There's a really good video by Road Guy Rob that goes into very good detail about the specific causes of pedestrian fatalities in the US: https://www.youtube.com/watch?v=fEj-pyjA2oo

TL;DW: It's most likely happening at night, on an arterial street, by a truck or SUV.