Simpson's paradox
The "Berekley gender bias case" section made it make sense to me. Every single department was more likely to admit a woman than a man, and yet the school as a whole was more likely to admit a man than a woman.This was because women were applying to more competitive departments, on average, so a lower percentage of women applicants were getting admitted.