This tutorial walks you through a complete multiple regression analysis in SPSS:

• Data Checks and Descriptive Statistics
• SPSS Regression Dialogs
• SPSS Multiple Regression Output
• Multiple Regression Assumptions
• APA Reporting Multiple Regression

Logistic regression is a technique for predicting a dichotomous outcome variable from 1+ predictors.

This simple introduction quickly walks you through all logistic regression basics with a downloadable example analysis.

SPSS stepwise regression example. Easy-to-follow explanation of what and why with downloadable data file and annotated output.

Categorical variables can't readily be used as predictors in regression analysis; they must be split up into dichotomous variables known as “dummy variables”.

This tutorial offers a super easy tool for creating these.