The module provides an introduction to fundamental techniques of population data science theory. New forms of data in the way of digital traces are becoming more easily accessible offering a unique opportunity to understand societal population issues at an unprecedented temporal and spatial granularity and a global scale. These data, however, represent a challenge for traditional demographic approaches. This module provides an introduction to the use of novel methods to analyse digital trace data.