SPSS Guide: Tests of Differences - iranspss
SPSS Guide: Tests of Differences
I put this together to give you a step-by-step guide for replicating what we did in the computer lab. It should help you run the tests we covered. The best way to get familiar with these techniques is just to play around with the data and run tests. As you do it, though, think of the research questions from your project and how these tests can answer them.
One-Sample T-Test
In the SPSS menu, select Analyze>Compare Means>One Sample T-test Select the variable(s) from the list you want to look at and click the button to move it into the "Test Variable(s)" area. Then enter the test value. In this example, we're testing the hypothesis that the median house value is 200,000.
Select the Options button and check that the confidence interval is where you want it (the default is 95%, which is what we normally use.
Select "Continue" and then OK on the main window. You should get the following output.
D6 House Value ($)
One-Sample Statistics
N
Mean
Std. Deviation Std. Error Mean
1123 203786.40 184926.607
5518.354
D6 House Value ($)
t .686
One-Sample Test
Test Value = 200000
95% Confidence Interval of the Difference
df
Sig. (2-tailed) Mean Difference
Lower
Upper
1122
.493
3786.401
-7041.05
14613.85
Note that the mean is $203,786.40, which is pretty close to the hypothesized value. The significance is .493, well above the .05 threshold, so our hypothesis is supported.
How do you know whether the significance should be higher or lower than .05? Recall that this is a test of whether there is a statistical difference between the test value and the sample mean. Since the tvalue is not significant, we reject the null hypothesis that there is a difference, and accept our hypothesis.
Independent Samples T-test
This test is similar to the one-sample test, except rather than testing a hypothesized mean, we're testing to see if there is a difference between two groups.
For the grouping variable, you can choose a demographic trait (such as gender, age, ethnicity, etc) or any other variable that classifies your groups. (In an experimental design, it is a good way to test the differences between the control group and the manipulation group.) In this example, we'll use gender.
In the SPSS menu, select Analyze>Compare Means>Independent Samples T-test
Select your Test variable from the list. This is the variable for which you want to compare means. In this example, we will test C18 ("I would describe myself as environmentally responsible.")
Now select the grouping variable, which is the trait you're using to divide the groups. For this example, we will select gender. Select it from the list and click the arrow next to "Grouping Variable."
Then, click "Define Groups ..." and enter the values for the two groups. In this example, 1=Female and 2=Male. Also notice the "Cut Point" option. What if we wanted to divide the sample into two groups based on home value? The cut point would be the value where you split the sample. For example, if you entered 100,000, it would create two groups ? one for home value less than 100,000 and another for more than 200,000. For this example, let's stick to gender, though. Select continue, and then click "OK." You'll go back to the previous window with the groups fiilled in.
Select "OK", and you'll get the output on the following page. You'll notice that the means appear to be pretty close and the standard deviations are pretty close, too. So the means and distribution don't appear to be different, but we need to test it statistically. This one is similar to the one-sample test, except first we have to test for equal variance.
Step One: Is there a difference in variance? If the Laverne's Test is Compare Means>Paired Samples T-test
Select the two variables you want to compare, and click the arrow to move them into the "Paired Variables" pane.
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