# SPSS Regression Tutorials – Overview

Regression aims at **predicting one or more dependent variables from one or more independent variables**. A typical example is predicting job performance from IQ, motivation and social support.

Although there's different regression analyses, just “regression” usually refers to univariate **multiple linear regression**: predicting one variable from multiple other variables, each of which is assumed to be linearly related to the outcome variable.

# SPSS Regression Basics

## Multiple Regression – What Is It?

Multiple regression is a statistical technique that aims to predict a variable of interest from several other variables. This tutorial explains multiple regression in normal language with many illustrations and examples. Read More

## Linear Regression in SPSS – A Simple Example

Regression analysis in SPSS explained in normal language. This tutorial shows how to run a basic but solid multiple regression analysis in SPSS on a downloadable data file. Read More

# SPSS Stepwise Regression

## Stepwise Regression in SPSS – Data Preparation

Before running SPSS stepwise regression, first just get a grip on your data. This tutorial walks you through the essential data checks. Read More

## Stepwise Regression in SPSS – Example

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

## SPSS Stepwise Regression – Example 2

SPSS stepwise regression analysis in normal language. With illustrations, downloadable practice data and syntax. Read More

# Regression - Dummy Variables

## Creating Dummy Variables in SPSS

Dummy coding a variable means representing each of its values by a separate dichotomous variable. This tutorial quicky walks you through the basics. Read More

## SPSS Create Dummy Variables Tool

*I'd like to dummy code several variables. I'd like to have the dummfied variables fully and correctly labelled. Is there an easy way to accomplish this?* Read More

# SPSS Regression Tutorials - Other

## How to Draw a Regression Line in SPSS?

For drawing a regression line in SPSS, first just run a basic scatterplot via the Graph menu. After double clicking the scatterplot, we can add a regression line and equation to it via the Elements menu. Read More

## Mean Center Many Variables

*"I'd like to mean center a lot of variables in order to compute interaction terms for a regression analysis. Is there an easy way to do this for many variables simultaneously?"* Read More