Multivariate Statistical Techniques

Social Research I

 

 

The key issue in choosing a statistical technique is whether the variables are numerical or categorical.  Use the following table.

 

Statistical Technique based upon Numerical or Categorical Type of Variables.

 

 

 

Independent Variable

 

 

 

Numerical

Categorical

 

Dependent

Variable

 

Numerical

Correlation

Regression

Regression

Comparison of Means

ANOVA

 

Categorical

Logistic Regression

Comparison of Means

ANOVA

 

Crosstab

 

 

Using SPSS

 

1. Comparison of Means:

Analyze> Compare Means> Means

The numerical variable goes in the dependent list.

 

2. Crosstabs:

Analyze>Descriptives>Crosstabs

Compute percentage along the independent variable. (Under “Cells” select either row or column.)

 

3. ANOVA:

Analyze> Compare Means> One-Way ANOVA

The categorical goes in the factor list.

 

4. Correlation:

Analyze>Correlation>Bivariate

 

5. Regression:

When the dependent variable is  numerical, do a linear regression.

Analyze>Regression>Linear