Question

did the number of female workers increase during world war 2

Answer 1

Yep. They made weapons for the war.

Answer 2

Females had to go out and work, and like @Mastercat said they maid weapons, they alos worked on planes. But they had to go work since most of their husbands were away at war. There were other motivations as well, but that would be a main one.