the wage distribution, as traditional methods can confound opposing effects at either end of the wage distribution … driven by looks than self-esteem. Counterfactual wage distributions, constructed using distribution regression, show a beauty … premium for women at the bottom of the wage distribution. However, most of this is explained by the fact that attractive women …