https://cps.ipums.org/cps/

Which is a project to, among other things, "Harmonize [Current Population Survey] data to be compatible over time".

The Current Population Survey is run by professional statisticians and well documented:

http://www.census.gov/cps/methodology/ioclassification.html

The classifications have some amount of subjectivity, but they probably aren't wildly arbitrary.