- Installing R and RStudio
- Using RStudio notebooks
- Basic project management
- Data entry
- Importing data and data cleaning
- Data types & structure
- Basic plotting in R
- Plotting with ggplot
- Visualising multivariate data sets
- Visualising spatial data
- t tests
- Linear models
- Generalised linear models
- Mixed models
- Generalised additive models
- Categorical data analyses
- Power analyses
- Introduction to mvabund
- Forecasting with time series
- Meta-analyses
- Meta-analyses 1: introduction and calculating effect sizes
- Meta-analyses 2: Fixed effect and random effect models
- Meta-analyses 3: More complex models