This course will cover popular statistical models for the analysis of ecological data. There will be a particular focus on the statistical properties and assumptions underlying the methods. We will cover topics such as identifiability/estimability, understanding the theory underlying distinct inferential approaches and their impact on ecological conclusions, as well as simulation-based model assessment.