Take a few quantitative courses (ie statistics). Roughly speaking, you usually want to compare similar-ish groups. It's like if you want to examine the effects of diet on a human body, you can't just mix old and young haphazardly. Advertising spend in Somalia probably works very different than advertising spend in Norway.