There was a phenomenal study on that done last year (see: http://www.wsj.com/articles/why-you-cant-trust-youre-getting...) by a group of Professors at Northeastern. Totally worth a read.

Here's their full paper: http://www.ccs.neu.edu/home/cbw/pdf/imc151-hannak.pdf