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11. Chi Square University of Vermont(11。)
11. Chi Square
Objectives
Calculate goodness of fit Chi Square
Calculate Chi Square for contingency tables
Calculate effect size
Save data entry time by weighting cases
A Chi Square is used to analyze categorical data. It compares observed
frequencies to expected or predicted frequencies. We will examine simple goodness of
fit Chi Squares that involved only one variable and more complicated contingency tables
that include 2 or more variables. Each type is programmed through different menu
options. Let’s start with goodness of fit.
Goodness of Fit Chi Square All Categories Equal
Let’s begin by using a new example in Chapter 19 on the frequency with which a
school yard player will “throw” Rock, Paper, Scissors. We want to test the null
hypothesis that they are thrown equally often.
Open RPS.sav. This file contains a string variable (Choice), a numerical variable
(NumChoice = 1, 2, 3) numbering the choices, and another numerical variable named
Freq, containing the frequency of each choice. We need NumChoice because SPSS does
not allow you to specify a string variable as a test variable.
Go to Data/Weight Cases and select Freq as the weights.
Select Analyze/Nonparametric Tests/Chi Square.
Select NumChoice as the Test
Variable. Under Expected Values,
All categories equal is the default.
This is what we want since our null
hypothesis is that each throw is
equally likely to be chosen. Click Ok.
The output follows.
Chi-Square Test
Frequencies
As you can see, the expected values were 25 each, just
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