The focus of this paper is an empirical study of certain aspects of variance estimation using a replication approach for the Current Population Survey (CPS). The CPS is a monthly labor force survey of approximately 60,000 U.S. households drawn from a multistage stratified design, with one primary sampling unit (PSU) per stratum.