This course provides different statistical methods that may be useful for analyzing big data. The focus of the course is on analyzing temporal observational data, i.e. data that is collected over time without involving well-developed experimental designs. The main part will discuss statistical models that are able to handle or even model correlated data. A lot of practical experiences will be part of the course.