Using a unique data set consisting of the population of fine art auctions from 2000 to 2017 for Western artists, we provide strong empirical evidence for a glass ceiling for female artists. First, we show that female artists are less likely to transition from the primary (gallery) into the secondary (auction) market. This glass ceiling results in a selection mechanism which is manifested in an average premium of 6% for artworks by female artists. Second, this premium is driven by a small number of women located at the top of the market and turns into a discount when we account for the number of artworks sold. The superstar effect, where a small number of individuals absorbs the majority of industry revenues, is amplified for the group of female artists. Third, at the top 0.1% of the market artworks by female artists are traded at a discount of 9%. Moreover, the very top 0.03% of the market, where 41% of the revenues are concentrated, are still entirely off limits for women. Overall, we find two glass ceilings for women pursuing an artistic career. While the first one is located at the starting point of a female artist’s career, the second one can be found at the transition into the superstar league of the market and remains yet impermeable. Our study has wide-reaching implications for industries characterized by a superstar effect and a strong concentration of men relative to women.