The government conducts a survey called the Current Population Survey (CPS) to measure the extent of US unemployment, has been doing it since 1942
Each month, highly trained and experienced Census Bureau employees contact 60,000 eligible sample households and ask about their labor force activities (jobholding and job seeking) and non-labor force status.
http://www.bls.gov/cps/cps_htgm.htm#where