A few months ago, I had a conversation with a girl who used to be a homeless junkie. She was giving me the lowdown on how much money she'd make panhandling at busy intersections, her tactics, etc...
Long story short, she did split test her signs. And she did see results (more money/day than I'm making at IM currently).