raw, unsorted data and set the alpha level in the yellow cells as follows:
(Click On Image To See a Larger Version)
This ShapiroWilk normality test in Excel has the capability to handle up to 20 data points. This data sample contains only 15 data points but the Excel worksheet below indicates the capability for an additional 5 data points in the empty yellow cells. Expanding the capability of this Excel test to handle a larger number of data points would be a straightforward matter of making adjustments to the Excel formulas.
The alpha level should be set at 0.01, 0.05, or 0.10 because critical values of W are provided here only for those common alpha levels. If alpha is set at a different level, the following warning appears as a result of the IfThenElse statement seen in the previous image:
(Click On Image To See a Larger Version)
Sort the Raw Data Using Formulas, Not the Excel Sorting Tool
The most efficient way to sort data is with the use of formulas as shown. The Excel sorting tool must be manually rerun whenever the raw data is changed in any way. The following formula will automatically resort the data if any data are changed or added. The following formulas produce an ascending sort. To create a descending sort, simply swap the word LARGE for SMALL within the formula.
(Click On Image To See a Larger Version)
Step 2 – Obtain “a Values” From the “a Value Lookup Table”
The Table of a Values
The a Values are constants that are calculated from the means, variances, and covariances of the order statistics of a sample of size n from a normal distribution. The a Value table is shown as follows for data samples varying in size from n = 2 up to n = 50.
(Click On Image To See a Larger Version)
(Click On Image To See a Larger Version)
(Click On Image To See a Larger Version)
(Click On Image To See a Larger Version)
(Click On Image To See a Larger Version)
Create Labels for the a Values
The first step in obtaining the correct a Values is to create the proper number of labels for the a Values.
The number of a Values needed depends on the sample size n. If n is an even number, the number of a Values equals n / 2. If n is an odd number, the number of a Values equals (n1) / 2. This can be implemented with the following formulas:
(Click On Image To See a Larger Version)
Lookup a Values on the a Value Lookup Table
The a Values can now be looked up on the a Value table previously shown. An Index formula is a straightforward way implementing this. The Excel Index function is its simplest form has the following format:
Index(array, row number, column number) and returns the data value located in the specified row and column of the given array. The row and column number are relative to the cell in the upperleft corner of the array. Note that the array containing the a Values starts in cell H58 at the upper left corner and finishes in cell BE82 in the lower right corner.
(Click On Image To See a Larger Version)
Step 3 – Pair Up Successive HighestLowest Data Values
Create X Labels for Data Sample Values
Each sorted data sample value will have an X Label. This is implemented with the following formulas:
(Click On Image To See a Larger Version)
The following is a closeup of the formulas to create the labels for the X Values:
(Click On Image To See a Larger Version)
The X Values are then obtained using the following formulas:
(Click On Image To See a Larger Version)
Create the Upper Value of Each Data Pair
The labels for the upper X Values of each data pair are created as follows:
The following is a closeup of the formulas to create the labels for the upper X Values:
(Click On Image To See a Larger Version)
The upper X Values of each data pair are the obtained using the following set of formulas:
(Click On Image To See a Larger Version)
Here is a closeup of those formulas:
(Click On Image To See a Larger Version)
Create the Lower Value of Each Data Pair
The labels for the lower X Values of each data pair are created as follows:
(Click On Image To See a Larger Version)
The following is a closeup of the formulas to create the labels for the lower X Values:
(Click On Image To See a Larger Version)
The lower X Values of each data pair are the obtained using the following set of formulas:
(Click On Image To See a Larger Version)
Here is a closeup of those formulas:
(Click On Image To See a Larger Version)
Step 4 – Calculate the Difference Within Each Pair
(Click On Image To See a Larger Version)
Here is a closeup of the difference formulas:
(Click On Image To See a Larger Version)
Step 5 – Calculate a * Difference
(Click On Image To See a Larger Version)
Here is a closeup of those formulas:
(Click On Image To See a Larger Version)
Step 6 – Calculate b, SS, and Test Statistic W
b equals the sums of the product of a * pair difference.
SS is the sum of the squared deviations of x from the mean x. Excel formula DEVSQ() performs this.
Test Statistic W equals b^{2}/SS.
(Click On Image To See a Larger Version)
Here is a closeup of these formulas:
(Click On Image To See a Larger Version)
Step 7 – Lookup W Critical Values
Each unique combination of sample size and alpha level has its own critical W value. The following is a table of the respective critical W value for each combination of n and alpha up to a sample size of 50 and 3 common levels of alpha.
(Click On Image To See a Larger Version)
(Click On Image To See a Larger Version)
(Click On Image To See a Larger Version)
Here is a closeup of the formulas. The IfThenElse statement that looks up the critical W value is the following:
=IF(OR(B1=0.01,B1=0.05,B1=0.1),INDEX(BL18:BN67,U14,IF(U12=0.01,1,IF(U12=0.05,2,IF(U12=0.1,3)))),”alpha must be set to 0.01, 0.05, or 0.10”)
The INDEX() function looks up the critical W values in the array starting in cell BL18 in the upper left corner and ending in cell BN67 in the lower right corner.
