VUW Psych 447: Methods in R
Course basics
Goals: (1) Download Rstudio (2) Get Git (3) Teach you the essentials of Rmarkdown (4) Integrate (1)-(3).
Coding basics
Visualisation
Consolidation of skills
Elements of a linear model
An introduction to simulation
Multiple regression (ANOVA, ANOVCA, MANOVA)
Generalised linear models
Estimating binary responses, counts, rates, overdispersion, and zero-inflation
Ordinal responses, monotonic predictors, mediation, and group-level intercepts
Mixed-effects/Multi-level models (continued), with excursion into metanalysis
Causal inference, confounding, and directed acylical graphs (DAGS)
Missing data, measurement error, and course wrap-up
Week 1 Workbook
Week 2 Workbook Solutions
Week 3 Workbook Solutions
Week 4 solutions
Week 5 workbook solutions
Week 6 workbook and solutions
Week 7 workbook and solutions
Week 8 workbook and solutions
Week 9 workbook and solutions
