Multiple Linear Regression for Psychological Research

Master multiple linear regression for psychological research: interpret coefficients, check assumptions, handle multicollinearity, and analyze interactions.

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Review of Simple Linear Regression and Introduction to Multiple Linear Regression

Unit 1: Simple Linear Regression: A Quick Review

Unit 2: Stepping Up: Introduction to Multiple Linear Regression

Unit 3: Deeper Dive into Regression Assumptions

Conducting and Interpreting Multiple Linear Regression

Unit 1: Running Multiple Regression

Unit 2: Regression Coefficients

Unit 3: Advanced Interpretation

Addressing Multicollinearity and Variable Selection

Unit 1: Understanding Multicollinearity

Unit 2: Addressing Multicollinearity

Unit 3: Variable Selection Methods

Interaction Effects and Assumption Checking

Unit 1: Understanding Interaction Effects

Unit 2: Checking Regression Assumptions - Part 1

Unit 3: Addressing Assumption Violations