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SPSS Linear Regression Complete Tutorial with PhD Professor


Introduction :
Introduction
Introduction Commentary

Refresher and Basics :
Refresher and basics
Refresher - basics you should know
Importing Data
Importing Data
SPSS Basics
SPSS Basics

Linear Regression :
Descriptive Statistics and Normality Testing
Descriptive Statistics and Normality Testing
Simple Linear Regression: 1 predictor
Simple Linear Regression (additional information)
Multiple Regression: 2+ predictors
Multiple Regression: 2+ predictors
Categorical Predictors
Categorical Predictors
Stepwise Multiple Regression
Stepwise Multiple Regression

Interactions (also known as moderation) :
Interactions
Interaction with 2 Continuous Predictors
Interaction with 2 Continuous Predictors - more information
Interaction with 2 Categorical Predictors
Interaction with 2 Categorical Predictors
Interaction with 2 Binary Predictors
Interaction with 2 Binary Predictors
Interaction with Categorical and Continuous Predictors
Interaction with Categorical and Continuous Predictors
Interaction with 3 Continuous Predictors (3-way)
Interaction with 3 Continuous Predictors (3-way)

Visualizations :
Visuals for Continuous Interactions
Visuals for Continuous Interactions
Plot Settings & Finishing for Continuous Interactions
Plot Settings & Finishing for Continuous by Continuous Interactions
Visuals for Categorical by Categorical Interactions
Visuals for Categorical by Categorical Interactions

Power Analysis for Linear Regression :
Power Analysis
A Priori Power Analysis Text
A Priori Power Analysis
More Power Analysis and Effect Size
Even More Power Analysis (not for everyone)
Even More Power Analysis
Post-hoc power analysis

Emergent Needs and Problems (view only what you need) :
Univariate Outliers
Multivariate Outliers
Non-normal variable distributions
Missing data handling in SPSS procedures
Simple Slopes Analysis