As far as majors go, it’s more choosing a variety of different fields instead of CS than switching to a single different field. One of the more correlated ones appears to be education. When the portion female CS majors had a rapid decline during 85-90, the portion female education majors increased by a 2-3% after holding steady for the previous 5 years. The number of female education majors increased by 21k during this period, and female CS majors dropped by 8k. Male education majors increased by 2k during this period, and male CS majors dropped by 9k.
~57% of bachelors degrees are conferred to women, so in a random distribution 57% of each major would be conferred to women. The actual numbers are below. Physics is as bad as CS and Engineering, but women have as similar percentage to men in life sciences / pre-med type majors.
2017 Bachelor Degrees Conferred: Total
CS – 19% women
Physics – 21% Women
Engineering – 22% Women
Earth Sciences – 39% Women
Math and Stats – 41% women
Chemistry – 49% Women
Biology -- 61% women
Average of All Majors – 57% women
My personal experience was huge differences in CS enrollment compared to non-engineering fields. In my HS classes, the highest levels of math and science classes had a good balance between male and female students. However, my AP CS class only had 1 girl in the class, which was a far worse gender balance I experienced during any other HS class. Several of the guys in the class did not treat the 1 girl well, with worse teenage boy stuff than usual, which I imagine discouraged her from continuing in CS. College was not much better. My EE class at Stanford was ~90% male. I see that today Stanford has improved to more than 20% female in EE.
Among the 26 highly selective colleges with an acceptance rate below 20% and 25th percentile ACT score of >= 30, the combined percentages are below. Highly selective colleges tend to better in CS and engineering than the overall average, but worse in math.
2017 Bachelors Degrees Conferred: Highly Selective Colleges
EE – 23% Women
Physics: 28% Women
Math: General – 29% Women
CS – 30% Women
Math: Applied – 37% Women
Engineering – 38% Women
Chemistry – 45% Women
Biology -- 57% Women
Average of All Majors – 50% Women
Among specific highly selective colleges, Mudd and MIT did best which makes sense to me given that highly selective colleges generally try to achieve 50/50 gender balance for the full class, not for specific majors. The more a specific highly selective colleges emphasizes tech majors, the more admission preference is likely to favor admitting more women who favor those majors, as an effort to achieve overall college 50/50 gender balance. Stanford also fits with this pattern to some extent. However, Swarthmore and Amherst are anomalies, probably due to small sample size… In the previous year, they were both lower than the overall average for highly selective colleges.
Highest Female CS Percentage
- Harvey Mudd – 41%
- MIT – 38%
- Swarthmore – 37%
- Amherst – 33%
- Stanford – 32%
Lowest Female CS Percentage
- Northwestern – 18%
- Vanderbilt – 19%
- WUSTL – 20%
- Haverford – 21%
- Williams – 23%