That might be because a lot of women prefer other fields. If you pick a random female and a random male, chances are the female has far less relevant tech experience than the male. Even in "tech," they're more likely to be HR, graphic design, or a paid tweeter like Adria Richards was before her lack of basic git hub knowledge led her to try to bully people out of their jobs.