This paper studies the manipulation of electoral maps by political parties, commonly referred to as gerrymandering. At the core of our analysis is the recognition that not all inhabitants of a district vote. This is important for gerrymandering as districts must have the same population size, but only voters matter for electoral outcomes. We propose a model of gerrymandering that allows for heterogeneity in voter turnout across individuals. This model reveals a new strategy for the