Advanced SPSS

What is ANOVA?

• Video: ANOVA Introduction to Analysis and Variance
• Textbook: A quick introduction to Statistical Analysis

ANOVA Post-hoc tests

• Video: ANOVA Post-hoc tests

One-way ANOVA

• Video: ANOVA variance simply explained
• Web notes on ANOVA Explained: How to compare differences of means

Repeated Measures ANOVA

• Video: ANOVA One-way Repeated Measures
• Laerd Statistics webpage

Two-way ANOVA

• Video: ANOVA Two-way without Repeated Measures
• Video: ANOVA Two-way with Repeated Measures

Three-way (Factorial) ANOVA

• Video: ANOVA Multi-factor analysis in SPSS
• How to Conduct and Interpret a Factorial ANOVA? A quick guide

Three-way Repeated Measures ANOVA

• Video: ANOVA Repeated-Measures
• Web notes: Three-Way Repeated Measures ANOVA Guide to Research

Three-way Mixed ANOVA

• Video: Mixed ANOVA explained
• Web notes: Two-way repeated measures ANOVA using SPSS Statistics
• Video: Bayesian Statistics - A Beginner's Guide
• Web notes: Introduction to Bayesian Statistics

Structural Equation Modelling (SEM)

• Video: SEM - Structural Equations Modelling
• Web notes: The four models you meet in structural equation modeling

Principal Component Analysis (PCA)

• Video: PCA - Step-by-Step
• Web notes: Principle Component Analysis Explained

Linear and Multiple Linear Regression

• Video: Simple and Multiple Linear Regression
• Web notes: Simple and Multiple Linear Regression

Hierarchical multiple regression

• Video: Logistic Regression Simply Explained
• HR Explanation, assumptions, interpretation and write up

Logistic Regression

• Video: Logistic Regression Simply Explained
• Web notes: Introduction to Logistic Regression

Ordinal Regression

• Video: Ordinal Regression Introduction
• Web resource: Ordinal data, data collection and analysis

Cohen's Kappa

• Video: Inter-Rater-Reliability (Cohen's Kappa)
• Web notes: Cohen's Kappa Statistic - Definition and Example - Statology

Fleiss' Kappa

• Video: Kappa Value Calculation | Reliability
• Notes and video demo: Fleiss Kappa - Simply explained - DATAtab

Weighted Kappa

• Video: Weighted Cohen's Kappa
• Notes and video demo: Weighted Cohen's Kappa Simply explained - DATAtab

Introduction to Survival Analysis

• Video: Survival Analysis for Clinical Trials Simply Explained
• Notes: Stats Tutor Survival Analysis Step-by-Step

Kaplan Meier Curves and Estimates

• Video: Kaplan-Meier Curve Simply Explained
• Notes and instructions: Practical Guide to understanding the Kaplan-Meier Curves

Transforming Data

• Web notes and worked examples: MASH Normalize, linearize or improve homocedasticity, using  logarithms (Econometrics), the square root and the inverse functions (Chemistry and Biology)

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