This project explores gender pay differences in the U.S. using data from the March 2022 Current Population Survey (CPS). The analysis focuses on understanding baseline earnings distributions, career differences, and factors contributing to the observed wage gap. By applying regression models and controlling for education, demographics, and household characteristics, the project aims to estimate and explain the gender wage gap.