SPSS Output Tricks

SPSS output usually looks terrible. However, it doesn’t have to: you can manually style your tables and charts in the output window. The styles you apply such as colors, borders and fonts can be saved as SPSS chart templates and SPSS table templates. These can easily be reapplied to future output. A little known trick -but a real life saver […]

SPSS RANGE Function – Quick Tutorial

COMPUTE v2 = RANGE(V1,2,4). SPSS RANGE Function Result Summary SPSS’ RANGE function is used to evaluate whether or not values are within a given range. Test values equal to the lower or upper boundary are also within the given range. Run the syntax below for a quick demonstration. SPSS Range Syntax Example *1. Create couple of cases. data list free/v1(f1). begin […]

Regression over Many Dependent Variables

“I have a data file on which I’d like to carry out several regression analyses. I have four dependent variables, v1 through v4. The independent variables (v5 through v14) are the same for all analyses. How can I carry out these four analyses in an efficient way that would also work for 100 dependent variables?” […]

Stepwise Regression in SPSS – Example

A magazine wants to improve their customer satisfaction. They surveyed some readers on their overall satisfaction as well as satisfaction with some quality aspects. Their basic question is“which aspects have most impact on customer satisfaction? ”We’ll try to answer this question with regression analysis. Overall satisfaction is our dependent variable (or criterion) and the quality […]

Stepwise Regression in SPSS – Data Preparation

A magazine publisher surveyed readers on their overall satisfaction and a number of quality aspects. Their data can be downloaded from magazine.sav. Now, when working with real world data, the first thing you want to do are some basic data checks. This tutorial walks you through. The actual regression analysis on the prepared data is covered in the next […]

Linear Regression in SPSS – A Simple Example

A company wants to know how job performance relates to IQ, motivation and social support. They collect data on 60 employees, resulting in job_performance.sav. Part of these data are shown below. Quick Data Check We usually start our analysis with a solid data inspection. Since that’s already been done for the data at hand, we’ll limit it […]

SPSS Stepwise Regression – Example 2

A large bank wants to gain insight into their employees’ job satisfaction. They carried out a survey, the results of which are in bank_clean.sav. The survey included some statements regarding job satisfaction, some of which are shown below. Research Question The main research question for today iswhich factors contribute (most) to overall job satisfaction?as measured by overall (“I’m […]

How to Draw a Regression Line in SPSS?

This tutorial shows how to draw a regression line in SPSS. We encourage you to follow along by downloading and opening job_performance.sav, part of which are shown below. Our data basically just hold job performance scores and IQ, motivation and social support which -supposedly- contribute to job performance. The meaning of our variables is seen under variable view, […]

SPSS Multiple Regression Analysis Tutorial

Running a basic multiple regression analysis in SPSS is simple. For a thorough analysis, however, we want to make sure we satisfy the main assumptions, which are linearity: each predictor has a linear relation with our outcome variable; normality: the prediction errors are normally distributed in the population; homoscedasticity: the variance of the errors is constant in the population. […]

Simple Linear Regression – Quick Introduction

Correlation B Coefficients Intercept Regression Residuals R-Square Simple linear regression is a technique that predicts a metric variable from a linear relation with another metric variable.Remember that “metric variables” refers to variables measured at interval or ratio level. The point here is that calculations -like addition and subtraction- are meaningful on metric variables (“salary” or […]

SPSS Regression

SPSS Regression Basics Simple Linear Regression – Quick Introduction SPSS Multiple Regression Analysis – Tutorial Linear Regression in SPSS – A Simple Example Read SPSS Stepwise Regression Stepwise Regression in SPSS – Data Preparation Read Stepwise Regression in SPSS – Example Stepwise Regression in SPSS – Example 2 Regression – Dummy Variables Creating Dummy Variables […]