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

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How to run multiple regression in SPSS the right way? This simple tutorial quickly walks you through the right steps in the right order. With superb illustrations and downloadable practice data file.

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Quick guide on creating dummy variables in SPSS for categorical predictors in regression.

Intermediate tutorial with practice data, examples and a handy tool.

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How to run and interpret dummy variable regression in SPSS?

These 3 examples walk you through everything you need to know.

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For mean centering predictors in SPSS, just add their means to the data. Then simply subtract them from the original variables. With examples & practice data.

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How to run a regression analysis with a moderation interaction effect? This SPSS example analysis walks you through step-by-step.

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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.

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*"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?"*

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This simple SPSS tool creates one, many or all scatterplots among a set of variables.

Optionally, it adds (non)linear fit lines and regression tables as well.

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

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

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

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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.

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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.

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SPSS Simple Linear Regression - Tutorial & Example

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This tutorial gently walks you through the basics of simple regression: b and beta coefficients, the intercept and r-square (adjusted). Get this right and you'll get it all right.

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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.

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## THIS TUTORIAL HAS 8 COMMENTS:

## By Ruben Geert van den Berg on July 15th, 2020

Nope, sorry. It's not on our agenda either.

## By Jacqueline Hodges on September 23rd, 2021

I was after some mediation advice. Am I looking incorrectly or is it not on your website? Thanks

## By Ruben Geert van den Berg on September 24th, 2021

Hi Jacqueline!

Mediation regression (using PROCESS) has been on our to-do list for ages but we haven't found the time yet to cover it.

I don't expect it to come up any time soon. Sorry.

Kind regards,

SPSS tutorials