comparison group choice. I also use the Oaxaca-Blinder decomposition and its semiparametric extension to decompose gender wage … differentials with the UK Labour Force Survey (LFS) data, while providing separate estimates of the average gender effect on men …, women, and the whole population. -- decomposition methods ; gender wage gaps ; treatment effects …