Low family income means less options. Most of your mentors at a young age are going to come from schooling, which still generally has a gender tilt towards women for multiple reasons. But lower income schools are going to be more resource starved with larger classes and less time for teachers to interact with students individually.
edit: fixed wording to better emphasize what I meant