Crowd-size estimation is tough for people who want to do it right. But when turnout implies clout, then politicians and event organizers have plenty of motivation to exaggerate the head count. Through careful research, though, it is possible to make better crowd-size estimates that aren't the result of political bias.
Read more: The Curious Science of Counting a Crowd - Popular Mechanics