I've found a good (albeit a bit conservative) rule-of-thumb is to convert the hourly wage into the yearly salary. Working as a consultant for $175/hour is similar to being employed at $175K/year.
EDIT: The U.S. federal self-employment tax for 2011 is 13.3% (15.3% was for 2010).