Univariate Statistics and Methodology using R
2021/22

Course description

Univariate Statistics and Methodology in R (USMR) is a semester long crash-course aimed at providing Masters students in psychology with a competence in standard univariate methodology and analysis using R. Design and analysis are taught under a unifying framework which shows a) how research problems and design should inform which statistical method to use and b) that many statistical methods are special cases of a more general model. This course will introduce you to statistical modelling and empower you with tools to analyse richer data and answer a broader set of research questions of interest to you.

Course materials 2021/22

Week Lecture Workbook
0 Welcome Getting Started with R & RStudio
1 Introductions and throwing dice Categorical Data
2 Measurement and Distributions Numeric Data
3 Testing Statistical Hypotheses Hypothesis Testing
4 More Tests More Tests
5 Correlations Cov, Cor, Functions & Models
6 Break Week!
7 The Linear Model Messy Data
8 The Linear Model (ctd) Linear Regression
9 Scaling, Contrasts, Interactions More Linear Regression
10 The Generalized Linear Model GLM!
11 Some Kind of End to the Course Writing Up

Extra Documents

Assumptions, the Recipe Book Way
Incremental Validity
Types of Sums of Squares
From P to Logit

Archives