Multivariate Statistics and Methodology using R
2020/21

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 2020/21

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