Is there a way to prove that, if we achieve equal proportions of a certain outcome among 4 intersectional groups formed from Sex and Ethnicity, we won't create inequalities among the single groups?
sex = {male, female}, ethnicity = {white, black}
single groups: P(male∣y=1) P(female∣y=1) P(white∣y=1) P(Black∣y=1)
intersectional groups: P(white,male∣y=1) P(black,male∣y=1) P(white,female∣y=1) P(black,female∣y=1)
My question is how do I show that if: P(white,male∣y=1) == P(black,male∣y=1) == P(white,female∣y=1) == P(black,female∣y=1), it is (not)possible to achieve P(male∣y=1) == P(female∣y=1 and P(white∣y=1) == P(black∣y=1)
sex = {male, female}, ethnicity = {white, black}
single groups: P(male∣y=1) P(female∣y=1) P(white∣y=1) P(Black∣y=1)
intersectional groups: P(white,male∣y=1) P(black,male∣y=1) P(white,female∣y=1) P(black,female∣y=1)
My question is how do I show that if: P(white,male∣y=1) == P(black,male∣y=1) == P(white,female∣y=1) == P(black,female∣y=1), it is (not)possible to achieve P(male∣y=1) == P(female∣y=1 and P(white∣y=1) == P(black∣y=1)