Colleges that have a gender imbalance and are trying to increase the percentage of women (Engineering schools for example) might provide a slight advantage. Although the data sometimes shows a higher acceptance rate for women than men at these schools, one would need the test scores/GPA data to evaluate whether it is actually easier to get in. I believe the advantage is really in the merit aid. In order to attract more women, schools might be more generous in their scholarships.
My daughter is at such a school (though was at the higher end of their stats, so I wouldn’t say she was given an “advantage”). She said her computer science class has very few women in it - fewer than the freshman math/physics/chem classes.
The fraction of women working in computer science is now lower than the engineering field. There might be pockets where there is a 50/50 ratio. But, overall, I believe I have read 12% of computer scientists are women, whereas something like 20% of engineers are women. If someone has other data, feel free to correct me.