(Click On Image To See a Larger Version)
Step 8 – Determine Whether or Not To Reject Null Hypothesis By Comparing W to W Critical
The Null Hypothesis is rejected only if Test Statistic W is smaller the critical W value for the given sample size and alpha level. The Null Hypothesis states that the sample came from a normally distributed population. The Null Hypothesis is never accepted but only rejected or not rejected. Not rejecting the Null Hypothesis does not automatically imply that the population from which the sample was taken is normally distributed. This merely indicates that there is not even evidence to state that the population is likely not normally distributed for the given alpha level. As with all hypothesis tests, alpha = 1  level of certainty. If a 95percent level of certainty is required to reject the Null Hypothesis, the alpha level will be 0.05.
(Click On Image To See a Larger Version)
Here is a closeup of the formulas to compare W with W Critical:
(Click On Image To See a Larger Version)
The complete ShapiroWilk test of normality appears in Excel as follows:
(Click On Image To See a Larger Version)
Excel Master Series Blog Directory
Click Here To See a List Of All
Statistical Topics And Articles In
This Blog
You Will Become an Excel Statistical Master!
hjhbjh
ReplyDeleteExcell is must needed working sheet in many official purposes.There are many ways to learn how the people can improve the lesson of the excell sheet.The http://www.procustomwriting.com/customtermpapers will help the people to get an idea about how they can improve the quality of the learning the Sahpiro on excell sheet.
ReplyDeleteNot really much of a formula user in excel because I only know the basics. But with these tips on how to completely automate sheet if will be more easy for me to generate reports, not like the tips posted via Custom Papers review which are not helpful and legit after all.
ReplyDeleteI always enjoy your blog, thank you! I want to tell about an excellent way to write something. My friend advised me the resource https://www.thewritingkid.com/ last year. Since that time, I always use it when I need to write something which I don't want to write. I buy only interesting and wellwritten articles and abstracts. Such saving of time! I hope the information will be useful for you too.
ReplyDeleteI'd like an explanation of the "a Value" constants. How are they calculated from the means, variances, and covariances of the order statistics of a sample of size n from a normal distribution? What does this mean?
ReplyDeleteThanks for sharing the detailed tutorial on how to use Excel for this test. I wanted to make a review of InstantAssignmentHelp but didn't know how. Now it's easier.
ReplyDeleteTanks for your artile. By the way custom essay writing service
ReplyDeleteIn most academic writing, you are required to go at least one step further than analytical writing, to persuasive writing. letter of recommendation is all about academic writing.
ReplyDeleteThank you for this article This information is very useful for me!
ReplyDeleteAcademic writing is clear, concise, focussed, structured and backed up by evidence. Its purpose is to aid the reader’s understanding.
ReplyDeleteIt has a formal tone and style, but it is not complex and does not require the use of long sentences and complicated vocabulary.
Each subject discipline will have certain writing conventions, vocabulary and types of discourse that you will become familiar with over the course of your degree. However, there are some general characteristics of academic writing that are relevant across all disciplines.
Read more about academic writing at Oxford Style of Writing
Basically, the technology essay replicates the structure and the main principles of a standard essay with a few peculiarities of its own.
ReplyDeleteWe offer you to study the procedure of writing the technology essays on a concrete example. Let's suggest your topic sounds something like "Influence of Modern Technology on Society". The goal of your custom essay is to describe and discuss complicated relations between technology and society. You are to clarify how some particular technology affects people. You are free to illustrate the influence on any sphere of modern life that your technology has affected most.
First of all, people describe technology as everchanging. Today new innovations become obsolete fast. People have become increasingly competitive and every year, new ideas and technologies are released to challenge the ones in the market. In a few months, a piece of technology can be released to the market and almost immediately rival companies will as well release theirs. Technological ideas keep getting unleashed as the world becomes more involved in exploring and utilizing the resources nature provides. Nothing seems to survive this fast paced world and unless one maintains the pace and moves with the wave, they get left behind..Read more about technology at technology essay
If you feel that you need help when it comes to writing sociology papers then we could help you. Here at sociology papers we have some of the best professional writers that are ready and waiting to make your academic writing very much easier. In fact, we can take all the stress and hard work out of writing, so that you are free to get on with whatever else you choose to do
ReplyDeleteYou may decide to try and buy a sociology research paper online somewhere but you need to be aware of some things. Those sites will offer sociology papers for sale but they have been sold to hundreds of other people. You have no idea where those papers came from and who wrote them. You do not know the academic level of the writer and chances are you will have to spend time tweeking the paper to your professor’s specifications. For that kind of hassle you might as well just write the paper yourself.