Is there any way to seasonally adjust the data from the CPS?
This article goes into great detail on the seasonal adjustment procedures used for labor force statistics by the BLS. Starting with IPUMS CPS microdata, you’ll first need to calculate the aggregate statistics you are interested in by month, and then run the whole time series through a seasonal adjustment program such as X-13 ARIMA SEATS.