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30-Day Money-Back Guarantee

This course includes:

  • 1.5 hours on-demand video
  • 3 articles
  • 2 downloadable resources
  • Full lifetime access
  • Access on mobile and TV
Development Data Science SPSS

Statistics & Data Analysis: Linear Regression Models in SPSS

Beginner and Intermediate Data Analytic Methods for Testing Main Effects & Interactions with SPSS and the PROCESS Macro
Rating: 4.5 out of 54.5 (261 ratings)
2,520 students
Created by Andrew Luttrell, Ph.D.
Last updated 9/2019
English
English [Auto]
30-Day Money-Back Guarantee

What you'll learn

  • Analyze data using linear regression analysis
  • Use SPSS and PROCESS to test interactions between variables
  • Graph the results of data analyses to visually communicate the results
  • Take a sample of data and create a simple equation to predict outcomes for people who you don't have data from
  • Understand what regression is and how to interpret the output of statistical analyses
Curated for the Udemy for Business collection

Course content

9 sections • 25 lectures • 1h 33m total length

  • Preview03:17
  • Downloading the SPSS Data File
    00:09
  • Preview04:03

  • Preview04:07
  • Preview02:23

  • Introduction to Regression Analysis
    06:58
  • Running a Simple Regression in SPSS
    04:10
  • Graphing a Simple Regression in SPSS
    02:33

  • Introduction to Multiple Regression Analysis
    06:53
  • Running a Multiple Regression in SPSS
    03:21
  • Assessing the Success of a Regression Model
    05:45

  • Hierarchical Multiple Regression Analysis
    04:32

  • Introduction to Interactions
    02:43
  • Running an Interaction Analysis in SPSS
    03:47
  • Downloading the Graphing Template
    00:10
  • Graphing Interactions
    07:57

  • Downloading PROCESS
    01:33
  • Installing PROCESS
    03:16
  • Using PROCESS to Conduct a 2-Way Interaction Analysis
    03:37
  • Interpreting the Output from PROCESS
    07:16
  • Graphing Interactions from PROCESS Output
    05:19

  • Running an Interaction with a Categorical Variable in SPSS
    04:37
  • Graphing an Interaction with a Categorical Variable
    03:48

  • Conclusion & Farewell
    00:53
  • Course Completion Certificate
    00:12

Requirements

  • You will need SPSS installed on your computer
  • You will need the PROCESS add-on, but we will walk through how to download and install this (free) add-on in this course
  • You will need Microsoft Excel to use the graphing template, although this is not essential
  • A rudimentary understanding of statistics (e.g., means, standard deviation, p-values) is recommended

Description

**Please note that this course was designed with the PROCESS macro version 2.13. Several aspects of the "interaction analysis" section of this course may currently be out of date with the most recent version of this add-on to SPSS.**


Linear regression is one of the essential tools in statistical analysis. In this course, we'll walk through step-by-step how to conduct many important analyses using SPSS.

Although you will learn the basics of what these statistics are, we'll avoid complicated mathematical discussions and go right to what you need to know to conduct these analyses.

Linear regression is basically a tool that allows you to test relationships between many variables at the same time, control for variables' effects, and create simple statistical models that allow you to make predictions.

In this course, we'll cover the following key topics:

  1. Correlations: You probably already know this, but understanding how to test the correlation between two variables gets us started in this course.

  2. Simple Linear Regression: Taking correlations one step further by creating a statistical model.

  3. Multiple Linear Regression: Being able to test multiple predictors at the same time and testing the unique effect of each.

  4. Hierarchical Linear Regression: How to test for the influence of different variables by adding them to the model one at a time.

  5. Interaction Analysis: How to test whether there's a two-way interaction between variables (also known as a "moderator" analysis)


You'll not only learn how to conduct these analyses, we'll also go over how to interpret the statistical results and how to graph the results using SPSS and a special Excel template I've created for you.

As a bonus, we also learn how to use a new free add-on to SPSS called "PROCESS," which simplifies a lot of the steps in doing interaction analysis in regression.

This course is meant to get you started in analyzing data using linear regression in SPSS. Whether you have data of your own that need to understand or you just want to know more about statistical data analysis, you'll get a running head start with this simple, easy-to-follow course.

I do linear regression analysis all the time in SPSS to conduct research in psychology, so I've become familiar with the steps it takes to pull off these analyses. I'm confident you will be able to, too!

Who this course is for:

  • Linear regression is a fundamental data analytic strategy, so if you have any data that you want to understand, this will be key
  • If you have access to survey data (e.g., customer satisfaction, opinion polls, educational tests), you will learn how to think about those data with linear models
  • Students taking a statistics course will benefit from a supplemental course like this one

Instructor

Andrew Luttrell, Ph.D.
Social Psychologist
Andrew Luttrell, Ph.D.
  • 4.4 Instructor Rating
  • 33,213 Reviews
  • 210,977 Students
  • 17 Courses

I'm a professor of social psychology and host of the Opinion Science podcast. My expertise is in the domain of attitudes and persuasion, but I have extensive experience with all corners of the social psychology world. The research in this field is so interesting that I can't help but want to share it! I look forward to the chance to share the world of social psychology with you.

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