Multivariate Statistics and Methodology using R
2021/22

Course description

Multivariate Statistics and Methodology using R (MSMR) is a semester long course providing an advanced level overview of statistical analysis techniques and methodology issues relevant to psychological research. The course builds on the concepts and skills developed in Univariate Statistics and Methodology using R.

Course materials 2021/22

Week Lecture Workbook
1 Intro to Multilevel Modelling Intro to MLM
2 Logistic Multilevel Modelling
Longitudinal Data Analysis using Multilevel Modelling		 Logistic | Longitudinal (linear)
3 Longitudinal Data Analysis using Multilevel Modelling - Nonlinear Change Longitudinal (non-linear)
4 Three-Level Nesting
Crossed Random Effects		 Random Effect Structures
5 Individual Differences I
Individual Differences II		 Multilevel Modelling Recap
6 Break Week – Revision Data
7 Principal Component Analysis (PCA)
Exploratory Factor Analysis (EFA)		 PCA | EFA
8 Confirmatory Factor Analysis (CFA) CFA
9 Path Analysis Path Analysis
10 Structural Equation Modeling (SEM) I SEM I
11 Structural Equation Modeling (SEM) II SEM II

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