Back in the 1930s - before computers existed it was considered boring women's work (sexism intended). There wasn't much demand because of course computers were a room full of people running this by hand. In the 1950s when computers were invented males discovered programming was interesting and took over.

As such it is more the image is programming will be women's work than a reality because the reality is there weren't many programmers.