This paper sets the groundwork for analysis of the effect of selection into labor force on gender unemployment gaps. We … derive the Manski bounds for gender unemployment gaps in 21 EU countries and show that in addition to the positive selection … childbirth. While positive selection of women into the labor force leads to downward bias in gender unemployment gaps, negative …